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+        "tagged_at": "2026-07-13T21:18:32.857788+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5551198945912474,
+          "rc_t": 0.1680164047208364
+        },
+        "score": 0.45454545454545453,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "H_0007",
+      "source": "PROVE-H",
+      "prompt": "Isolate the dense crowd of diverse individuals in casual summer clothing into a separate foreground layer, placing them against a plain, uniform neutral gray background. Remove the crowd and the soft shadows they cast on the paved street from the original video, and restore the paved stone street and the lower portions of the wooden shop facades that were directly behind them. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.672072172164917,
+      "bg_mse": 0.2304876446723938,
+      "total_mse": 1.9025598168373108,
+      "videos": {
+        "composite": "samples/H_0007/composite.mp4",
+        "mask": "samples/H_0007/mask.mp4",
+        "fg_pred": "samples/H_0007/fg_pred.mp4",
+        "bg_pred": "samples/H_0007/bg_pred.mp4"
+      },
+      "tags": [
+        "motion:camera_motion",
+        "scene:crowd_or_many_instances",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "none",
+        "mask_area": "large",
+        "reflection_type": "none",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "motion:camera_motion": 0.9,
+          "scene:crowd_or_many_instances": 0.95,
+          "scene:occlusion": 0.9
+        },
+        "evidence": "The target mask covers a large crowd of people walking down a busy street. There are no visible associated effects like shadows or reflections on the ground or surrounding structures, but the scene is highly challenging due to the dense crowd, mutual occlusions, and camera motion.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:19:55.145033+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.39150960728708134,
+          "rc_t": 0.04639143035525367
+        },
+        "score": 0.5656565656565656,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "H_0008",
+      "source": "PROVE-H",
+      "prompt": "Remove the woman with blonde hair in the beige trench coat along with her tablet, as well as her reflection and the tablet's reflection from the glass window. The foreground layer should display only the woman holding and tapping the tablet over a plain, uniform neutral gray background. In the background layer, restore the reflective glass storefront window and the blurred streetlights that were occluded behind her, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.0991096496582031,
+      "bg_mse": 0.1702186018228531,
+      "total_mse": 1.2693282514810562,
+      "videos": {
+        "composite": "samples/H_0008/composite.mp4",
+        "mask": "samples/H_0008/mask.mp4",
+        "fg_pred": "samples/H_0008/fg_pred.mp4",
+        "bg_pred": "samples/H_0008/bg_pred.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:reflection",
+        "scene:dynamic_background"
+      ],
+      "attributes": {
+        "effect_extent": "large",
+        "mask_area": "medium",
+        "reflection_type": "glass",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 0.9,
+          "effect:reflection": 0.95,
+          "scene:dynamic_background": 0.85
+        },
+        "evidence": "The target woman is standing next to a glass window, which clearly reflects her entire upper body and the tablet she is holding. This reflection is spatially separated from her main body mask, making it a disconnected glass reflection.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:20:02.362007+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.4515088673725311,
+          "rc_t": 0.02535531423152615
+        },
+        "score": 0.3787878787878788,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "H_0009",
+      "source": "PROVE-H",
+      "prompt": "Remove the man in the dark blue hooded shirt and black shorts running from left to right, along with his reflection, soft shadows, and the water splashes he creates on the wet sand. In his place, restore the wet, reflective sandy beach and the gentle ocean waves that were occluded behind him. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.150693416595459,
+      "bg_mse": 0.26963010430336,
+      "total_mse": 1.420323520898819,
+      "videos": {
+        "composite": "samples/H_0009/composite.mp4",
+        "mask": "samples/H_0009/mask.mp4",
+        "fg_pred": "samples/H_0009/fg_pred.mp4",
+        "bg_pred": "samples/H_0009/bg_pred.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:reflection",
+        "motion:camera_motion",
+        "motion:fast_subject_motion",
+        "motion:motion_blur",
+        "scene:dynamic_background"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "medium",
+        "reflection_type": "water",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 0.9,
+          "effect:reflection": 0.95,
+          "motion:camera_motion": 0.8,
+          "motion:fast_subject_motion": 0.85,
+          "motion:motion_blur": 0.85,
+          "scene:dynamic_background": 0.9
+        },
+        "evidence": "The runner's reflection is clearly visible on the wet sand of the beach, which acts as a water-like reflective surface. The reflection is spatially disconnected from the runner's body when they are airborne. The background features moving ocean waves, and there is noticeable motion blur on the runner's legs.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:20:09.914361+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5430599449970265,
+          "rc_t": 0.15656808393922722
+        },
+        "score": 0.4494949494949495,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "H_0010",
+      "source": "PROVE-H",
+      "prompt": "Remove the family of five seated around the table, including their interactions, along with the shadows they cast on the chairs, table, and floor, and their reflections in the glasses, plates, and cutlery. In their place, restore the dining table set with food, candles, and tableware, as well as the chairs and the bright, modern kitchen background that were occluded behind them. The rest of the scene stays exactly the same, leaving a clean background layer and isolating the family on a plain, uniform neutral gray background.",
+      "fg_mse": 1.3411872386932373,
+      "bg_mse": 0.2593635022640228,
+      "total_mse": 1.6005507409572601,
+      "videos": {
+        "composite": "samples/H_0010/composite.mp4",
+        "mask": "samples/H_0010/mask.mp4",
+        "fg_pred": "samples/H_0010/fg_pred.mp4",
+        "bg_pred": "samples/H_0010/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:crowd_or_many_instances",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "large",
+        "reflection_type": "none",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.85,
+          "scene:crowd_or_many_instances": 0.95,
+          "scene:occlusion": 0.9
+        },
+        "evidence": "The target mask covers multiple family members sitting around a dining table. There are contact shadows where they sit and interact with objects, but no significant cast shadows or reflections are visible.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:20:16.703180+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.4181603935158887,
+          "rc_t": 0.04140627085387934
+        },
+        "score": 0.494949494949495,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "H_0011",
+      "source": "PROVE-H",
+      "prompt": "Remove the group of white and grey swans along with their reflections, ripples, and wakes from the water. The removed swans should be isolated on a plain, uniform neutral gray background as a separate foreground layer. In the background layer, restore the rippling lake water that was occluded behind them, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.6333894729614258,
+      "bg_mse": 0.0668560042977333,
+      "total_mse": 1.700245477259159,
+      "videos": {
+        "composite": "samples/H_0011/composite.mp4",
+        "mask": "samples/H_0011/mask.mp4",
+        "fg_pred": "samples/H_0011/fg_pred.mp4",
+        "bg_pred": "samples/H_0011/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:reflection",
+        "scene:crowd_or_many_instances",
+        "scene:dynamic_background"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "water",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:reflection": 0.95,
+          "scene:crowd_or_many_instances": 0.9,
+          "scene:dynamic_background": 0.8
+        },
+        "evidence": "The target objects are multiple swans floating on a lake. Their reflections are visible on the moving water surface, which constitutes a dynamic background.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:20:25.717664+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.559642635079948,
+          "rc_t": 0.115659875529153
+        },
+        "score": 0.3787878787878788,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "H_0012",
+      "source": "PROVE-H",
+      "prompt": "Remove the diverse group of pedestrians in winter attire, including their heavy coats and beanies, along with the soft cast shadows they throw onto the paved sidewalk. In their place, restore the paved sidewalk and the street furniture that were directly behind them, ensuring the rest of the scene stays exactly the same. The removed pedestrians should be isolated on a plain, uniform neutral gray background.",
+      "fg_mse": 1.6684160232543945,
+      "bg_mse": 0.40474480390548706,
+      "total_mse": 2.0731608271598816,
+      "videos": {
+        "composite": "samples/H_0012/composite.mp4",
+        "mask": "samples/H_0012/mask.mp4",
+        "fg_pred": "samples/H_0012/fg_pred.mp4",
+        "bg_pred": "samples/H_0012/bg_pred.mp4"
+      },
+      "tags": [
+        "scene:crowd_or_many_instances",
+        "scene:dynamic_background",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "none",
+        "mask_area": "large",
+        "reflection_type": "none",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "scene:crowd_or_many_instances": 0.95,
+          "scene:dynamic_background": 0.85,
+          "scene:occlusion": 0.9
+        },
+        "evidence": "The video features multiple pedestrians walking on a busy city street, which are masked for removal. There are no visible shadows or reflections associated with the pedestrians due to the overcast lighting and diffuse ground surface.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:20:32.736129+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.4080871124948379,
+          "rc_t": 0.04310825660915578
+        },
+        "score": 0.5303030303030303,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "H_0013",
+      "source": "PROVE-H",
+      "prompt": "Remove the travelers, including the man in the black vest, the man with the blue backpack, and the woman in the white shirt, along with their soft cast shadows and reflections on the polished floor. The removed travelers should be placed on a separate foreground layer against a plain, uniform neutral gray background, while the area they occluded is filled by restoring the polished, light-colored floor and the storefronts behind them. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.6786439418792725,
+      "bg_mse": 0.18214936554431915,
+      "total_mse": 1.8607933074235916,
+      "videos": {
+        "composite": "samples/H_0013/composite.mp4",
+        "mask": "samples/H_0013/mask.mp4",
+        "fg_pred": "samples/H_0013/fg_pred.mp4",
+        "bg_pred": "samples/H_0013/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "motion:camera_motion",
+        "scene:crowd_or_many_instances",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "large",
+        "reflection_type": "none",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9,
+          "motion:camera_motion": 0.9,
+          "scene:crowd_or_many_instances": 0.95,
+          "scene:occlusion": 0.95
+        },
+        "evidence": "The video contains multiple moving pedestrians as targets, which are masked in red. They cast subtle contact shadows on the floor as they walk. The camera is slowly moving, and there are multiple instances of occlusion as the targets cross paths and walk behind or in front of other scene elements.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:20:40.071448+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.46779172385111345,
+          "rc_t": 0.022887844412181828
+        },
+        "score": 0.31313131313131315,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "H_0014",
+      "source": "PROVE-H",
+      "prompt": "Remove the two fluffy, thick-furred dogs walking away on a leash, along with their soft shadows, puddle reflections, and physical contact marks on the muddy road. The foreground layer should show only the light grey and white dog and the larger black and white dog over a plain, uniform neutral gray background. In the background layer, restore the muddy, rutted dirt road and the puddles of water that were directly behind them, while the rest of the scene stays exactly the same.",
+      "fg_mse": 2.0416598320007324,
+      "bg_mse": 0.05887782573699951,
+      "total_mse": 2.100537657737732,
+      "videos": {
+        "composite": "samples/H_0014/composite.mp4",
+        "mask": "samples/H_0014/mask.mp4",
+        "fg_pred": "samples/H_0014/fg_pred.mp4",
+        "bg_pred": "samples/H_0014/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:multi_effect",
+        "effect:reflection",
+        "effect:shadow",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "water",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:multi_effect": 0.9,
+          "effect:reflection": 0.95,
+          "effect:shadow": 0.85,
+          "scene:occlusion": 0.9
+        },
+        "evidence": "The dogs being walked on a muddy road are masked. Their paws cast subtle contact shadows on the ground, and as they walk near the puddles, faint reflections are visible in the water.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:20:47.196563+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.47928595785861866,
+          "rc_t": 0.1584664448740801
+        },
+        "score": 0.5959595959595959,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "H_0015",
+      "source": "PROVE-H",
+      "prompt": "Remove the pedestrians, including the man in the blue t-shirt and the group of women in summer clothing, along with the soft shadows they cast on the ground, placing them as a separate foreground layer against a plain, uniform neutral gray background. In the background layer, restore the colorful cartoon monster graffiti wall, the window, and the reddish pavement that were occluded behind them. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.7001540660858154,
+      "bg_mse": 0.16061106324195862,
+      "total_mse": 2.860765129327774,
+      "videos": {
+        "composite": "samples/H_0015/composite.mp4",
+        "mask": "samples/H_0015/mask.mp4",
+        "fg_pred": "samples/H_0015/fg_pred.mp4",
+        "bg_pred": "samples/H_0015/bg_pred.mp4"
+      },
+      "tags": [
+        "motion:camera_motion",
+        "scene:crowd_or_many_instances",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "none",
+        "mask_area": "large",
+        "reflection_type": "none",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "motion:camera_motion": 0.9,
+          "scene:crowd_or_many_instances": 0.95,
+          "scene:occlusion": 0.9
+        },
+        "evidence": "The target mask covers multiple pedestrians walking in front of a colorful graffiti wall. There are no visible shadows or reflections associated with the targets on the wall or ground.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:20:54.531499+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.45958695789251086,
+          "rc_t": 0.45731538014801937
+        },
+        "score": 0.7525252525252526,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "H_0016",
+      "source": "PROVE-H",
+      "prompt": "Remove the crowd of pedestrians, including the people walking, standing, and the child riding a small bicycle, along with the long shadows they cast on the paved walkway. The removed pedestrians should be isolated on a plain, uniform neutral gray background, while the main video is restored by filling in the paved walkway, trees, and distant archway that were previously occluded behind them. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.7750380039215088,
+      "bg_mse": 0.1514626145362854,
+      "total_mse": 1.9265006184577942,
+      "videos": {
+        "composite": "samples/H_0016/composite.mp4",
+        "mask": "samples/H_0016/mask.mp4",
+        "fg_pred": "samples/H_0016/fg_pred.mp4",
+        "bg_pred": "samples/H_0016/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:crowd_or_many_instances",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "large",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95,
+          "scene:crowd_or_many_instances": 0.95,
+          "scene:occlusion": 0.9
+        },
+        "evidence": "The target mask covers multiple pedestrians walking on a paved street. The pedestrians cast contact and soft cast shadows onto the ground, which are included in the target mask area.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:21:01.597261+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.47004095538747165,
+          "rc_t": 0.031327225073386304
+        },
+        "score": 0.3484848484848485,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "H_0017",
+      "source": "PROVE-H",
+      "prompt": "Remove the family consisting of a mother holding a baby, a young girl, and a young boy with a laptop from the sofa, along with the shadows they cast and the physical compression they cause on the cushions. The removed family should be isolated as a foreground layer on a plain, uniform neutral gray background, while the area they occupied is filled by restoring the clean, uncompressed gray fabric of the sectional sofa that was behind them. The rest of the scene stays exactly the same.",
+      "fg_mse": 0.9040643572807312,
+      "bg_mse": 0.5509300827980042,
+      "total_mse": 1.4549944400787354,
+      "videos": {
+        "composite": "samples/H_0017/composite.mp4",
+        "mask": "samples/H_0017/mask.mp4",
+        "fg_pred": "samples/H_0017/fg_pred.mp4",
+        "bg_pred": "samples/H_0017/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:crowd_or_many_instances",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "large",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95,
+          "scene:crowd_or_many_instances": 0.9,
+          "scene:occlusion": 0.95
+        },
+        "evidence": "The video features multiple people (a mother and three children) sitting on a sofa, which are masked together as the target. There are contact and cast shadows visible where they interact with the sofa cushions.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:21:08.855021+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.44989213805208594,
+          "rc_t": 0.02734003769624685
+        },
+        "score": 0.39898989898989895,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "H_0018",
+      "source": "PROVE-H",
+      "prompt": "Remove the herd of grazing brown and white cows along with the soft shadows they cast on the grassy field. The removed cows should be isolated on a plain, uniform neutral gray background, while the area they occluded is filled by restoring the wide, grassy field with its distinct parallel rows of cut grass. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.733114719390869,
+      "bg_mse": 0.10498489439487457,
+      "total_mse": 2.8380996137857437,
+      "videos": {
+        "composite": "samples/H_0018/composite.mp4",
+        "mask": "samples/H_0018/mask.mp4",
+        "fg_pred": "samples/H_0018/fg_pred.mp4",
+        "bg_pred": "samples/H_0018/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:crowd_or_many_instances"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9,
+          "scene:crowd_or_many_instances": 0.95
+        },
+        "evidence": "The target masks cover multiple cows grazing in a field. There are subtle contact shadows underneath the cows' hooves, but no significant cast shadows or reflections are visible.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:21:15.529054+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.47769069035737405,
+          "rc_t": 0.07616284519735009
+        },
+        "score": 0.48989898989898994,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "H_0019",
+      "source": "PROVE-H",
+      "prompt": "Isolate the group of dark-plumaged ducks with white markings as they swim slowly, placing them on a plain, uniform neutral gray background while removing them and their associated ripples and reflections from the scene. In the background video, restore the calm pond water that was directly behind the ducks, ensuring the rest of the scene stays exactly the same.",
+      "fg_mse": 2.841426134109497,
+      "bg_mse": 0.01899060793220997,
+      "total_mse": 2.860416742041707,
+      "videos": {
+        "composite": "samples/H_0019/composite.mp4",
+        "mask": "samples/H_0019/mask.mp4",
+        "fg_pred": "samples/H_0019/fg_pred.mp4",
+        "bg_pred": "samples/H_0019/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:reflection",
+        "scene:crowd_or_many_instances"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "small",
+        "reflection_type": "water",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:reflection": 0.95,
+          "scene:crowd_or_many_instances": 0.95
+        },
+        "evidence": "The target masks cover several ducks swimming in a pond. The ducks create small reflections on the water surface, which are also masked or closely associated with the targets.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:21:22.678700+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.4798037517749948,
+          "rc_t": 0.30930307535302665
+        },
+        "score": 0.6515151515151516,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "H_0020",
+      "source": "PROVE-H",
+      "prompt": "Remove the couple walking side-by-side while holding hands, along with their reflections in the water and their cast shadows on the wooden dock. Place the couple dressed in light-colored casual clothing on a plain, uniform neutral gray background as a separate foreground layer. In the background layer, restore the wooden dock and the calm lake water that were directly behind them, while the rest of the scene remains exactly the same.",
+      "fg_mse": 1.7094508409500122,
+      "bg_mse": 0.08385419100522995,
+      "total_mse": 1.7933050319552422,
+      "videos": {
+        "composite": "samples/H_0020/composite.mp4",
+        "mask": "samples/H_0020/mask.mp4",
+        "fg_pred": "samples/H_0020/fg_pred.mp4",
+        "bg_pred": "samples/H_0020/bg_pred.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:reflection"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "small",
+        "reflection_type": "water",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 0.9,
+          "effect:reflection": 0.95
+        },
+        "evidence": "The two people walking on the wooden dock have their reflections clearly visible on the water surface below the dock, which are spatially disconnected from the target mask.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:21:29.463088+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5153788037196184,
+          "rc_t": 0.48576214937444095
+        },
+        "score": 0.6414141414141414,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "H_0021",
+      "source": "PROVE-H",
+      "prompt": "Remove the colorful budgerigars\u2014including the blue, white, grey, and green birds\u2014along with the shadows they cast on the wooden branches, the plastic pipe, and the concrete wall behind them. The isolated birds should be placed on a plain, uniform neutral gray background, showing them perching, shifting, and fluttering. In the main video, restore the wooden branches, the grey plastic pipe, and the rough concrete wall that were occluded behind the birds, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.537113904953003,
+      "bg_mse": 0.11806148290634155,
+      "total_mse": 1.6551753878593445,
+      "videos": {
+        "composite": "samples/H_0021/composite.mp4",
+        "mask": "samples/H_0021/mask.mp4",
+        "fg_pred": "samples/H_0021/fg_pred.mp4",
+        "bg_pred": "samples/H_0021/bg_pred.mp4"
+      },
+      "tags": [
+        "geometry:thin_structure",
+        "scene:crowd_or_many_instances",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "none",
+        "mask_area": "large",
+        "reflection_type": "none",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "geometry:thin_structure": 0.9,
+          "scene:crowd_or_many_instances": 0.95,
+          "scene:occlusion": 0.9
+        },
+        "evidence": "The video features multiple budgerigars (birds) inside a cage. The birds are the target masks, which are heavily occluded by the thin metal bars of the cage. There are no visible shadows or reflections associated with the birds on the background or cage elements.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:21:36.569702+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5953350540743912,
+          "rc_t": 0.050329589349404215
+        },
+        "score": 0.18686868686868688,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "H_0022",
+      "source": "PROVE-H",
+      "prompt": "Remove the woman wearing a black long-sleeved shirt with her long brown hair blowing vigorously in the wind, along with the displaced grass beneath her and the soft shadows she casts. The removed woman should be isolated on a plain, uniform neutral gray background, while the area she occluded is filled by restoring the vibrant field of tall, green grass and weeds swaying in the wind. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.5682754516601562,
+      "bg_mse": 0.08485785871744156,
+      "total_mse": 2.653133310377598,
+      "videos": {
+        "composite": "samples/H_0022/composite.mp4",
+        "mask": "samples/H_0022/mask.mp4",
+        "fg_pred": "samples/H_0022/fg_pred.mp4",
+        "bg_pred": "samples/H_0022/bg_pred.mp4"
+      },
+      "tags": [
+        "geometry:thin_structure",
+        "scene:occlusion",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "none",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "geometry:thin_structure": 0.95,
+          "scene:occlusion": 0.95,
+          "scene:textured_background": 0.8
+        },
+        "evidence": "The target is a person sitting in a grassy field. The grass blades in the foreground heavily occlude the target, creating complex thin structures that must be preserved. There are no visible shadows or reflections associated with the target.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:21:44.831350+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5200420159578696,
+          "rc_t": 0.1543472716425966
+        },
+        "score": 0.4898989898989899,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "H_0023",
+      "source": "PROVE-H",
+      "prompt": "Remove the grilled sausages and meat skewers from the scene, including the contact shadows they cast on the metal grill grate, the soft shadows on the coals below, the shadows and reflections on the inner surface of the metal pot, and their contact with the metal fork. The removed foreground elements, featuring several stationary brown sausages and longer wooden skewers with one sausage being lifted and moved, should be isolated onto a plain, uniform neutral gray background. Inpaint the empty space by restoring the metal grill grate, the hot coals with white ash, and the inner surface of the metal pot that were previously occluded, while the rest of the scene stays exactly the same.",
+      "fg_mse": 2.481873035430908,
+      "bg_mse": 0.37358802556991577,
+      "total_mse": 2.855461061000824,
+      "videos": {
+        "composite": "samples/H_0023/composite.mp4",
+        "mask": "samples/H_0023/mask.mp4",
+        "fg_pred": "samples/H_0023/fg_pred.mp4",
+        "bg_pred": "samples/H_0023/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "geometry:thin_structure",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9,
+          "geometry:thin_structure": 0.9,
+          "scene:occlusion": 0.95
+        },
+        "evidence": "The target skewers and sausages on the grill cast subtle shadows onto the hot coals below. The metal grill grate occludes the food items, creating a thin structure challenge.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:21:51.838349+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.4317695317686854,
+          "rc_t": 0.04793825647763247
+        },
+        "score": 0.5151515151515151,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "H_0024",
+      "source": "PROVE-H",
+      "prompt": "Remove the slender pronghorn with light brown and white fur, along with the soft cast shadow it throws onto the dirt and rocks beneath it, placing the pronghorn on a plain, uniform neutral gray background. In the original video, restore the dry, rocky hillside and scattered low-lying shrubs that were directly behind the animal, while the rest of the scene stays exactly the same.",
+      "fg_mse": 2.760735273361206,
+      "bg_mse": 0.00382923218421638,
+      "total_mse": 2.7645645055454224,
+      "videos": {
+        "composite": "samples/H_0024/composite.mp4",
+        "mask": "samples/H_0024/mask.mp4",
+        "fg_pred": "samples/H_0024/fg_pred.mp4",
+        "bg_pred": "samples/H_0024/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "geometry:thin_structure"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9,
+          "geometry:thin_structure": 0.95
+        },
+        "evidence": "The target is a pronghorn walking on a rocky slope. It casts a subtle shadow on the ground beneath its thin legs, which represent thin structures.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:21:59.802623+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.6723072445758836,
+          "rc_t": 0.38605549738004025
+        },
+        "score": 0.43434343434343436,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "H_0025",
+      "source": "PROVE-H",
+      "prompt": "Remove the dense crowd of pedestrians of various ages and attire walking in different directions, along with the contact points and shadows they cast on the paved street. The removed crowd should be isolated on a plain, uniform neutral gray background, while the area they occluded is filled by restoring the light-colored paved stones of the sunlit street. The rest of the scene stays exactly the same.",
+      "fg_mse": 0.972565770149231,
+      "bg_mse": 1.282477855682373,
+      "total_mse": 2.255043625831604,
+      "videos": {
+        "composite": "samples/H_0025/composite.mp4",
+        "mask": "samples/H_0025/mask.mp4",
+        "fg_pred": "samples/H_0025/fg_pred.mp4",
+        "bg_pred": "samples/H_0025/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:crowd_or_many_instances",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "large",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9,
+          "scene:crowd_or_many_instances": 1.0,
+          "scene:occlusion": 0.95
+        },
+        "evidence": "The video depicts a dense crowd of people walking on a street. The target mask covers almost all the pedestrians in the scene, which represents a crowd/many instances scenario with significant mutual occlusion. There are subtle cast shadows on the ground associated with the moving people.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:22:06.968379+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.3785580306761377,
+          "rc_t": 0.0659473109860969
+        },
+        "score": 0.6262626262626263,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "H_0026",
+      "source": "PROVE-H",
+      "prompt": "Remove the dense crowd of people in casual summer attire and the police officer in the blue uniform and reflective yellow vest, along with the shadows they cast on the crosswalk and road. The removed crowd should be isolated on a plain, uniform neutral gray background, while the empty city crosswalk and asphalt road are restored to fill the area directly behind them. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.2605773210525513,
+      "bg_mse": 0.3528982102870941,
+      "total_mse": 1.6134755313396454,
+      "videos": {
+        "composite": "samples/H_0026/composite.mp4",
+        "mask": "samples/H_0026/mask.mp4",
+        "fg_pred": "samples/H_0026/fg_pred.mp4",
+        "bg_pred": "samples/H_0026/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:crowd_or_many_instances",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "large",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95,
+          "scene:crowd_or_many_instances": 0.95,
+          "scene:occlusion": 0.95
+        },
+        "evidence": "The target mask covers a large crowd of pedestrians crossing the street. The associated effects are primarily their contact and cast shadows on the asphalt road surface.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:22:14.207634+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.34283275827558124,
+          "rc_t": 0.14618563839299153
+        },
+        "score": 0.7878787878787878,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "H_0027",
+      "source": "PROVE-H",
+      "prompt": "Remove the group of dancing partygoers, including the central person wearing the dark suit with glowing, color-changing LED lights, and place them on a plain, uniform neutral gray background to create a separate foreground layer. In their place, restore the lit, futuristic-looking stage and the distant palm trees that were occluded behind them. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.1573688983917236,
+      "bg_mse": 0.7655436396598816,
+      "total_mse": 1.9229125380516052,
+      "videos": {
+        "composite": "samples/H_0027/composite.mp4",
+        "mask": "samples/H_0027/mask.mp4",
+        "fg_pred": "samples/H_0027/fg_pred.mp4",
+        "bg_pred": "samples/H_0027/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:lighting_or_color_spill",
+        "scene:crowd_or_many_instances",
+        "scene:dynamic_background",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "large",
+        "reflection_type": "none",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:lighting_or_color_spill": 0.9,
+          "scene:crowd_or_many_instances": 0.95,
+          "scene:dynamic_background": 0.8,
+          "scene:occlusion": 0.95
+        },
+        "evidence": "The target mask covers a large crowd of dancing people at night. There is significant occlusion among the crowd members, and the LED lights on the dancer's suit cast dynamic color spills onto the surrounding people and environment.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:22:21.403513+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.3006851118735665,
+          "rc_t": 0.21112957364720075
+        },
+        "score": 0.8838383838383839,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "H_0028",
+      "source": "PROVE-H",
+      "prompt": "Remove the person in the white, short-sleeved dress with a ruffled hem, along with the shadows they cast on the grass and the physical displacement of the vegetation they cause. The foreground layer should display only this walking person over a plain, uniform neutral gray background. For the background layer, restore the dense, lush field of tall green grass, wild weeds, and small white flowers that were occluded behind them, while the rest of the scene stays exactly the same.",
+      "fg_mse": 2.597036838531494,
+      "bg_mse": 0.31983840465545654,
+      "total_mse": 2.9168752431869507,
+      "videos": {
+        "composite": "samples/H_0028/composite.mp4",
+        "mask": "samples/H_0028/mask.mp4",
+        "fg_pred": "samples/H_0028/fg_pred.mp4",
+        "bg_pred": "samples/H_0028/bg_pred.mp4"
+      },
+      "tags": [
+        "scene:occlusion",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "none",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "scene:occlusion": 0.95,
+          "scene:textured_background": 0.9
+        },
+        "evidence": "The target is a girl's dress and arm walking through tall grass. The grass blades heavily occlude the dress and arm as she moves, creating a complex textured background challenge. There are no visible shadows or reflections associated with the target.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:22:28.120606+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5381942374243993,
+          "rc_t": 0.42046095122428895
+        },
+        "score": 0.5606060606060606,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "H_0029",
+      "source": "PROVE-H",
+      "prompt": "Remove the man in the white shirt and black trousers running hand-in-hand with the woman in the white dress, along with the trampled grass and soft shadows they cast on the ground. The foreground layer should show only the running couple over a uniform neutral gray background, while the background layer restores the tall green grass and wildflowers that were occluded behind them. The rest of the scene remains exactly the same.",
+      "fg_mse": 2.1152374744415283,
+      "bg_mse": 0.20901362597942352,
+      "total_mse": 2.324251100420952,
+      "videos": {
+        "composite": "samples/H_0029/composite.mp4",
+        "mask": "samples/H_0029/mask.mp4",
+        "fg_pred": "samples/H_0029/fg_pred.mp4",
+        "bg_pred": "samples/H_0029/bg_pred.mp4"
+      },
+      "tags": [
+        "motion:camera_motion",
+        "motion:fast_subject_motion",
+        "scene:occlusion",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "none",
+        "mask_area": "large",
+        "reflection_type": "none",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "motion:camera_motion": 0.9,
+          "motion:fast_subject_motion": 0.85,
+          "scene:occlusion": 0.95,
+          "scene:textured_background": 0.95
+        },
+        "evidence": "The target consists of two people running through a grassy field. There are no visible shadows or reflections associated with them on the ground due to the dense grass and overcast lighting. The background is highly textured with grass blades, which also occlude the subjects as they run.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:22:34.876719+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5022709728263126,
+          "rc_t": 0.4792829988823657
+        },
+        "score": 0.6666666666666666,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "H_0030",
+      "source": "PROVE-H",
+      "prompt": "Remove the person with long dark hair, striped shirt, and dark shorts from the scene, including the physical contact and cast shadows they make on the surfboard. The foreground layer should isolate only this person in their dynamic, balanced stance against a plain, uniform neutral gray background. In the background layer, restore the white surfboard and the turbulent turquoise wave that were occluded behind them, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.3983213901519775,
+      "bg_mse": 0.3871176242828369,
+      "total_mse": 1.7854390144348145,
+      "videos": {
+        "composite": "samples/H_0030/composite.mp4",
+        "mask": "samples/H_0030/mask.mp4",
+        "fg_pred": "samples/H_0030/fg_pred.mp4",
+        "bg_pred": "samples/H_0030/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:multi_effect",
+        "effect:secondary_physical_effect",
+        "effect:shadow",
+        "motion:fast_subject_motion",
+        "scene:dynamic_background"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:multi_effect": 0.9,
+          "effect:secondary_physical_effect": 0.95,
+          "effect:shadow": 0.9,
+          "motion:fast_subject_motion": 0.85,
+          "scene:dynamic_background": 0.95
+        },
+        "evidence": "The surfer creates a cast shadow on the surfboard and water, as well as secondary physical effects in the form of water spray and waves generated by the surfboard's movement. The background is highly dynamic due to the moving ocean waves.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:22:42.993416+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.4439868961070992,
+          "rc_t": 0.7924306160873276
+        },
+        "score": 0.8131313131313131,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "H_0031",
+      "source": "PROVE-H",
+      "prompt": "Remove the crowd of people wearing swimwear and life jackets from the water, along with the splashes, ripples, reflections, and shadows they cast on the water's surface. Place the removed people on a plain, uniform neutral gray background to create a separate foreground layer, and fill in the occluded area by restoring the shallow pool of bright blue water that was directly behind them. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.7331342697143555,
+      "bg_mse": 0.1726243942975998,
+      "total_mse": 1.9057586640119553,
+      "videos": {
+        "composite": "samples/H_0031/composite.mp4",
+        "mask": "samples/H_0031/mask.mp4",
+        "fg_pred": "samples/H_0031/fg_pred.mp4",
+        "bg_pred": "samples/H_0031/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:multi_effect",
+        "effect:reflection",
+        "effect:shadow",
+        "scene:crowd_or_many_instances",
+        "scene:dynamic_background",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "large",
+        "reflection_type": "water",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:multi_effect": 0.9,
+          "effect:reflection": 0.95,
+          "effect:shadow": 0.9,
+          "scene:crowd_or_many_instances": 0.95,
+          "scene:dynamic_background": 0.8,
+          "scene:occlusion": 0.9
+        },
+        "evidence": "The target mask covers a large crowd of people playing in a swimming pool. The associated effects include contact shadows and water reflections on the pool surface, which are small in extent relative to the large combined mask area.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:22:50.753860+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.4424414205681024,
+          "rc_t": 0.014717941698820697
+        },
+        "score": 0.3585858585858586,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "H_0032",
+      "source": "PROVE-H",
+      "prompt": "Remove the ballerina wearing a black sleeveless leotard and a flowing beige tulle skirt as she performs a slow, graceful spin on pointe. This includes removing the soft cast shadow she throws onto the wooden floorboards, and restoring the weathered wooden floorboards that were directly behind her. The foreground layer should isolate her dancing on a plain, uniform neutral gray background, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.154564380645752,
+      "bg_mse": 0.23447488248348236,
+      "total_mse": 1.3890392631292343,
+      "videos": {
+        "composite": "samples/H_0032/composite.mp4",
+        "mask": "samples/H_0032/mask.mp4",
+        "fg_pred": "samples/H_0032/fg_pred.mp4",
+        "bg_pred": "samples/H_0032/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:occlusion",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9,
+          "scene:occlusion": 0.8,
+          "scene:textured_background": 0.9
+        },
+        "evidence": "The ballerina's pointe shoes cast a subtle contact shadow on the wooden floor. The background features a highly textured staircase and wall, which she partially occludes as she spins.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:22:57.767781+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.3611078537793013,
+          "rc_t": 0.0726212397450666
+        },
+        "score": 0.6666666666666667,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "H_0033",
+      "source": "PROVE-H",
+      "prompt": "Remove the silhouetted man holding a thin stick from the scene, including his dark reflection in the wet mud and shallow water, and restore the muddy shore and calm water that were directly behind him. The foreground layer should isolate only the man and his stick against a plain, uniform neutral gray background. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.307922601699829,
+      "bg_mse": 0.053045399487018585,
+      "total_mse": 2.3609680011868477,
+      "videos": {
+        "composite": "samples/H_0033/composite.mp4",
+        "mask": "samples/H_0033/mask.mp4",
+        "fg_pred": "samples/H_0033/fg_pred.mp4",
+        "bg_pred": "samples/H_0033/bg_pred.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:reflection",
+        "geometry:thin_structure"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "small",
+        "reflection_type": "water",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 0.9,
+          "effect:reflection": 0.95,
+          "geometry:thin_structure": 0.85
+        },
+        "evidence": "The target is a person standing by the water whose reflection is clearly visible on the water surface below, separated from the main body mask. The person is also holding a thin stick/fishing rod.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:23:05.252947+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.6354379179130378,
+          "rc_t": 0.12205204358410911
+        },
+        "score": 0.30303030303030304,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "H_0034",
+      "source": "PROVE-H",
+      "prompt": "Remove the person walking from right to left with a dark umbrella, along with their reflections on the wet street, their soft cast shadows on the pavement, and the water splashes from their footsteps. The removed person should be isolated on a plain, uniform neutral gray background to create a clean foreground layer. In the background layer, restore the wet street and the ambient city light reflections that were occluded behind them, while the rest of the scene stays exactly the same.",
+      "fg_mse": 3.49474835395813,
+      "bg_mse": 0.024064604192972183,
+      "total_mse": 3.518812958151102,
+      "videos": {
+        "composite": "samples/H_0034/composite.mp4",
+        "mask": "samples/H_0034/mask.mp4",
+        "fg_pred": "samples/H_0034/fg_pred.mp4",
+        "bg_pred": "samples/H_0034/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:no_visible_associated_effect"
+      ],
+      "attributes": {
+        "effect_extent": "none",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:no_visible_associated_effect": 0.9
+        },
+        "evidence": "The target is a person walking on the far right side of the frame, partially obscured by the bicycle wheel. There are no visible shadows, reflections, or other physical effects associated with this target.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:23:11.798674+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5063736929074224,
+          "rc_t": 0.6075417493979585
+        },
+        "score": 0.6616161616161615,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "H_0035",
+      "source": "PROVE-H",
+      "prompt": "Remove the pedestrians walking down the path with their backpacks, the people sitting on the benches, the person in the wheelchair, and the small animal on the grass, along with the soft shadows they cast on the dirt path and the lawn. The removed people and animal should be placed on a plain, uniform neutral gray background, while the main scene is restored by filling in the dirt path, the grass, and the benches that were occluded behind them. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.8423376083374023,
+      "bg_mse": 0.02583455666899681,
+      "total_mse": 2.868172165006399,
+      "videos": {
+        "composite": "samples/H_0035/composite.mp4",
+        "mask": "samples/H_0035/mask.mp4",
+        "fg_pred": "samples/H_0035/fg_pred.mp4",
+        "bg_pred": "samples/H_0035/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:crowd_or_many_instances",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9,
+          "scene:crowd_or_many_instances": 0.95,
+          "scene:occlusion": 0.85
+        },
+        "evidence": "The target mask covers multiple pedestrians walking and sitting along a park path. Subtle contact shadows are visible beneath their feet and the wheelchair, but there are no large cast shadows or reflections.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:23:18.378715+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.4226395037329325,
+          "rc_t": 0.037727288328684286
+        },
+        "score": 0.4797979797979798,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "H_0036",
+      "source": "PROVE-H",
+      "prompt": "Remove the young man with a shaved head, wearing a black t-shirt, black athletic shorts, and black sneakers, as he leaps high into the air to dunk a basketball, placing him alone on a plain, uniform neutral gray background. In the original video, restore the worn reddish-brown basketball court surface, the green chain-link fence, and the green trees that were directly behind him. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.2200825214385986,
+      "bg_mse": 0.057634685188531876,
+      "total_mse": 2.2777172066271305,
+      "videos": {
+        "composite": "samples/H_0036/composite.mp4",
+        "mask": "samples/H_0036/mask.mp4",
+        "fg_pred": "samples/H_0036/fg_pred.mp4",
+        "bg_pred": "samples/H_0036/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "motion:fast_subject_motion",
+        "motion:motion_blur"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95,
+          "motion:fast_subject_motion": 0.9,
+          "motion:motion_blur": 0.85
+        },
+        "evidence": "The basketball player running and jumping on the court has a cast shadow on the ground, which is the primary associated effect. The player's fast movement also introduces motion blur.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:23:25.526323+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5072998178965441,
+          "rc_t": 0.1082517979941848
+        },
+        "score": 0.46464646464646464,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "H_0037",
+      "source": "PROVE-H",
+      "prompt": "Remove the breakdancing young man in the grey t-shirt, dark pants, and white sneakers, along with the soft cast shadows he throws onto the paved ground, placing him alone performing his spins and handstands against a plain, uniform neutral gray background. In the original video, restore the grey stone tiles and the textured concrete wall that were occluded behind him. The rest of the scene stays exactly the same.",
+      "fg_mse": 0.8646478652954102,
+      "bg_mse": 0.08018127828836441,
+      "total_mse": 0.9448291435837746,
+      "videos": {
+        "composite": "samples/H_0037/composite.mp4",
+        "mask": "samples/H_0037/mask.mp4",
+        "fg_pred": "samples/H_0037/fg_pred.mp4",
+        "bg_pred": "samples/H_0037/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "motion:fast_subject_motion",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9,
+          "motion:fast_subject_motion": 0.9,
+          "scene:textured_background": 0.8
+        },
+        "evidence": "The breakdancer casts subtle contact and cast shadows on the tiled floor. The dancer moves rapidly, performing acrobatic flips and handstands against a textured concrete wall background.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:23:32.662345+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.6188844192904988,
+          "rc_t": 0.07445037553206432
+        },
+        "score": 0.24242424242424243,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "H_0038",
+      "source": "PROVE-H",
+      "prompt": "Remove the two wet, playing dogs\u2014one black and one white\u2014along with the water splashes, ripples, disturbed mud, soft shadows, and reflections they cast on the water. The removed dogs should be isolated on a plain, uniform neutral gray background as a separate foreground layer. Inpaint the vacated area by restoring the calm, murky brown river water that was occluded behind them, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.4407756328582764,
+      "bg_mse": 0.26738837361335754,
+      "total_mse": 1.708164006471634,
+      "videos": {
+        "composite": "samples/H_0038/composite.mp4",
+        "mask": "samples/H_0038/mask.mp4",
+        "fg_pred": "samples/H_0038/fg_pred.mp4",
+        "bg_pred": "samples/H_0038/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:secondary_physical_effect",
+        "motion:fast_subject_motion",
+        "scene:dynamic_background"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "large",
+        "reflection_type": "none",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:secondary_physical_effect": 0.95,
+          "motion:fast_subject_motion": 0.9,
+          "scene:dynamic_background": 0.85
+        },
+        "evidence": "The dogs are playing in the water, creating significant water splashes and ripples (secondary physical effects) that are associated with their movement. The background is dynamic due to the flowing river water.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:23:39.838399+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5612735006837949,
+          "rc_t": 0.07337133183192476
+        },
+        "score": 0.297979797979798,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "H_0039",
+      "source": "PROVE-H",
+      "prompt": "Isolate the five friends dressed in casual autumn clothing, who are sitting in a semi-circle holding drinks and conversing, onto a plain, uniform neutral gray background while keeping their hand gestures and shifting weight intact. Remove them from the patio along with the shadows they cast on the wooden benches, chairs, and the ground, and restore the wooden seating and patio floor that were directly behind them. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.4496960639953613,
+      "bg_mse": 0.48949921131134033,
+      "total_mse": 1.9391952753067017,
+      "videos": {
+        "composite": "samples/H_0039/composite.mp4",
+        "mask": "samples/H_0039/mask.mp4",
+        "fg_pred": "samples/H_0039/fg_pred.mp4",
+        "bg_pred": "samples/H_0039/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:lighting_or_color_spill",
+        "scene:crowd_or_many_instances",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "large",
+        "reflection_type": "none",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:lighting_or_color_spill": 0.9,
+          "scene:crowd_or_many_instances": 0.95,
+          "scene:occlusion": 0.95
+        },
+        "evidence": "The target mask covers multiple people sitting around a campfire. The fire in the foreground occludes the people and casts dynamic lighting on them, which is a lighting/color spill effect associated with the target's interaction with the environment.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:23:46.824786+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.4850134633587492,
+          "rc_t": 0.3342216289330919
+        },
+        "score": 0.6666666666666666,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "H_0040",
+      "source": "PROVE-H",
+      "prompt": "Remove the silhouetted person holding a fishing rod, along with their dark reflection in the water and their contact shadow on the concrete barrier. In their place, restore the calm lake reflecting the orange sunset and the clean concrete barrier that were occluded behind them. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.389235258102417,
+      "bg_mse": 0.03211303427815437,
+      "total_mse": 1.4213482923805714,
+      "videos": {
+        "composite": "samples/H_0040/composite.mp4",
+        "mask": "samples/H_0040/mask.mp4",
+        "fg_pred": "samples/H_0040/fg_pred.mp4",
+        "bg_pred": "samples/H_0040/bg_pred.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:reflection"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "small",
+        "reflection_type": "water",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 0.9,
+          "effect:reflection": 0.95
+        },
+        "evidence": "The target is a person fishing on a path by the water. Their reflection is clearly visible in the water below, separated from the target by the path, which makes it disconnected.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:23:53.816781+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.42447797286302164,
+          "rc_t": 0.9139164622473075
+        },
+        "score": 0.8737373737373737,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "H_0041",
+      "source": "PROVE-H",
+      "prompt": "Remove the woman with long, wavy red hair seen from behind, who is wearing a wide-brimmed straw hat with a black band and an off-the-shoulder green floral dress as she walks forward. Isolate her onto a plain, uniform neutral gray background, and remove her soft cast shadow and the physical displacement she causes on the surrounding vegetation. To complete the clean background, restore the vast field of blue and white wildflowers that was directly behind her, while the rest of the scene stays exactly the same.",
+      "fg_mse": 2.181657552719116,
+      "bg_mse": 0.08083130419254303,
+      "total_mse": 2.2624888569116592,
+      "videos": {
+        "composite": "samples/H_0041/composite.mp4",
+        "mask": "samples/H_0041/mask.mp4",
+        "fg_pred": "samples/H_0041/fg_pred.mp4",
+        "bg_pred": "samples/H_0041/bg_pred.mp4"
+      },
+      "tags": [
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "none",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "scene:textured_background": 0.95
+        },
+        "evidence": "The target is a woman walking through a field of flowers. There are no visible shadows or reflections associated with her on the ground due to the overcast lighting and dense textured flower field background.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:24:00.926621+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.6528322791865538,
+          "rc_t": 0.0785678215674725
+        },
+        "score": 0.2424242424242424,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "H_0042",
+      "source": "PROVE-H",
+      "prompt": "Remove the female fighter in black athletic wear and boxing gloves throwing a punch and high kick, along with her male trainer in a grey t-shirt holding yellow and black training pads, and erase the soft shadows they cast on the floor mats. In their place, restore the interlocking red and blue floor mats and the wooden wall bars that were occluded behind them. The rest of the scene stays exactly the same, leaving a clean background of the boxing gym. The foreground layer should show only the fighter and trainer performing their actions against a plain, uniform neutral gray background.",
+      "fg_mse": 1.5598511695861816,
+      "bg_mse": 0.17744319140911102,
+      "total_mse": 1.7372943609952927,
+      "videos": {
+        "composite": "samples/H_0042/composite.mp4",
+        "mask": "samples/H_0042/mask.mp4",
+        "fg_pred": "samples/H_0042/fg_pred.mp4",
+        "bg_pred": "samples/H_0042/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "motion:fast_subject_motion",
+        "motion:motion_blur"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95,
+          "motion:fast_subject_motion": 0.9,
+          "motion:motion_blur": 0.85
+        },
+        "evidence": "The target characters cast contact and subtle cast shadows on the gym floor mat. The female fighter exhibits fast subject motion and motion blur during her punches and kicks.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:24:07.228093+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5308435705711153,
+          "rc_t": 0.12044645660548947
+        },
+        "score": 0.4191919191919192,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "H_0043",
+      "source": "PROVE-H",
+      "prompt": "Remove the female boxer, who is wearing a black sports bra, black shorts with white text, and black boxing gloves with her hair in a long braid as she throws punches and a high kick, and place her on a plain, uniform neutral gray background. In the original video, restore the black ropes of the boxing ring and the white wall with the red stripe that were directly behind her. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.079986810684204,
+      "bg_mse": 0.42531150579452515,
+      "total_mse": 1.5052983164787292,
+      "videos": {
+        "composite": "samples/H_0043/composite.mp4",
+        "mask": "samples/H_0043/mask.mp4",
+        "fg_pred": "samples/H_0043/fg_pred.mp4",
+        "bg_pred": "samples/H_0043/bg_pred.mp4"
+      },
+      "tags": [
+        "motion:fast_subject_motion",
+        "motion:motion_blur"
+      ],
+      "attributes": {
+        "effect_extent": "none",
+        "mask_area": "large",
+        "reflection_type": "none",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "motion:fast_subject_motion": 0.9,
+          "motion:motion_blur": 0.9
+        },
+        "evidence": "The target is a boxer performing fast punches inside a boxing ring. The motion is very fast, causing significant motion blur on the boxer's arms and gloves. There are no visible shadows or reflections associated with the boxer on the surrounding environment.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:24:14.270460+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.41460036610432827,
+          "rc_t": 0.3141180401447056
+        },
+        "score": 0.8232323232323232,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "H_0044",
+      "source": "PROVE-H",
+      "prompt": "Remove the two meerkats with light brown and dark striped fur and long tails, along with the soft cast shadows and displaced sand beneath them, splitting the video into two layers. The foreground layer should display only the two meerkats\u2014one shifting its position and looking upwards while the other remains curled up\u2014against a plain, uniform neutral gray background. For the background layer, restore the dry, light-colored sandy surface scattered with small pebbles that was previously occluded behind them, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.7420988082885742,
+      "bg_mse": 0.055159613490104675,
+      "total_mse": 1.797258421778679,
+      "videos": {
+        "composite": "samples/H_0044/composite.mp4",
+        "mask": "samples/H_0044/mask.mp4",
+        "fg_pred": "samples/H_0044/fg_pred.mp4",
+        "bg_pred": "samples/H_0044/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95,
+          "scene:textured_background": 0.9
+        },
+        "evidence": "The meerkats cast subtle contact shadows on the sandy ground, which is a highly textured background.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:24:22.767294+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5891774983003091,
+          "rc_t": 0.19041885394068842
+        },
+        "score": 0.41414141414141414,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "H_0045",
+      "source": "PROVE-H",
+      "prompt": "Isolate the three light brown impalas with slender legs and white underbellies into a separate foreground layer, showing them grazing with their heads lowered over a plain, uniform neutral gray background. Remove the impalas along with their soft shadows and contact points from the original video, and restore the sunlit grassy field and patches of dirt that were directly behind them. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.8493494987487793,
+      "bg_mse": 0.015816623345017433,
+      "total_mse": 2.8651661220937967,
+      "videos": {
+        "composite": "samples/H_0045/composite.mp4",
+        "mask": "samples/H_0045/mask.mp4",
+        "fg_pred": "samples/H_0045/fg_pred.mp4",
+        "bg_pred": "samples/H_0045/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "geometry:thin_structure",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95,
+          "geometry:thin_structure": 0.9,
+          "scene:occlusion": 0.85
+        },
+        "evidence": "The target masks cover three antelopes grazing on the grass. The antelopes have thin horns and legs, which represent thin structures. There are subtle contact and cast shadows on the grass beneath their feet. Additionally, there is slight occlusion as one antelope is partially behind another in the background.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:24:29.997292+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.46446405842419775,
+          "rc_t": 0.012512217861667913
+        },
+        "score": 0.2929292929292929,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "H_0046",
+      "source": "PROVE-H",
+      "prompt": "Remove the person in the brown oversized hoodie, black top, light-colored pants, and chunky gray sneakers, along with the soft cast shadow around their feet. The foreground layer should isolate this person standing still with curly dark hair over a plain, uniform neutral gray background. For the background layer, restore the sandy, uneven ground and the eroded clay hills that were directly behind them, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.6398135423660278,
+      "bg_mse": 0.19352439045906067,
+      "total_mse": 1.8333379328250885,
+      "videos": {
+        "composite": "samples/H_0046/composite.mp4",
+        "mask": "samples/H_0046/mask.mp4",
+        "fg_pred": "samples/H_0046/fg_pred.mp4",
+        "bg_pred": "samples/H_0046/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:lighting_or_color_spill",
+        "geometry:thin_structure",
+        "motion:camera_motion"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "large",
+        "reflection_type": "none",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:lighting_or_color_spill": 0.8,
+          "geometry:thin_structure": 0.9,
+          "motion:camera_motion": 0.9
+        },
+        "evidence": "The target is a person standing in a desert landscape. The camera is moving backwards. The target's curly hair represents a thin structure challenge. There is some bright backlight/rim lighting on the hair and shoulders, causing a lighting effect.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:24:36.696427+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.3011384348266566,
+          "rc_t": 0.10028717136527174
+        },
+        "score": 0.7575757575757576,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "H_0047",
+      "source": "PROVE-H",
+      "prompt": "Remove the person wearing a brown wide-brimmed hat and a plaid flannel shirt holding a camera, along with their reflection on the car's windshield and their soft shadow on the car's exterior. To fill the area directly behind the removed person, restore the view of the dark green car's body, the calm lake, and the distant forested shoreline. The foreground layer should isolate the person holding the camera against a plain, uniform neutral gray background, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.1840380430221558,
+      "bg_mse": 0.21361641585826874,
+      "total_mse": 1.3976544588804245,
+      "videos": {
+        "composite": "samples/H_0047/composite.mp4",
+        "mask": "samples/H_0047/mask.mp4",
+        "fg_pred": "samples/H_0047/fg_pred.mp4",
+        "bg_pred": "samples/H_0047/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:reflection",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "medium",
+        "reflection_type": "glass",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:reflection": 0.95,
+          "scene:occlusion": 0.9
+        },
+        "evidence": "The person leaning out of the car window is reflected on the car's windshield glass. The person is also partially occluded by the car frame and windshield.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:24:43.386472+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5090330940053668,
+          "rc_t": 0.042734331397137795
+        },
+        "score": 0.29797979797979796,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "H_0048",
+      "source": "PROVE-H",
+      "prompt": "Remove the person riding the dark-colored ATV from the scene, including the hard cast shadow on the sand, the dust kicked up by the tires, and the tire tracks left in the sand. The foreground layer should isolate the rider and their ATV over a plain, uniform neutral gray background, while the background layer restores the wide, sandy desert landscape and the distant rocky mountains that were occluded behind them. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.6836538314819336,
+      "bg_mse": 0.03224087134003639,
+      "total_mse": 1.71589470282197,
+      "videos": {
+        "composite": "samples/H_0048/composite.mp4",
+        "mask": "samples/H_0048/mask.mp4",
+        "fg_pred": "samples/H_0048/fg_pred.mp4",
+        "bg_pred": "samples/H_0048/bg_pred.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:shadow",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "large",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 1.0,
+          "effect:shadow": 1.0,
+          "scene:textured_background": 0.9
+        },
+        "evidence": "The quad bike and rider cast a long, distinct shadow onto the desert ground, which is spatially disconnected from the vehicle's main body due to the low sun angle. The ground is highly textured with sand and small pebbles.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:24:51.505901+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.3970333597044775,
+          "rc_t": 0.13176154824551087
+        },
+        "score": 0.7373737373737375,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "H_0049",
+      "source": "PROVE-H",
+      "prompt": "Remove the two young women, one in a dark sleeveless top and dark pants adjusting her waistband, and the other in a white t-shirt and dark vest gesturing behind her, along with the soft shadows they cast on the ground and the car, and their reflections on the car's body. Place the two women on a plain, uniform neutral gray background as a separate foreground layer, and restore the dusty desert ground and the side of the parked car that were occluded behind them. The rest of the scene stays exactly the same.",
+      "fg_mse": 0.82789146900177,
+      "bg_mse": 0.13108445703983307,
+      "total_mse": 0.9589759260416031,
+      "videos": {
+        "composite": "samples/H_0049/composite.mp4",
+        "mask": "samples/H_0049/mask.mp4",
+        "fg_pred": "samples/H_0049/fg_pred.mp4",
+        "bg_pred": "samples/H_0049/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "geometry:thin_structure",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "large",
+        "reflection_type": "none",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9,
+          "geometry:thin_structure": 0.85,
+          "scene:textured_background": 0.95
+        },
+        "evidence": "The target masks cover two people standing in front of a car in a desert-like environment. There are subtle contact shadows where they touch the ground or the car, and thin structures like hair strands are visible. The background is highly textured with rocky hills.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:24:58.589424+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5205083657791323,
+          "rc_t": 0.04430144153376843
+        },
+        "score": 0.2727272727272727,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "H_0050",
+      "source": "PROVE-H",
+      "prompt": "Remove the family of four\u2014consisting of the father in a brown sweater, the mother in a light shirt, the boy in a dark jacket, and the crouching girl\u2014along with their shadows and contact points on the ground, placing them as a separate foreground layer against a plain, uniform neutral gray background. In the background video, restore the sunny park lawn and fallen autumn leaves that were directly behind them to create a clean, unobstructed scene. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.3206794261932373,
+      "bg_mse": 0.16060297191143036,
+      "total_mse": 2.4812823981046677,
+      "videos": {
+        "composite": "samples/H_0050/composite.mp4",
+        "mask": "samples/H_0050/mask.mp4",
+        "fg_pred": "samples/H_0050/fg_pred.mp4",
+        "bg_pred": "samples/H_0050/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:crowd_or_many_instances",
+        "scene:occlusion",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "large",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95,
+          "scene:crowd_or_many_instances": 0.9,
+          "scene:occlusion": 0.95,
+          "scene:textured_background": 0.9
+        },
+        "evidence": "The target mask covers a family of four playing with a soccer ball on a grassy lawn. The family members cast contact and subtle cast shadows onto the grass beneath them. The background consists of textured grass, fallen leaves, and trees, and the family members frequently occlude one another during their movement.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:25:07.618605+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.545908001173651,
+          "rc_t": 0.05807447353139248
+        },
+        "score": 0.2727272727272727,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "H_0051",
+      "source": "PROVE-H",
+      "prompt": "Remove the barefoot woman in black activewear with her hair in a bun as she performs vertical jumps, along with the soft shadow and physical depression she causes on the trampoline bed. The foreground layer should isolate her jumping motion over a plain, uniform neutral gray background, while the background layer restores the grey trampoline bed and the safety mats that were directly behind her. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.4713367223739624,
+      "bg_mse": 0.04232311248779297,
+      "total_mse": 1.5136598348617554,
+      "videos": {
+        "composite": "samples/H_0051/composite.mp4",
+        "mask": "samples/H_0051/mask.mp4",
+        "fg_pred": "samples/H_0051/fg_pred.mp4",
+        "bg_pred": "samples/H_0051/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:no_visible_associated_effect"
+      ],
+      "attributes": {
+        "effect_extent": "none",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:no_visible_associated_effect": 0.9
+        },
+        "evidence": "The target is a person jumping on a trampoline. There are no visible shadows, reflections, or other physical effects associated with the target on the trampoline surface or surrounding environment.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:25:14.417906+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.4625193168454324,
+          "rc_t": 0.193452243377187
+        },
+        "score": 0.6666666666666667,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "H_0052",
+      "source": "PROVE-H",
+      "prompt": "Isolate the person's hands wearing rings and the cuffs of a beige coat as they open from palms pressed together to spread their fingers wide, placing them on a plain, uniform neutral gray background. Remove this foreground element from the video and restore the blazing campfire, burning logs, and snowy ground that were directly behind it. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.49622642993927,
+      "bg_mse": 0.3192233741283417,
+      "total_mse": 1.8154498040676117,
+      "videos": {
+        "composite": "samples/H_0052/composite.mp4",
+        "mask": "samples/H_0052/mask.mp4",
+        "fg_pred": "samples/H_0052/fg_pred.mp4",
+        "bg_pred": "samples/H_0052/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:lighting_or_color_spill",
+        "scene:dynamic_background"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:lighting_or_color_spill": 0.9,
+          "scene:dynamic_background": 0.95
+        },
+        "evidence": "The hands are positioned in front of a dynamic, burning bonfire. The strong orange firelight casts a warm glow and color spill onto the hands, which are the target objects to be removed.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:25:21.397743+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5160546764700159,
+          "rc_t": 0.3225036760950029
+        },
+        "score": 0.5959595959595959,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "H_0053",
+      "source": "PROVE-H",
+      "prompt": "Remove the open book with its white, text-covered pages gently flipping in the breeze, along with the soft cast shadow it throws onto the white blanket beneath and to its right. The removed book is to be isolated on a plain, uniform neutral gray background, while the area it occluded is filled by restoring the textured folds of the white blanket that were directly behind it. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.81404447555542,
+      "bg_mse": 0.14826475083827972,
+      "total_mse": 1.9623092263936996,
+      "videos": {
+        "composite": "samples/H_0053/composite.mp4",
+        "mask": "samples/H_0053/mask.mp4",
+        "fg_pred": "samples/H_0053/fg_pred.mp4",
+        "bg_pred": "samples/H_0053/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95,
+          "scene:textured_background": 0.9
+        },
+        "evidence": "The book casts a shadow onto the white fabric background, and the pages of the book itself cast shadows on other pages. The background is highly textured fabric with complex folds and shadows.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:25:28.093116+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.28389951740444297,
+          "rc_t": 0.025305005129922196
+        },
+        "score": 0.5505050505050505,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "H_0054",
+      "source": "PROVE-H",
+      "prompt": "Isolate the group of cats\u2014consisting of a fluffy black cat in the foreground, a white cat in the middle, and a ginger cat on the right resting in relaxed lying positions\u2014onto a plain, uniform neutral gray background, capturing their subtle breathing and looking movements. Remove the cats along with their soft cast shadows and reflections from the polished wooden floor, and restore the shiny wooden floor and the plain white wall that were directly behind them. The rest of the scene stays exactly the same.",
+      "fg_mse": 0.8732742071151733,
+      "bg_mse": 0.27702879905700684,
+      "total_mse": 1.1503030061721802,
+      "videos": {
+        "composite": "samples/H_0054/composite.mp4",
+        "mask": "samples/H_0054/mask.mp4",
+        "fg_pred": "samples/H_0054/fg_pred.mp4",
+        "bg_pred": "samples/H_0054/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:multi_effect",
+        "effect:reflection",
+        "effect:shadow",
+        "scene:crowd_or_many_instances"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "large",
+        "reflection_type": "specular",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:multi_effect": 0.9,
+          "effect:reflection": 0.9,
+          "effect:shadow": 0.95,
+          "scene:crowd_or_many_instances": 0.95
+        },
+        "evidence": "The three cats are sitting on a polished wooden floor, which exhibits both contact/cast shadows and subtle specular reflections of the cats on the shiny surface.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:25:36.374313+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5161642151705467,
+          "rc_t": 0.02471926035704436
+        },
+        "score": 0.21212121212121213,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "H_0055",
+      "source": "PROVE-H",
+      "prompt": "Remove the young woman with curly brown hair, wearing a white tank top and an unbuttoned light blue shirt, who is jumping and waving her arms energetically, and place her on a plain, uniform neutral gray background. In her place, restore the beige ceiling, the light-colored wooden cabinet with its patterned trim, and the dark pendant light fixture that were occluded behind her. The rest of the scene stays exactly the same.",
+      "fg_mse": 0.6116733551025391,
+      "bg_mse": 0.23470968008041382,
+      "total_mse": 0.8463830351829529,
+      "videos": {
+        "composite": "samples/H_0055/composite.mp4",
+        "mask": "samples/H_0055/mask.mp4",
+        "fg_pred": "samples/H_0055/fg_pred.mp4",
+        "bg_pred": "samples/H_0055/bg_pred.mp4"
+      },
+      "tags": [
+        "geometry:thin_structure",
+        "motion:fast_subject_motion",
+        "motion:motion_blur"
+      ],
+      "attributes": {
+        "effect_extent": "none",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "geometry:thin_structure": 0.9,
+          "motion:fast_subject_motion": 0.9,
+          "motion:motion_blur": 0.9
+        },
+        "evidence": "The target is a woman jumping and dancing with fast motion, motion blur, and thin hair structures. There are no visible shadows or reflections associated with her on the background walls or ceiling.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:25:42.917125+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.4937791951728618,
+          "rc_t": 0.072744263787905
+        },
+        "score": 0.43434343434343436,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "H_0056",
+      "source": "PROVE-H",
+      "prompt": "Isolate the woman with dark curly hair wearing a dark tracksuit with white stripes as she holds, tosses, and catches a small silver disco ball, placing her on a plain, uniform neutral gray background. Remove her and the soft shadows she casts on the purple tinsel curtain behind her, and restore the textured, metallic surface of the purple tinsel curtain that was occluded in her place. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.1554040908813477,
+      "bg_mse": 0.18182286620140076,
+      "total_mse": 2.3372269570827484,
+      "videos": {
+        "composite": "samples/H_0056/composite.mp4",
+        "mask": "samples/H_0056/mask.mp4",
+        "fg_pred": "samples/H_0056/fg_pred.mp4",
+        "bg_pred": "samples/H_0056/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "motion:fast_subject_motion",
+        "motion:motion_blur",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9,
+          "motion:fast_subject_motion": 0.85,
+          "motion:motion_blur": 0.85,
+          "scene:textured_background": 0.95
+        },
+        "evidence": "The target is a person holding a disco ball, casting a subtle shadow on the tinsel curtain background. The background is highly textured with shiny purple tinsel, and there is fast motion and motion blur as the person enters the frame.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:25:50.016793+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5933562611862732,
+          "rc_t": 0.32420644170649404
+        },
+        "score": 0.4696969696969697,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "H_0057",
+      "source": "PROVE-H",
+      "prompt": "Remove the three people\u2014the man sitting on the left in a jacket, the standing man in the beanie unfolding a blanket, and the woman in the orange sweater\u2014along with the shadows they cast on the sand and the tent, their contact points on the sand, and the orange firelight reflections on their bodies. Isolate these three people onto a plain, uniform neutral gray background to create the foreground layer. For the background layer, restore the sandy beach and the lit tent that were occluded behind them, ensuring the rest of the scene stays exactly the same.",
+      "fg_mse": 1.3103138208389282,
+      "bg_mse": 0.27907776832580566,
+      "total_mse": 1.5893915891647339,
+      "videos": {
+        "composite": "samples/H_0057/composite.mp4",
+        "mask": "samples/H_0057/mask.mp4",
+        "fg_pred": "samples/H_0057/fg_pred.mp4",
+        "bg_pred": "samples/H_0057/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:lighting_or_color_spill",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "large",
+        "reflection_type": "none",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:lighting_or_color_spill": 0.9,
+          "scene:occlusion": 0.9
+        },
+        "evidence": "The target mask covers three people sitting around a campfire. The fire casts strong orange light onto their bodies, which is a lighting/color spill effect. The fire pit in the foreground occludes the lower parts of the targets.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:25:57.096932+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.4233500544379863,
+          "rc_t": 0.13561100553673247
+        },
+        "score": 0.696969696969697,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "H_0058",
+      "source": "PROVE-H",
+      "prompt": "Remove the astronaut in the beige jumpsuit, boots, and white helmet, along with the soft cast shadow and footprints they leave on the sand. The removed astronaut should be isolated on a plain, uniform neutral gray background, while the main video is restored by filling in the sandy desert floor and billowing white smoke that were previously occluded behind them. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.2141698598861694,
+      "bg_mse": 0.10468658804893494,
+      "total_mse": 1.3188564479351044,
+      "videos": {
+        "composite": "samples/H_0058/composite.mp4",
+        "mask": "samples/H_0058/mask.mp4",
+        "fg_pred": "samples/H_0058/fg_pred.mp4",
+        "bg_pred": "samples/H_0058/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:dynamic_background"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95,
+          "scene:dynamic_background": 0.9
+        },
+        "evidence": "The astronaut walking on the sand casts a shadow on the ground beneath them, while the background features dynamic smoke/fog.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:26:04.232124+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.6166118544462387,
+          "rc_t": 0.07189484840512542
+        },
+        "score": 0.22727272727272727,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "H_0059",
+      "source": "PROVE-H",
+      "prompt": "Remove the group of surfers in black wetsuits paddling and riding their surfboards, along with the splashes, white water, wakes, and ripples they create on the water surface. The removed surfers should be isolated on a plain, uniform neutral gray background, while the ocean wave and water surface directly behind them are fully restored to complete the clean background. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.3537487983703613,
+      "bg_mse": 0.007258876226842403,
+      "total_mse": 2.3610076745972037,
+      "videos": {
+        "composite": "samples/H_0059/composite.mp4",
+        "mask": "samples/H_0059/mask.mp4",
+        "fg_pred": "samples/H_0059/fg_pred.mp4",
+        "bg_pred": "samples/H_0059/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:secondary_physical_effect",
+        "scene:crowd_or_many_instances",
+        "scene:dynamic_background"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:secondary_physical_effect": 0.9,
+          "scene:crowd_or_many_instances": 0.95,
+          "scene:dynamic_background": 0.95
+        },
+        "evidence": "The targets are dolphins swimming through breaking waves, creating physical water splashes (secondary physical effects) in a highly dynamic ocean background with multiple instances.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:26:11.530367+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.47233574101517256,
+          "rc_t": 0.866104380504505
+        },
+        "score": 0.7575757575757576,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "H_0060",
+      "source": "PROVE-H",
+      "prompt": "Isolate the woman in a grey jacket, light pants, and tall boots walking hand-in-hand with a toddler in a light sweater, alongside a young boy in a grey outfit who walks ahead and bends down, placing them onto a plain, uniform neutral gray background. Remove them from the original scene along with their soft cast shadows on the stone path and grass, their reflections in the pond water, and their contact points with the path. In their place, restore the stone path, grass, and pond water that were directly behind them, while keeping the rest of the scene exactly the same.",
+      "fg_mse": 2.2228333950042725,
+      "bg_mse": 0.02374093607068062,
+      "total_mse": 2.246574331074953,
+      "videos": {
+        "composite": "samples/H_0060/composite.mp4",
+        "mask": "samples/H_0060/mask.mp4",
+        "fg_pred": "samples/H_0060/fg_pred.mp4",
+        "bg_pred": "samples/H_0060/bg_pred.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:reflection",
+        "scene:crowd_or_many_instances"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "medium",
+        "reflection_type": "water",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 0.9,
+          "effect:reflection": 0.95,
+          "scene:crowd_or_many_instances": 0.8
+        },
+        "evidence": "The three walking figures are reflected in the water below them, creating a disconnected reflection effect.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:26:18.889944+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.45710494067938473,
+          "rc_t": 0.15936884336094817
+        },
+        "score": 0.6666666666666667,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "H_0061",
+      "source": "PROVE-H",
+      "prompt": "Remove the hiker with the dark grey backpacking pack and the shadow they cast on the grass from the video, restoring the green meadow and yellow wildflowers that were directly behind them. The hiker should be isolated on a plain, uniform neutral gray background, while the rest of the scene stays exactly the same.",
+      "fg_mse": 2.75540828704834,
+      "bg_mse": 0.08875340968370438,
+      "total_mse": 2.844161696732044,
+      "videos": {
+        "composite": "samples/H_0061/composite.mp4",
+        "mask": "samples/H_0061/mask.mp4",
+        "fg_pred": "samples/H_0061/fg_pred.mp4",
+        "bg_pred": "samples/H_0061/bg_pred.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:shadow",
+        "motion:camera_motion",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 0.8,
+          "effect:shadow": 0.9,
+          "motion:camera_motion": 0.95,
+          "scene:textured_background": 0.95
+        },
+        "evidence": "The hiker's body is masked, but the large backpack is left unmasked. The hiker casts a subtle shadow on the grassy path, which is slightly disconnected from the feet due to the grass height and camera angle. The background is a highly textured grassy field with yellow flowers, and there is noticeable camera motion.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:26:26.022441+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.6320205064397835,
+          "rc_t": 0.03299309320637332
+        },
+        "score": 0.09595959595959595,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "H_0062",
+      "source": "PROVE-H",
+      "prompt": "Remove the person wearing a white long-sleeved shirt and dark navy trousers who is playing a silver metal flute, along with the soft cast shadow they throw onto the green curtain. The removed person and flute should be isolated on a plain, uniform neutral gray background, while the area they occluded is filled by restoring the solid, textured dark green fabric curtain behind them. The rest of the scene stays exactly the same.",
+      "fg_mse": 0.8937675356864929,
+      "bg_mse": 0.4498973786830902,
+      "total_mse": 1.3436649143695831,
+      "videos": {
+        "composite": "samples/H_0062/composite.mp4",
+        "mask": "samples/H_0062/mask.mp4",
+        "fg_pred": "samples/H_0062/fg_pred.mp4",
+        "bg_pred": "samples/H_0062/bg_pred.mp4"
+      },
+      "tags": [
+        "geometry:thin_structure"
+      ],
+      "attributes": {
+        "effect_extent": "none",
+        "mask_area": "large",
+        "reflection_type": "none",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "geometry:thin_structure": 0.9
+        },
+        "evidence": "The target mask covers the person playing the flute, which is a large area of the frame. The flute itself represents a thin structure. There are no visible associated effects like shadows or reflections on the background curtain.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:26:32.915732+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5610108627998587,
+          "rc_t": 0.07052238910428939
+        },
+        "score": 0.2828282828282828,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "H_0063",
+      "source": "PROVE-H",
+      "prompt": "Remove the man in the grey suit holding a black umbrella, along with his reflection and shadow on the car's glossy black paint, his soft cast shadow on the wet cobblestone street, and his hand's contact on the car door handle. The foreground layer should show only the man with his umbrella over a plain, uniform neutral gray background. Inpaint the background by restoring the black luxury sedan's door handle and body panels, as well as the wet cobblestone street that were directly behind him, while the rest of the scene stays exactly the same.",
+      "fg_mse": 2.1211133003234863,
+      "bg_mse": 0.4894459545612335,
+      "total_mse": 2.61055925488472,
+      "videos": {
+        "composite": "samples/H_0063/composite.mp4",
+        "mask": "samples/H_0063/mask.mp4",
+        "fg_pred": "samples/H_0063/fg_pred.mp4",
+        "bg_pred": "samples/H_0063/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:multi_effect",
+        "effect:reflection",
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "specular",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:multi_effect": 0.9,
+          "effect:reflection": 0.95,
+          "effect:shadow": 0.9
+        },
+        "evidence": "The man's hand and body cast a subtle contact shadow on the car door handle and ground, and his suit is reflected on the glossy black surface of the car door.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:26:39.621338+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.45958337411317846,
+          "rc_t": 0.051879466963127244
+        },
+        "score": 0.46464646464646464,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "H_0064",
+      "source": "PROVE-H",
+      "prompt": "Remove the boy in the striped shirt and blue backpack and the girl in the purple jacket and yellow skirt as they climb the ropes, along with the physical contact effects and the shadows they cast on the ropes, wooden logs, and rubberized ground. The foreground layer should isolate the climbing children on a plain, uniform neutral gray background. In the background layer, restore the wooden logs, black ropes, and the blue and tan rubberized ground that were directly behind them, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.9959614276885986,
+      "bg_mse": 0.056032754480838776,
+      "total_mse": 2.0519941821694374,
+      "videos": {
+        "composite": "samples/H_0064/composite.mp4",
+        "mask": "samples/H_0064/mask.mp4",
+        "fg_pred": "samples/H_0064/fg_pred.mp4",
+        "bg_pred": "samples/H_0064/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "geometry:thin_structure",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95,
+          "geometry:thin_structure": 0.9,
+          "scene:occlusion": 0.95
+        },
+        "evidence": "The children playing on the playground equipment are masked. Their cast shadows are visible on the ground and on the playground structure. The wooden posts and ropes of the playground structure occlude the children, creating complex thin structures that overlap the target mask.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:26:46.665701+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.49726163083180625,
+          "rc_t": 0.029279569641762527
+        },
+        "score": 0.2828282828282829,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "H_0065",
+      "source": "PROVE-H",
+      "prompt": "Remove the three young women\u2014the one on the left in a green dress holding a phone, the middle one in a white dress, and the one on the right in a blue dress and straw hat\u2014along with their contact points and the shadows they cast on the picnic blanket and grass. In their place, restore the grassy park field and the picnic blanket that were occluded behind them, ensuring the rest of the scene stays exactly the same. The removed women should be isolated on a plain, uniform neutral gray background.",
+      "fg_mse": 2.297379970550537,
+      "bg_mse": 0.27655601501464844,
+      "total_mse": 2.5739359855651855,
+      "videos": {
+        "composite": "samples/H_0065/composite.mp4",
+        "mask": "samples/H_0065/mask.mp4",
+        "fg_pred": "samples/H_0065/fg_pred.mp4",
+        "bg_pred": "samples/H_0065/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:crowd_or_many_instances",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "large",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9,
+          "scene:crowd_or_many_instances": 0.8,
+          "scene:occlusion": 0.85
+        },
+        "evidence": "The three women sitting on the picnic blanket are masked. They cast subtle shadows onto the blanket and grass beneath them, and they partially occlude each other and the picnic items.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:26:53.806688+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.41811673682451667,
+          "rc_t": 0.10849984289873389
+        },
+        "score": 0.6818181818181819,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "H_0066",
+      "source": "PROVE-H",
+      "prompt": "Remove the man in the light blue button-up shirt and tan trousers from the scene, including the soft cast shadow, footprints, and sand displacement he creates on the beach. The removed man should be isolated on a plain, uniform neutral gray background as a separate foreground layer, while the area directly behind him is filled in by restoring the sandy beach and gentle ocean waves. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.8510302305221558,
+      "bg_mse": 0.10142827779054642,
+      "total_mse": 1.9524585083127022,
+      "videos": {
+        "composite": "samples/H_0066/composite.mp4",
+        "mask": "samples/H_0066/mask.mp4",
+        "fg_pred": "samples/H_0066/fg_pred.mp4",
+        "bg_pred": "samples/H_0066/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "geometry:thin_structure",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95,
+          "geometry:thin_structure": 0.85,
+          "scene:occlusion": 0.9
+        },
+        "evidence": "The target is a man walking on a sandy beach. He casts subtle contact and cast shadows on the sand beneath his feet. He is holding dog leashes, which are thin structures, and his legs are partially occluded by the dogs as they walk.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:27:00.596104+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5676555224338462,
+          "rc_t": 0.14907196440149428
+        },
+        "score": 0.393939393939394,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "H_0067",
+      "source": "PROVE-H",
+      "prompt": "Remove the woman in the red bodysuit who stands with her hands clasped behind her head and her face obscured by a sheer red fabric. Isolate her onto a plain, uniform neutral gray background, while removing the shadows she casts on the red backdrop and her displacement of the sheer red curtain. In the background, restore the solid red backdrop and the soft, vertical folds of the sheer red curtain that were directly behind her, keeping the rest of the scene exactly the same.",
+      "fg_mse": 2.0307483673095703,
+      "bg_mse": 0.17427793145179749,
+      "total_mse": 2.205026298761368,
+      "videos": {
+        "composite": "samples/H_0067/composite.mp4",
+        "mask": "samples/H_0067/mask.mp4",
+        "fg_pred": "samples/H_0067/fg_pred.mp4",
+        "bg_pred": "samples/H_0067/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:transparency_or_refraction",
+        "scene:dynamic_background"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:transparency_or_refraction": 0.95,
+          "scene:dynamic_background": 0.9
+        },
+        "evidence": "The target is positioned behind a moving, semi-transparent red curtain, which creates a transparency/refraction effect over the target's body and face.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:27:12.459663+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.530548223687626,
+          "rc_t": 0.15172009992996482
+        },
+        "score": 0.46464646464646464,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "H_0068",
+      "source": "PROVE-H",
+      "prompt": "Remove the woman standing on the white raft with her staff, along with her dark cast shadow, her soft reflection, and the ripples she creates on the water. The foreground layer should show only the woman on her raft against a plain, uniform neutral gray background, while the background layer is restored by filling in the calm, open water surface that was previously occluded behind her. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.4046517610549927,
+      "bg_mse": 0.02373364567756653,
+      "total_mse": 1.4283854067325592,
+      "videos": {
+        "composite": "samples/H_0068/composite.mp4",
+        "mask": "samples/H_0068/mask.mp4",
+        "fg_pred": "samples/H_0068/fg_pred.mp4",
+        "bg_pred": "samples/H_0068/bg_pred.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:multi_effect",
+        "effect:reflection",
+        "effect:shadow",
+        "geometry:thin_structure"
+      ],
+      "attributes": {
+        "effect_extent": "large",
+        "mask_area": "small",
+        "reflection_type": "water",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 0.85,
+          "effect:multi_effect": 0.9,
+          "effect:reflection": 0.95,
+          "effect:shadow": 0.95,
+          "geometry:thin_structure": 0.9
+        },
+        "evidence": "The target person standing on the raft casts a long shadow onto the water surface and also has a reflection on the water. The shadow is physically disconnected from the target's mask due to the raft separating them. Additionally, the target holds a thin spear/stick structure.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:27:21.719557+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.44025428620047324,
+          "rc_t": 0.2370103396967041
+        },
+        "score": 0.7575757575757576,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "H_0069",
+      "source": "PROVE-H",
+      "prompt": "Remove the jazz band\u2014consisting of the pianist, the female vocalist in a black dress, the saxophonist, and the bassist\u2014along with the spectator watching in the foreground, including their cast shadows, reflections, and contact points on the floor, piano, and microphone stand. The removed performers and spectator should be isolated on a plain, uniform neutral gray background. To fill the empty space they occupied, restore the dimly lit, smoky stage, the grand piano on the left, and the dramatic blue spotlight haze illuminating the floor and back wall, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.2582961320877075,
+      "bg_mse": 0.12912361323833466,
+      "total_mse": 1.3874197453260422,
+      "videos": {
+        "composite": "samples/H_0069/composite.mp4",
+        "mask": "samples/H_0069/mask.mp4",
+        "fg_pred": "samples/H_0069/fg_pred.mp4",
+        "bg_pred": "samples/H_0069/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:lighting_or_color_spill",
+        "geometry:thin_structure",
+        "scene:crowd_or_many_instances",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "large",
+        "reflection_type": "none",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:lighting_or_color_spill": 0.85,
+          "geometry:thin_structure": 0.8,
+          "scene:crowd_or_many_instances": 0.95,
+          "scene:occlusion": 0.9
+        },
+        "evidence": "The target masks cover multiple band members and a spectator in a dimly lit jazz club. The scene features strong stage lighting creating volumetric light beams and color spill around the performers. There are thin structures like the microphone stand and guitar neck, and occlusion occurs between the performers and their instruments.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:27:31.180758+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.4900303249038932,
+          "rc_t": 0.07686271415493352
+        },
+        "score": 0.4595959595959596,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "H_0070",
+      "source": "PROVE-H",
+      "prompt": "Remove the couple walking side-by-side in the distance and the other person standing further away on the left side of the path, along with the soft shadows they cast on the paved path. The removed people should be isolated on a plain, uniform neutral gray background, while the area directly behind them is filled by restoring the paved park path and the distant trees. The rest of the scene stays exactly the same.",
+      "fg_mse": 3.2355501651763916,
+      "bg_mse": 0.012945916503667831,
+      "total_mse": 3.2484960816800594,
+      "videos": {
+        "composite": "samples/H_0070/composite.mp4",
+        "mask": "samples/H_0070/mask.mp4",
+        "fg_pred": "samples/H_0070/fg_pred.mp4",
+        "bg_pred": "samples/H_0070/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:crowd_or_many_instances"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9,
+          "scene:crowd_or_many_instances": 0.8
+        },
+        "evidence": "The target is a person riding a skateboard, accompanied by other people in the background. There is a subtle cast shadow on the pavement beneath the skateboard.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:27:37.600645+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5063258628719164,
+          "rc_t": 0.18578495337323395
+        },
+        "score": 0.5606060606060606,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "H_0071",
+      "source": "PROVE-H",
+      "prompt": "Remove the group of toddlers wearing casual t-shirts, pants, and shorts, along with the shadows they cast on the plastic balls and the padded barriers, and the displacement they cause in the ball pit. The removed toddlers should be isolated on a plain, uniform neutral gray background. In the main video, restore the brightly colored plastic balls and the yellow and red padded walls that were directly behind them, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.8204319477081299,
+      "bg_mse": 0.21190744638442993,
+      "total_mse": 2.03233939409256,
+      "videos": {
+        "composite": "samples/H_0071/composite.mp4",
+        "mask": "samples/H_0071/mask.mp4",
+        "fg_pred": "samples/H_0071/fg_pred.mp4",
+        "bg_pred": "samples/H_0071/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:crowd_or_many_instances",
+        "scene:dynamic_background",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "large",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9,
+          "scene:crowd_or_many_instances": 0.95,
+          "scene:dynamic_background": 0.85,
+          "scene:occlusion": 0.95
+        },
+        "evidence": "The target mask covers multiple children playing in a ball pit. There are contact and cast shadows visible on the children and the balls, and the background outside the window is dynamic with moving cars.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:27:44.751368+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.3151853679294375,
+          "rc_t": 0.04165912484201097
+        },
+        "score": 0.5858585858585859,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "H_0072",
+      "source": "PROVE-H",
+      "prompt": "Remove the double-decker tourist boat, which has passengers in red ponchos and a small flag on its upper deck, along with the wake, displacement, and ripples it creates in the water. The removed boat should be placed as a separate foreground layer against a plain, uniform neutral gray background. In the original video, restore the turbulent turquoise water, whitecaps, and swirling currents to seamlessly fill the area where the boat was, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.643747091293335,
+      "bg_mse": 0.04876197874546051,
+      "total_mse": 1.6925090700387955,
+      "videos": {
+        "composite": "samples/H_0072/composite.mp4",
+        "mask": "samples/H_0072/mask.mp4",
+        "fg_pred": "samples/H_0072/fg_pred.mp4",
+        "bg_pred": "samples/H_0072/bg_pred.mp4"
+      },
+      "tags": [
+        "geometry:thin_structure",
+        "scene:crowd_or_many_instances",
+        "scene:dynamic_background",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "none",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "geometry:thin_structure": 0.85,
+          "scene:crowd_or_many_instances": 0.95,
+          "scene:dynamic_background": 0.95,
+          "scene:occlusion": 0.9
+        },
+        "evidence": "The target is a tour boat near Niagara Falls. The boat is surrounded by heavy mist and turbulent water, but there are no clear reflections or shadows visible on the water surface. The boat contains a crowd of passengers, is partially occluded by the mist/spray, and has a thin flagpole structure.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:27:52.163491+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5652847609929176,
+          "rc_t": 0.202289089597855
+        },
+        "score": 0.45454545454545453,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "H_0073",
+      "source": "PROVE-H",
+      "prompt": "Remove the woman with long wavy hair and a sleeveless dress who is holding and lowering a small bouquet of wildflowers near her face. In her place, restore the misty outdoor field with tall trees in the distance and the draped, translucent plastic sheet that hung directly behind her. The foreground layer should show only the woman and her flowers against a plain, uniform neutral gray background, while the rest of the scene stays exactly the same.",
+      "fg_mse": 0.5683180689811707,
+      "bg_mse": 0.21228478848934174,
+      "total_mse": 0.7806028574705124,
+      "videos": {
+        "composite": "samples/H_0073/composite.mp4",
+        "mask": "samples/H_0073/mask.mp4",
+        "fg_pred": "samples/H_0073/fg_pred.mp4",
+        "bg_pred": "samples/H_0073/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:transparency_or_refraction",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:transparency_or_refraction": 0.95,
+          "scene:occlusion": 0.9
+        },
+        "evidence": "The target is a person standing behind a semi-transparent plastic sheet, which refracts and distorts the light passing through it, creating a transparency/refraction effect. The plastic sheet also partially occludes the target.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:28:01.307703+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.3079183382865247,
+          "rc_t": 0.21116966191603215
+        },
+        "score": 0.8787878787878788,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "H_0074",
+      "source": "PROVE-H",
+      "prompt": "Remove the several pedestrians, including the woman in the patterned jacket talking on her phone and the man carrying a shopping bag, along with the shadows they cast on the sidewalk. In their place, restore the large, rectangular stone slabs of the city sidewalk that were directly behind them, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.5575926303863525,
+      "bg_mse": 0.29747700691223145,
+      "total_mse": 1.855069637298584,
+      "videos": {
+        "composite": "samples/H_0074/composite.mp4",
+        "mask": "samples/H_0074/mask.mp4",
+        "fg_pred": "samples/H_0074/fg_pred.mp4",
+        "bg_pred": "samples/H_0074/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:crowd_or_many_instances",
+        "scene:dynamic_background",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "large",
+        "reflection_type": "none",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9,
+          "scene:crowd_or_many_instances": 0.95,
+          "scene:dynamic_background": 0.9,
+          "scene:occlusion": 0.95
+        },
+        "evidence": "The target mask covers multiple pedestrians walking on a crowded sidewalk. The primary associated effects are contact shadows on the pavement beneath their feet. The scene is highly complex with many overlapping moving people (crowd, occlusion, dynamic background).",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:28:08.236762+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.4777144440543761,
+          "rc_t": 0.0467832354240331
+        },
+        "score": 0.3888888888888889,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "H_0075",
+      "source": "PROVE-H",
+      "prompt": "Remove the man in the dark suit who is standing still and holding a red rectangular frame in front of his face, along with his reflection and the ripples in the water around his legs. In the area directly behind him, restore the calm, expansive lake and the distant tree-lined shore under the overcast sky. The rest of the scene stays exactly the same, and the foreground layer should show only the man and the red frame over a plain, uniform neutral gray background.",
+      "fg_mse": 1.125470757484436,
+      "bg_mse": 0.13603751361370087,
+      "total_mse": 1.261508271098137,
+      "videos": {
+        "composite": "samples/H_0075/composite.mp4",
+        "mask": "samples/H_0075/mask.mp4",
+        "fg_pred": "samples/H_0075/fg_pred.mp4",
+        "bg_pred": "samples/H_0075/bg_pred.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:reflection"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "medium",
+        "reflection_type": "water",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 0.9,
+          "effect:reflection": 1.0
+        },
+        "evidence": "The target standing in the water has a clear, vertically extended reflection on the water surface below, which is spatially disconnected from the masked body due to the water level.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:28:14.598868+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5324043106009764,
+          "rc_t": 0.06288525305296246
+        },
+        "score": 0.303030303030303,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "H_0076",
+      "source": "PROVE-H",
+      "prompt": "Remove the two walking people, who appear as small, dark silhouettes in dark clothing, along with their reflections on the wet salt flat and the contact shadows beneath their feet. In their place, restore the vast, reflective wet salt flat that was directly behind them, ensuring the rest of the scene stays exactly the same. The removed people should be isolated on a plain, uniform neutral gray background.",
+      "fg_mse": 0.520796000957489,
+      "bg_mse": 0.030433904379606247,
+      "total_mse": 0.5512299053370953,
+      "videos": {
+        "composite": "samples/H_0076/composite.mp4",
+        "mask": "samples/H_0076/mask.mp4",
+        "fg_pred": "samples/H_0076/fg_pred.mp4",
+        "bg_pred": "samples/H_0076/bg_pred.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:multi_effect",
+        "effect:reflection",
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "small",
+        "reflection_type": "water",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 0.85,
+          "effect:multi_effect": 0.9,
+          "effect:reflection": 0.95,
+          "effect:shadow": 0.95
+        },
+        "evidence": "The target objects (two people and a vehicle) are on a wet salt flat, casting long shadows and clear reflections on the reflective surface. The shadows and reflections are elongated and extend away from the targets, creating disconnected effects.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:28:21.215981+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5180497437921449,
+          "rc_t": 0.831119552438663
+        },
+        "score": 0.6363636363636364,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "H_0077",
+      "source": "PROVE-H",
+      "prompt": "Isolate the woman in the white tank top and pink skirt walking away, along with the other distant pedestrians, placing them against a plain, uniform neutral gray background. Remove these pedestrians entirely from the original scene, including the shadows they cast on the sidewalk and their reflections in the storefront windows. Inpaint the vacated areas by restoring the sunny city sidewalk and the glass storefronts that were occluded behind them, while the rest of the scene stays exactly the same.",
+      "fg_mse": 2.6767313480377197,
+      "bg_mse": 0.01951254904270172,
+      "total_mse": 2.6962438970804214,
+      "videos": {
+        "composite": "samples/H_0077/composite.mp4",
+        "mask": "samples/H_0077/mask.mp4",
+        "fg_pred": "samples/H_0077/fg_pred.mp4",
+        "bg_pred": "samples/H_0077/bg_pred.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:multi_effect",
+        "effect:reflection",
+        "effect:shadow",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "medium",
+        "reflection_type": "glass",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 0.9,
+          "effect:multi_effect": 0.9,
+          "effect:reflection": 0.95,
+          "effect:shadow": 0.95,
+          "scene:occlusion": 0.85
+        },
+        "evidence": "The target pedestrians cast shadows on the sidewalk and their reflections are clearly visible on the glass storefront windows to the right. Since the reflections are spatially separated from the pedestrians themselves, the disconnected association tag is applied.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:28:28.904221+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.4642327530728032,
+          "rc_t": 0.09555304256172178
+        },
+        "score": 0.5555555555555556,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "H_0078",
+      "source": "PROVE-H",
+      "prompt": "Remove the young Highland calf with thick, shaggy brown fur along with the soft cast shadow on the grass beneath it and the displacement of the tall grass around its hooves. Place the calf on a plain, uniform neutral gray background to create a separate foreground layer, and restore the lush green pasture grass that was occluded behind it to complete the clean background layer. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.5083849430084229,
+      "bg_mse": 0.4552856683731079,
+      "total_mse": 1.9636706113815308,
+      "videos": {
+        "composite": "samples/H_0078/composite.mp4",
+        "mask": "samples/H_0078/mask.mp4",
+        "fg_pred": "samples/H_0078/fg_pred.mp4",
+        "bg_pred": "samples/H_0078/bg_pred.mp4"
+      },
+      "tags": [
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "none",
+        "mask_area": "large",
+        "reflection_type": "none",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "scene:occlusion": 0.9
+        },
+        "evidence": "The target is a fluffy calf standing in a grassy field. There are no visible shadows or reflections associated with the calf on the ground due to the grass and lighting conditions. The calf is partially occluded by blades of grass in the foreground.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:28:35.794005+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.3785130761325937,
+          "rc_t": 0.016787324262701946
+        },
+        "score": 0.4696969696969697,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "H_0079",
+      "source": "PROVE-H",
+      "prompt": "Remove the group of people in winter clothing, including the toddler in the pink jacket, along with the shadows they cast on the leaf-covered ground and the benches. The removed people should be isolated on a plain, uniform neutral gray background as a separate foreground layer. In the main video, restore the fallen golden autumn leaves on the ground and the wooden benches that were occluded behind them, while the rest of the scene remains exactly the same.",
+      "fg_mse": 3.4802327156066895,
+      "bg_mse": 0.0418994165956974,
+      "total_mse": 3.522132132202387,
+      "videos": {
+        "composite": "samples/H_0079/composite.mp4",
+        "mask": "samples/H_0079/mask.mp4",
+        "fg_pred": "samples/H_0079/fg_pred.mp4",
+        "bg_pred": "samples/H_0079/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:crowd_or_many_instances",
+        "scene:occlusion",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9,
+          "scene:crowd_or_many_instances": 0.95,
+          "scene:occlusion": 0.85,
+          "scene:textured_background": 0.9
+        },
+        "evidence": "The target masks cover multiple people in a crowded park setting. The people cast subtle contact and cast shadows onto the leaf-covered ground, which acts as a highly textured background.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:28:43.499891+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.4405887292747868,
+          "rc_t": 0.053958098093668624
+        },
+        "score": 0.5151515151515151,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "H_0080",
+      "source": "PROVE-H",
+      "prompt": "Remove the white cat with dark head patches and a dark, striped tail from the scene, along with the soft cast shadow it throws onto the wooden desk beneath it. The removed cat should be isolated on a plain, uniform neutral gray background as a separate foreground layer. In the background layer, restore the wooden desk surface and the stacks of books and papers that were directly behind the cat, while the rest of the scene stays exactly the same.",
+      "fg_mse": 2.6371891498565674,
+      "bg_mse": 0.0634424015879631,
+      "total_mse": 2.7006315514445305,
+      "videos": {
+        "composite": "samples/H_0080/composite.mp4",
+        "mask": "samples/H_0080/mask.mp4",
+        "fg_pred": "samples/H_0080/fg_pred.mp4",
+        "bg_pred": "samples/H_0080/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9,
+          "scene:occlusion": 0.8
+        },
+        "evidence": "The cat sitting on the desk by the window has a subtle contact shadow where its body and tail touch the surface. The cat's tail is also partially occluded by the objects on the desk.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:28:50.447404+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.47547673024748743,
+          "rc_t": 0.022558250021357376
+        },
+        "score": 0.29292929292929293,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "H_0081",
+      "source": "PROVE-H",
+      "prompt": "Remove the person wearing a long black coat and carrying an open black umbrella walking away from the camera, along with their footprints and contact shadows on the snow. The removed person and umbrella should be isolated on a plain, uniform neutral gray background, while the area they occluded is filled by restoring the thick layer of snow and the tire tracks on the street behind them. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.7665364742279053,
+      "bg_mse": 0.02834576740860939,
+      "total_mse": 1.7948822416365147,
+      "videos": {
+        "composite": "samples/H_0081/composite.mp4",
+        "mask": "samples/H_0081/mask.mp4",
+        "fg_pred": "samples/H_0081/fg_pred.mp4",
+        "bg_pred": "samples/H_0081/bg_pred.mp4"
+      },
+      "tags": [
+        "scene:dynamic_background"
+      ],
+      "attributes": {
+        "effect_extent": "none",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "scene:dynamic_background": 0.9
+        },
+        "evidence": "The target is a person walking in a snowy street under an umbrella. There are no visible shadows or reflections associated with the person due to the overcast, snowy weather conditions. The background contains falling snow, which constitutes a dynamic background.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:28:57.209640+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.4317556668865822,
+          "rc_t": 0.12490872825895036
+        },
+        "score": 0.6717171717171717,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "H_0082",
+      "source": "PROVE-H",
+      "prompt": "Remove the silhouetted person wearing glasses and a short-sleeved shirt, who is standing and holding a small object, along with any of their movements. The foreground layer should isolate this person over a plain, uniform neutral gray background, while the background layer restores the bright orange and yellow flames of the towering bonfire and the dark night sky that were occluded behind them. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.148550510406494,
+      "bg_mse": 0.5149266123771667,
+      "total_mse": 2.663477122783661,
+      "videos": {
+        "composite": "samples/H_0082/composite.mp4",
+        "mask": "samples/H_0082/mask.mp4",
+        "fg_pred": "samples/H_0082/fg_pred.mp4",
+        "bg_pred": "samples/H_0082/bg_pred.mp4"
+      },
+      "tags": [
+        "scene:dynamic_background"
+      ],
+      "attributes": {
+        "effect_extent": "none",
+        "mask_area": "large",
+        "reflection_type": "none",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "scene:dynamic_background": 0.95
+        },
+        "evidence": "The target is a person silhouetted against a large, dynamic bonfire background. There are no visible shadows or reflections associated with the target, as the target is completely in shadow (silhouette) and the background is a bright fire.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:29:04.272119+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.4796378215415934,
+          "rc_t": 0.8355205569971904
+        },
+        "score": 0.7272727272727273,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "H_0083",
+      "source": "PROVE-H",
+      "prompt": "Remove the person wearing a dark jacket, light shorts, and a backpack walking from right to left, placing them on a plain, uniform neutral gray background to create a separate foreground layer. In the background layer, restore the wet, smooth stones and flowing water that were directly behind the person. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.6254483461380005,
+      "bg_mse": 0.01878870092332363,
+      "total_mse": 1.6442370470613241,
+      "videos": {
+        "composite": "samples/H_0083/composite.mp4",
+        "mask": "samples/H_0083/mask.mp4",
+        "fg_pred": "samples/H_0083/fg_pred.mp4",
+        "bg_pred": "samples/H_0083/bg_pred.mp4"
+      },
+      "tags": [
+        "scene:dynamic_background"
+      ],
+      "attributes": {
+        "effect_extent": "none",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "scene:dynamic_background": 0.95
+        },
+        "evidence": "The target is a person walking in front of a waterfall. There are no visible shadows or reflections associated with the person on the rocks or water, but the background is highly dynamic due to the rushing waterfall.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:29:10.948428+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.4507196398128748,
+          "rc_t": 0.13781907563850712
+        },
+        "score": 0.6464646464646465,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "H_0084",
+      "source": "PROVE-H",
+      "prompt": "Remove the group of people walking in a procession, including the central woman balancing a tray on her head and the partially visible man on the left, along with the soft shadows they cast on the dirt path. The removed people should be isolated on a plain, uniform neutral gray background to create the foreground layer. For the background layer, restore the rural dirt path and the green foliage that were directly behind them, leaving the rest of the scene exactly the same.",
+      "fg_mse": 2.6179680824279785,
+      "bg_mse": 0.16653679311275482,
+      "total_mse": 2.7845048755407333,
+      "videos": {
+        "composite": "samples/H_0084/composite.mp4",
+        "mask": "samples/H_0084/mask.mp4",
+        "fg_pred": "samples/H_0084/fg_pred.mp4",
+        "bg_pred": "samples/H_0084/bg_pred.mp4"
+      },
+      "tags": [
+        "scene:crowd_or_many_instances",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "none",
+        "mask_area": "large",
+        "reflection_type": "none",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "scene:crowd_or_many_instances": 0.95,
+          "scene:occlusion": 0.9
+        },
+        "evidence": "The target mask covers multiple people walking in a crowd, with some occlusion by foreground tree trunks. There are no visible shadows or reflections associated with the targets.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:29:17.781420+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.43130861517355445,
+          "rc_t": 0.02463028129148389
+        },
+        "score": 0.41414141414141414,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "H_0085",
+      "source": "PROVE-H",
+      "prompt": "Remove the stationary skateboarder wearing a red helmet, light pink t-shirt, and knee pads, along with the skateboard beneath them, the contact points, and the soft shadow cast on the concrete. The removed skateboarder should be isolated on a plain, uniform neutral gray background, while the area they occluded is filled by restoring the smooth, curved concrete bowl of the skatepark. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.0340869426727295,
+      "bg_mse": 0.013760383240878582,
+      "total_mse": 2.047847325913608,
+      "videos": {
+        "composite": "samples/H_0085/composite.mp4",
+        "mask": "samples/H_0085/mask.mp4",
+        "fg_pred": "samples/H_0085/fg_pred.mp4",
+        "bg_pred": "samples/H_0085/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9
+        },
+        "evidence": "The skateboarder has a small contact shadow underneath the skateboard wheels on the ramp surface.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:29:24.184459+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.4515070805736862,
+          "rc_t": 0.04696972096071385
+        },
+        "score": 0.4696969696969697,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "H_0086",
+      "source": "PROVE-H",
+      "prompt": "Remove the dense crowd of pedestrians in winter clothing from the sidewalk, along with the soft shadows they cast on the pavement and their reflections in the glass storefronts. The foreground layer should show only the walking crowd over a plain, uniform neutral gray background. Inpaint the empty space by restoring the paved sidewalk and the modern building entrance with its architectural canopy that were occluded behind them, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.211585283279419,
+      "bg_mse": 0.3345668613910675,
+      "total_mse": 1.5461521446704865,
+      "videos": {
+        "composite": "samples/H_0086/composite.mp4",
+        "mask": "samples/H_0086/mask.mp4",
+        "fg_pred": "samples/H_0086/fg_pred.mp4",
+        "bg_pred": "samples/H_0086/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:crowd_or_many_instances",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "large",
+        "reflection_type": "none",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9,
+          "scene:crowd_or_many_instances": 0.95,
+          "scene:occlusion": 0.95
+        },
+        "evidence": "The target mask covers a large crowd of pedestrians walking on the street. The primary associated effect is the contact shadows under their feet on the pavement, while the scene is highly challenging due to the dense crowd and frequent mutual occlusions among the pedestrians.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:29:31.162569+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.40153265681131184,
+          "rc_t": 0.010549379047690998
+        },
+        "score": 0.4292929292929293,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "H_0087",
+      "source": "PROVE-H",
+      "prompt": "Remove the person wearing a bright yellow jacket, black pants, a helmet, and a harness suspended from a rope, along with the water splashes, displacement, and shadows they cast on the water and rocks behind them. Isolate this descending person in a seated posture on a plain, uniform neutral gray background. For the background, restore the cascading waterfall and the dark, mossy stone cliffs that were directly behind the person, while the rest of the scene stays exactly the same.",
+      "fg_mse": 3.31536602973938,
+      "bg_mse": 0.027653563767671585,
+      "total_mse": 3.3430195935070515,
+      "videos": {
+        "composite": "samples/H_0087/composite.mp4",
+        "mask": "samples/H_0087/mask.mp4",
+        "fg_pred": "samples/H_0087/fg_pred.mp4",
+        "bg_pred": "samples/H_0087/bg_pred.mp4"
+      },
+      "tags": [
+        "geometry:thin_structure",
+        "scene:dynamic_background"
+      ],
+      "attributes": {
+        "effect_extent": "none",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "geometry:thin_structure": 0.9,
+          "scene:dynamic_background": 0.95
+        },
+        "evidence": "The target is a person rappelling down a waterfall. The background is highly dynamic due to the rushing water. The rope is a thin structure. There are no visible shadows or reflections associated with the target on the water or rocks.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:29:38.436319+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5292219534359774,
+          "rc_t": 1.0338218765210692
+        },
+        "score": 0.6414141414141414,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "H_0088",
+      "source": "PROVE-H",
+      "prompt": "Remove the group of hikers wearing winter gear and carrying backpacks, along with their trekking poles, the long, hard cast shadows they cast on the snow to their left, and the contact points and footprints they create in the snow. In the area directly behind them, restore the pristine, snow-covered mountain ridge and the existing path of footprints. The rest of the scene stays exactly the same, and the foreground hikers are isolated on a plain, uniform neutral gray background.",
+      "fg_mse": 1.3567969799041748,
+      "bg_mse": 0.04746093228459358,
+      "total_mse": 1.4042579121887684,
+      "videos": {
+        "composite": "samples/H_0088/composite.mp4",
+        "mask": "samples/H_0088/mask.mp4",
+        "fg_pred": "samples/H_0088/fg_pred.mp4",
+        "bg_pred": "samples/H_0088/bg_pred.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:shadow",
+        "geometry:thin_structure",
+        "scene:crowd_or_many_instances"
+      ],
+      "attributes": {
+        "effect_extent": "large",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 0.95,
+          "effect:shadow": 1.0,
+          "geometry:thin_structure": 0.8,
+          "scene:crowd_or_many_instances": 0.9
+        },
+        "evidence": "The hikers cast long, distinct shadows on the snow to their left, which are spatially disconnected from their bodies due to the low angle of the sun. The hiking poles also represent thin structures.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:29:45.752029+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5372409909988836,
+          "rc_t": 0.06794369883007474
+        },
+        "score": 0.31313131313131315,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "H_0089",
+      "source": "PROVE-H",
+      "prompt": "Remove the white and grey seagull as it flies downwards, flaps its wings, and lands, along with the subtle shadow it casts on the dark boulder. The seagull should be isolated on a plain, uniform neutral gray background, while the main video is restored by filling in the wet, dark rocky surfaces that were occluded behind it. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.8925840854644775,
+      "bg_mse": 0.006841662339866161,
+      "total_mse": 2.8994257478043437,
+      "videos": {
+        "composite": "samples/H_0089/composite.mp4",
+        "mask": "samples/H_0089/mask.mp4",
+        "fg_pred": "samples/H_0089/fg_pred.mp4",
+        "bg_pred": "samples/H_0089/bg_pred.mp4"
+      },
+      "tags": [
+        "motion:fast_subject_motion",
+        "scene:dynamic_background",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "none",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "motion:fast_subject_motion": 0.85,
+          "scene:dynamic_background": 0.95,
+          "scene:textured_background": 0.9
+        },
+        "evidence": "The target is a seagull flying low over turbulent ocean waves and rocks. There are no visible shadows or reflections associated with the bird on the highly dynamic water surface.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:29:53.196880+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5175921475971295,
+          "rc_t": 0.41249359604126035
+        },
+        "score": 0.6060606060606061,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "H_0090",
+      "source": "PROVE-H",
+      "prompt": "Isolate the three sheep, which have off-white wool and dark faces with one looking to the side while the others graze, onto a plain, uniform neutral gray background. Remove the sheep along with the soft cast shadows they throw onto the dirt path and grass, and restore the dirt path and green grass that were directly behind them. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.385326862335205,
+      "bg_mse": 0.012791362591087818,
+      "total_mse": 2.398118224926293,
+      "videos": {
+        "composite": "samples/H_0090/composite.mp4",
+        "mask": "samples/H_0090/mask.mp4",
+        "fg_pred": "samples/H_0090/fg_pred.mp4",
+        "bg_pred": "samples/H_0090/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:crowd_or_many_instances"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9,
+          "scene:crowd_or_many_instances": 0.8
+        },
+        "evidence": "The target sheep have subtle contact shadows on the ground beneath their hooves, and there are multiple instances of sheep being tracked simultaneously.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:29:59.964995+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.4593021490803341,
+          "rc_t": 0.058391690254211426
+        },
+        "score": 0.48484848484848486,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "H_0091",
+      "source": "PROVE-H",
+      "prompt": "Remove the crouched surfer in the black short-sleeved wetsuit along with the surfboard, the wake, the splash, the water trail from their hand, and their shadow on the water. In their place, restore the smooth, textured turquoise water surface and the curling wave face that were occluded behind them, while the rest of the scene remains exactly the same. The removed surfer and surfboard should be isolated on a plain, uniform neutral gray background.",
+      "fg_mse": 2.1463963985443115,
+      "bg_mse": 0.019221222028136253,
+      "total_mse": 2.1656176205724478,
+      "videos": {
+        "composite": "samples/H_0091/composite.mp4",
+        "mask": "samples/H_0091/mask.mp4",
+        "fg_pred": "samples/H_0091/fg_pred.mp4",
+        "bg_pred": "samples/H_0091/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:multi_effect",
+        "effect:reflection",
+        "effect:shadow",
+        "motion:camera_motion",
+        "scene:dynamic_background"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "small",
+        "reflection_type": "water",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:multi_effect": 0.9,
+          "effect:reflection": 0.95,
+          "effect:shadow": 0.85,
+          "motion:camera_motion": 0.9,
+          "scene:dynamic_background": 0.95
+        },
+        "evidence": "The surfer's body is masked in red. There is a clear reflection of the surfer on the curved, glassy surface of the wave, as well as a cast shadow on the water surface.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:30:07.016011+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.6152213390077086,
+          "rc_t": 0.9984277177442638
+        },
+        "score": 0.5252525252525253,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "H_0092",
+      "source": "PROVE-H",
+      "prompt": "Remove the young girl in the bright yellow sleeveless dress and floppy white straw hat, along with the soft shadows and physical displacement she causes on the surrounding grass and flowers. In her place, restore the vibrant green meadow and tiny yellow buttercups that were occluded behind her, while the rest of the scene stays exactly the same. The removed girl should be isolated on a plain, uniform neutral gray background as she turns around to look towards the camera.",
+      "fg_mse": 2.1263928413391113,
+      "bg_mse": 0.1093376949429512,
+      "total_mse": 2.2357305362820625,
+      "videos": {
+        "composite": "samples/H_0092/composite.mp4",
+        "mask": "samples/H_0092/mask.mp4",
+        "fg_pred": "samples/H_0092/fg_pred.mp4",
+        "bg_pred": "samples/H_0092/bg_pred.mp4"
+      },
+      "tags": [
+        "scene:occlusion",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "none",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "scene:occlusion": 0.95,
+          "scene:textured_background": 0.9
+        },
+        "evidence": "The target is a girl in a yellow dress and hat walking through a grassy field. The grass blades occlude her lower body and dress, creating a complex textured background challenge, but there are no visible shadows or reflections associated with her on the ground.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:30:14.135662+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5677542595980393,
+          "rc_t": 0.04072125837844496
+        },
+        "score": 0.15656565656565655,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "H_0093",
+      "source": "PROVE-H",
+      "prompt": "Remove the man in the teal long-sleeve shirt, dark trousers, and black backpack who is holding a camera up to his face, along with his contact points and the soft shadows he casts on the rocks. Place him on a plain, uniform neutral gray background to create a separate foreground layer. For the background layer, restore the textured, wet rocks and cascading water that were directly behind him, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.5404126644134521,
+      "bg_mse": 0.09091095626354218,
+      "total_mse": 1.6313236206769943,
+      "videos": {
+        "composite": "samples/H_0093/composite.mp4",
+        "mask": "samples/H_0093/mask.mp4",
+        "fg_pred": "samples/H_0093/fg_pred.mp4",
+        "bg_pred": "samples/H_0093/bg_pred.mp4"
+      },
+      "tags": [
+        "scene:dynamic_background"
+      ],
+      "attributes": {
+        "effect_extent": "none",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "scene:dynamic_background": 0.95
+        },
+        "evidence": "The target is a person standing in front of a waterfall. There are no visible shadows or reflections associated with the person on the ground or water, and the background is highly dynamic due to the rushing waterfall.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:30:20.730576+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5754767660791595,
+          "rc_t": 0.08713197376992968
+        },
+        "score": 0.30808080808080807,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "H_0094",
+      "source": "PROVE-H",
+      "prompt": "Remove the pedestrians walking along the path, including the woman in dark clothing, the couple in dark and red jackets, and the other figures in the distance, along with their reflections and soft shadows on the wet stone pavement. In their place, restore the wet, dark rectangular stone tiles that were occluded behind them, ensuring the rest of the scene stays exactly the same. The removed pedestrians should be isolated on a plain, uniform neutral gray background.",
+      "fg_mse": 1.94741952419281,
+      "bg_mse": 0.044269200414419174,
+      "total_mse": 1.9916887246072292,
+      "videos": {
+        "composite": "samples/H_0094/composite.mp4",
+        "mask": "samples/H_0094/mask.mp4",
+        "fg_pred": "samples/H_0094/fg_pred.mp4",
+        "bg_pred": "samples/H_0094/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:reflection",
+        "scene:crowd_or_many_instances",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "medium",
+        "reflection_type": "water",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:reflection": 0.95,
+          "scene:crowd_or_many_instances": 0.95,
+          "scene:occlusion": 0.85
+        },
+        "evidence": "The target masks cover multiple pedestrians walking on a wet street. Their reflections are clearly visible on the wet pavement, which acts as a water-like reflective surface.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:30:27.541843+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.4024194660978085,
+          "rc_t": 0.04682667553424835
+        },
+        "score": 0.5606060606060606,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "H_0095",
+      "source": "PROVE-H",
+      "prompt": "Remove the young man with short dark hair, glasses, and a light-colored plaid button-up shirt who is sitting in profile. The foreground layer should isolate him over a plain, uniform neutral gray background, while the background layer restores the wide, open body of water with gentle ripples reflecting the golden light that was behind him. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.1318416595458984,
+      "bg_mse": 0.36403849720954895,
+      "total_mse": 1.4958801567554474,
+      "videos": {
+        "composite": "samples/H_0095/composite.mp4",
+        "mask": "samples/H_0095/mask.mp4",
+        "fg_pred": "samples/H_0095/fg_pred.mp4",
+        "bg_pred": "samples/H_0095/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:lighting_or_color_spill",
+        "geometry:thin_structure",
+        "scene:dynamic_background"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "large",
+        "reflection_type": "none",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:lighting_or_color_spill": 0.8,
+          "geometry:thin_structure": 0.9,
+          "scene:dynamic_background": 0.95
+        },
+        "evidence": "The target is a person sitting by the water. The background consists of moving water waves (dynamic background). The target wears glasses, which represent a thin structure. There is some warm golden hour lighting spill on the target's face and shirt, but no visible shadow or reflection of the target on the water surface.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:30:34.298958+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.3438804341240343,
+          "rc_t": 0.2928153962031977
+        },
+        "score": 0.8686868686868687,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "H_0096",
+      "source": "PROVE-H",
+      "prompt": "Remove the group of basketball players in athletic wear, including the player in the green jersey with the number 0, along with their basketball and the soft cast shadows they cast on the court. In their place, restore the green and red painted surface of the outdoor basketball court that was occluded behind them, while the rest of the scene stays exactly the same. The isolated players, basketball, and their active running and jumping motions should be placed onto a plain, uniform neutral gray background.",
+      "fg_mse": 2.163771152496338,
+      "bg_mse": 0.12648212909698486,
+      "total_mse": 2.2902532815933228,
+      "videos": {
+        "composite": "samples/H_0096/composite.mp4",
+        "mask": "samples/H_0096/mask.mp4",
+        "fg_pred": "samples/H_0096/fg_pred.mp4",
+        "bg_pred": "samples/H_0096/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:crowd_or_many_instances",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "large",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95,
+          "scene:crowd_or_many_instances": 0.95,
+          "scene:occlusion": 0.9
+        },
+        "evidence": "The target mask covers multiple basketball players on the court. Their shadows (both contact and cast shadows) are visible on the court surface under the overhead lights.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:30:42.272737+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5022951619205255,
+          "rc_t": 0.014925190935964172
+        },
+        "score": 0.2222222222222222,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "H_0097",
+      "source": "PROVE-H",
+      "prompt": "Remove the line of people walking uphill with their colorful umbrellas, winter coats, and bags, along with the individual further up the hill, completely eliminating their soft cast shadows and footprints from the snow-covered path. The removed people should be isolated on a plain, uniform neutral gray background to create the foreground layer. For the background layer, restore the snow-covered path, handrail, and snowy ground that were directly behind them, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.0789152383804321,
+      "bg_mse": 0.04848553240299225,
+      "total_mse": 1.1274007707834244,
+      "videos": {
+        "composite": "samples/H_0097/composite.mp4",
+        "mask": "samples/H_0097/mask.mp4",
+        "fg_pred": "samples/H_0097/fg_pred.mp4",
+        "bg_pred": "samples/H_0097/bg_pred.mp4"
+      },
+      "tags": [
+        "scene:crowd_or_many_instances",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "none",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "scene:crowd_or_many_instances": 0.95,
+          "scene:occlusion": 0.9
+        },
+        "evidence": "The target mask covers multiple people walking in a line on a snowy path. There are no visible shadows or reflections associated with the targets due to the overcast lighting and snowy ground.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:30:49.159085+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5281706423188616,
+          "rc_t": 0.04149050658455328
+        },
+        "score": 0.24747474747474746,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "H_0098",
+      "source": "PROVE-H",
+      "prompt": "Remove the skateboarder in the brown long-sleeved shirt, black pants, and helmet, along with the hard cast shadow they throw onto the concrete bowl surface. The removed skateboarder should be isolated on a plain, uniform neutral gray background, while the area they occluded is filled by restoring the concrete skatepark bowl surface that was behind them. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.2925877571105957,
+      "bg_mse": 0.05276976525783539,
+      "total_mse": 2.345357522368431,
+      "videos": {
+        "composite": "samples/H_0098/composite.mp4",
+        "mask": "samples/H_0098/mask.mp4",
+        "fg_pred": "samples/H_0098/fg_pred.mp4",
+        "bg_pred": "samples/H_0098/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:crowd_or_many_instances"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95,
+          "scene:crowd_or_many_instances": 0.9
+        },
+        "evidence": "The skateboarder casts a visible shadow onto the concrete bowl of the skatepark, which moves along with him. The background is crowded with spectators.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:30:56.484291+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5950815037167536,
+          "rc_t": 0.19678371636460318
+        },
+        "score": 0.41414141414141414,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "H_0099",
+      "source": "PROVE-H",
+      "prompt": "Remove the person in the dark blue puffer jacket and blue jeans holding a snow-covered blue umbrella from the scene, separating them onto a plain, uniform neutral gray background. In their place, restore the snow-covered balcony and the distant snow-covered pine trees that were directly behind them. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.5407387018203735,
+      "bg_mse": 0.6388474106788635,
+      "total_mse": 2.179586112499237,
+      "videos": {
+        "composite": "samples/H_0099/composite.mp4",
+        "mask": "samples/H_0099/mask.mp4",
+        "fg_pred": "samples/H_0099/fg_pred.mp4",
+        "bg_pred": "samples/H_0099/bg_pred.mp4"
+      },
+      "tags": [
+        "scene:dynamic_background"
+      ],
+      "attributes": {
+        "effect_extent": "none",
+        "mask_area": "large",
+        "reflection_type": "none",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "scene:dynamic_background": 0.95
+        },
+        "evidence": "The target is a person holding an umbrella in a snowy environment. There are no visible shadows or reflections associated with the target, but the background features falling snow, which constitutes a dynamic background.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:31:04.279851+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.36499785933543727,
+          "rc_t": 0.09210550266763437
+        },
+        "score": 0.7121212121212122,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "H_0100",
+      "source": "PROVE-H",
+      "prompt": "Isolate the person wearing a dark, hooded winter coat and dark pants walking away with a steady gait, placing them on a plain, uniform neutral gray background. Remove the person along with their dark reflection on the wet pavement and the footprints and displacement they cause in the slush, restoring the wet, slushy sidewalk that was directly behind them. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.250040054321289,
+      "bg_mse": 0.03733350336551666,
+      "total_mse": 2.2873735576868057,
+      "videos": {
+        "composite": "samples/H_0100/composite.mp4",
+        "mask": "samples/H_0100/mask.mp4",
+        "fg_pred": "samples/H_0100/fg_pred.mp4",
+        "bg_pred": "samples/H_0100/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:multi_effect",
+        "effect:reflection",
+        "effect:shadow",
+        "motion:camera_motion",
+        "scene:dynamic_background"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "water",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:multi_effect": 0.85,
+          "effect:reflection": 0.9,
+          "effect:shadow": 0.85,
+          "motion:camera_motion": 0.9,
+          "scene:dynamic_background": 0.95
+        },
+        "evidence": "The target is a person walking on a wet, snowy pavement. There is a subtle contact shadow and a blurry reflection of the person visible on the wet ground surface directly beneath them. The background contains falling snow, making it a dynamic background.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:31:11.429371+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5602304881611812,
+          "rc_t": 0.20352269769528003
+        },
+        "score": 0.4747474747474747,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "M_0001",
+      "source": "PROVE-M",
+      "prompt": "Remove the young boy in the dark blue long-sleeve shirt and grey sweatpants and the adult man in the green t-shirt and dark pants as they bump fists, along with their soft shadows and faint reflections on the glossy tiled floor. Isolate them onto a plain, uniform neutral gray background to create a clean foreground layer, and inpaint the background by restoring the brown door and the glossy tiled floor that were directly behind them. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.5721410512924194,
+      "bg_mse": 0.031575050204992294,
+      "total_mse": 1.6037161014974117,
+      "videos": {
+        "composite": "samples/M_0001/composite.mp4",
+        "mask": "samples/M_0001/mask.mp4",
+        "fg_pred": "samples/M_0001/fg_pred.mp4",
+        "bg_pred": "samples/M_0001/bg_pred.mp4",
+        "bg_gt": "samples/M_0001/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:multi_effect",
+        "effect:reflection",
+        "effect:shadow",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "medium",
+        "reflection_type": "specular",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:multi_effect": 0.9,
+          "effect:reflection": 0.95,
+          "effect:shadow": 0.95,
+          "scene:textured_background": 0.85
+        },
+        "evidence": "The target mask covers the boy and the man. Their feet cast contact and soft cast shadows on the tiled floor, which also exhibits specular reflections of their bodies and legs.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:31:19.178019+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 33.27049255371094,
+          "mpsnr": 25.05691146850586,
+          "rc_s": 0.48841355123229013,
+          "rc_t": 0.06698972131637333
+        },
+        "score": 0.38700908795845507,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "M_0002",
+      "source": "PROVE-M",
+      "prompt": "Remove the small, textured red ball that is resting completely still, along with its soft shadow and faint reflection on the glossy white tiled floor. In its place, restore the glossy white tiled floor that was occluded behind it, ensuring the rest of the scene stays exactly the same. The removed ball should be isolated on a plain, uniform neutral gray background.",
+      "fg_mse": 1.6559866666793823,
+      "bg_mse": 0.016750382259488106,
+      "total_mse": 1.6727370489388704,
+      "videos": {
+        "composite": "samples/M_0002/composite.mp4",
+        "mask": "samples/M_0002/mask.mp4",
+        "fg_pred": "samples/M_0002/fg_pred.mp4",
+        "bg_pred": "samples/M_0002/bg_pred.mp4",
+        "bg_gt": "samples/M_0002/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:multi_effect",
+        "effect:reflection",
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "small",
+        "reflection_type": "specular",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:multi_effect": 0.9,
+          "effect:reflection": 0.95,
+          "effect:shadow": 0.95
+        },
+        "evidence": "The red ball rolling on the tiled floor exhibits a small contact shadow and a faint specular reflection on the polished floor surface directly beneath it.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:31:26.012429+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 33.86155700683594,
+          "mpsnr": 28.243558883666992,
+          "rc_s": 0.48533019010264505,
+          "rc_t": 0.4589037769073185
+        },
+        "score": 0.5474277831872768,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "M_0003",
+      "source": "PROVE-M",
+      "prompt": "Remove the large, clear plastic water jug wrapped in crinkled plastic film as it rolls and slides on its side, along with the soft shadow it casts on the carpet and its faint reflection on the frosted glass wall. In its place, restore the grey carpeted floor and the frosted glass panels with their dark metal frame that were occluded behind it. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.1419637203216553,
+      "bg_mse": 0.029985209926962852,
+      "total_mse": 1.1719489302486181,
+      "videos": {
+        "composite": "samples/M_0003/composite.mp4",
+        "mask": "samples/M_0003/mask.mp4",
+        "fg_pred": "samples/M_0003/fg_pred.mp4",
+        "bg_pred": "samples/M_0003/bg_pred.mp4",
+        "bg_gt": "samples/M_0003/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9
+        },
+        "evidence": "The target object is a rolling plastic bottle on the floor, which casts a small contact shadow underneath it as it moves across the carpet.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:31:32.519809+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 32.34351348876953,
+          "mpsnr": 28.365615844726562,
+          "rc_s": 0.4066462837534801,
+          "rc_t": 0.09206615728458394
+        },
+        "score": 0.5373255436546576,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "M_0004",
+      "source": "PROVE-M",
+      "prompt": "Remove the person wearing a black jacket, black pants, and red sneakers who is dancing, along with the shadows they cast on the grey wall and the floor. The removed person should be isolated on a plain, uniform neutral gray background. In the original video, restore the dimly lit grey wall and the floor that were occluded behind them, while the rest of the scene stays exactly the same.",
+      "fg_mse": 2.487184524536133,
+      "bg_mse": 0.0402178131043911,
+      "total_mse": 2.527402337640524,
+      "videos": {
+        "composite": "samples/M_0004/composite.mp4",
+        "mask": "samples/M_0004/mask.mp4",
+        "fg_pred": "samples/M_0004/fg_pred.mp4",
+        "bg_pred": "samples/M_0004/bg_pred.mp4",
+        "bg_gt": "samples/M_0004/bg_gt.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 0.95,
+          "effect:shadow": 1.0
+        },
+        "evidence": "The person casts a prominent shadow on the wall behind them, which is spatially disconnected from the target mask.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:31:38.942042+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 34.07734298706055,
+          "mpsnr": 28.194908142089844,
+          "rc_s": 0.6004061733585503,
+          "rc_t": 0.17896778229321553
+        },
+        "score": 0.37763713080168776,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "M_0005",
+      "source": "PROVE-M",
+      "prompt": "Remove the person in the blue and white hooded jacket, black pants, and white sneakers as they perform frog jumps, along with their soft shadow on the concrete floor and their reflection in the glass doors of the fire extinguisher cabinet. The removed person should be isolated on a plain, uniform neutral gray background. In the main video, restore the concrete floor, the lower section of the vertical metal pipe, and the wall and fire extinguisher cabinet that were occluded behind them, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.6698710918426514,
+      "bg_mse": 0.028035009279847145,
+      "total_mse": 1.6979061011224985,
+      "videos": {
+        "composite": "samples/M_0005/composite.mp4",
+        "mask": "samples/M_0005/mask.mp4",
+        "fg_pred": "samples/M_0005/fg_pred.mp4",
+        "bg_pred": "samples/M_0005/bg_pred.mp4",
+        "bg_gt": "samples/M_0005/bg_gt.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:multi_effect",
+        "effect:reflection",
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "medium",
+        "reflection_type": "glass",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 0.85,
+          "effect:multi_effect": 0.9,
+          "effect:reflection": 0.9,
+          "effect:shadow": 0.95
+        },
+        "evidence": "The person walking into the frame casts a shadow on the floor and creates a reflection on the glass door of the fire cabinet. The shadow is partially disconnected from the person's feet as they move.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:31:45.983666+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 28.814796447753906,
+          "mpsnr": 30.526674270629883,
+          "rc_s": 0.5185525372333908,
+          "rc_t": 0.15384744108960072
+        },
+        "score": 0.5138753651411879,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "M_0006",
+      "source": "PROVE-M",
+      "prompt": "Remove the young boy in the dark graphic sweatshirt and grey sweatpants, along with the adult man in the green t-shirt, black pants, and face mask, who are both performing jumping jacks. This removal must also eliminate their reflections and soft shadows from the glossy tiled floor, restoring the reflective tiled floor and the white wall that were occluded behind them. The output should split the video into a foreground layer showing only the boy and man over a plain, uniform neutral gray background, and a clean background layer where the rest of the scene stays exactly the same.",
+      "fg_mse": 1.446972370147705,
+      "bg_mse": 0.024121731519699097,
+      "total_mse": 1.4710941016674042,
+      "videos": {
+        "composite": "samples/M_0006/composite.mp4",
+        "mask": "samples/M_0006/mask.mp4",
+        "fg_pred": "samples/M_0006/fg_pred.mp4",
+        "bg_pred": "samples/M_0006/bg_pred.mp4",
+        "bg_gt": "samples/M_0006/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:multi_effect",
+        "effect:reflection",
+        "effect:shadow",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "large",
+        "reflection_type": "specular",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:multi_effect": 0.9,
+          "effect:reflection": 0.9,
+          "effect:shadow": 0.9,
+          "scene:textured_background": 0.8
+        },
+        "evidence": "The targets' shadows are cast on the floor and the wall behind them, and their reflections are visible on the polished tiled floor.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:31:54.507589+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 30.408926010131836,
+          "mpsnr": 26.995384216308594,
+          "rc_s": 0.6047343227154817,
+          "rc_t": 0.09599268112861006
+        },
+        "score": 0.3828708211619604,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "M_0007",
+      "source": "PROVE-M",
+      "prompt": "Remove the partially open light blue umbrella with its subtle dark blue patterns, along with the soft shadow and clear reflection it casts on the polished floor tiles. The removed umbrella should be isolated on a plain, uniform neutral gray background, while the area it occluded is restored to show the clean, light-colored tiled floor that was behind it. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.3781752586364746,
+      "bg_mse": 0.018011821433901787,
+      "total_mse": 1.3961870800703764,
+      "videos": {
+        "composite": "samples/M_0007/composite.mp4",
+        "mask": "samples/M_0007/mask.mp4",
+        "fg_pred": "samples/M_0007/fg_pred.mp4",
+        "bg_pred": "samples/M_0007/bg_pred.mp4",
+        "bg_gt": "samples/M_0007/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:multi_effect",
+        "effect:reflection",
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "specular",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:multi_effect": 0.9,
+          "effect:reflection": 0.95,
+          "effect:shadow": 0.95
+        },
+        "evidence": "The umbrella on the polished floor creates a contact shadow and a specular reflection directly beneath it.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:32:02.717815+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 31.117801666259766,
+          "mpsnr": 25.81338119506836,
+          "rc_s": 0.5043302453406473,
+          "rc_t": 0.06700024522584061
+        },
+        "score": 0.4087552742616034,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "M_0008",
+      "source": "PROVE-M",
+      "prompt": "Remove the man wearing a green t-shirt, dark pants, and a light-colored face mask jogging from left to right across the frame, along with his soft shadow and faint reflection on the tiled floor. Place this jogging man on a plain, uniform neutral gray background to create a separate foreground layer. In the background layer, restore the tiled floor and the white electric three-wheeled utility vehicles that were occluded behind him, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.7966728210449219,
+      "bg_mse": 0.02368195354938507,
+      "total_mse": 1.820354774594307,
+      "videos": {
+        "composite": "samples/M_0008/composite.mp4",
+        "mask": "samples/M_0008/mask.mp4",
+        "fg_pred": "samples/M_0008/fg_pred.mp4",
+        "bg_pred": "samples/M_0008/bg_pred.mp4",
+        "bg_gt": "samples/M_0008/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:multi_effect",
+        "effect:reflection",
+        "effect:shadow",
+        "motion:fast_subject_motion"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "specular",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:multi_effect": 0.9,
+          "effect:reflection": 0.9,
+          "effect:shadow": 0.9,
+          "motion:fast_subject_motion": 0.8
+        },
+        "evidence": "The walking person creates a subtle contact shadow and a specular reflection on the polished floor tiles as they move across the scene.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:32:09.609775+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 25.850534439086914,
+          "mpsnr": 23.861284255981445,
+          "rc_s": 0.5230022772741506,
+          "rc_t": 0.04916762224114437
+        },
+        "score": 0.47484582927620905,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "M_0009",
+      "source": "PROVE-M",
+      "prompt": "Remove the two dancing men, one in a dark jacket and brown boots and the other in a light grey sweater and white sneakers, along with the hard shadows they cast on the white wall and the soft shadows on the dark tiled floor. The foreground layer should display only these two men dancing over a plain, uniform neutral gray background. In the background layer, restore the clean white wall with the silver light switch plate and the red fire alarm sign that were occluded behind them, while the rest of the scene stays exactly the same.",
+      "fg_mse": 0.5950930714607239,
+      "bg_mse": 0.09332377463579178,
+      "total_mse": 0.6884168460965157,
+      "videos": {
+        "composite": "samples/M_0009/composite.mp4",
+        "mask": "samples/M_0009/mask.mp4",
+        "fg_pred": "samples/M_0009/fg_pred.mp4",
+        "bg_pred": "samples/M_0009/bg_pred.mp4",
+        "bg_gt": "samples/M_0009/bg_gt.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:shadow",
+        "scene:crowd_or_many_instances"
+      ],
+      "attributes": {
+        "effect_extent": "large",
+        "mask_area": "large",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 0.9,
+          "effect:shadow": 0.95,
+          "scene:crowd_or_many_instances": 0.85
+        },
+        "evidence": "The target mask covers two people who cast prominent, large shadows onto the wall behind them. These cast shadows are spatially disconnected from the subjects' bodies, making them disconnected effects.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:32:16.468909+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 27.24381446838379,
+          "mpsnr": 22.968727111816406,
+          "rc_s": 0.3575029441587582,
+          "rc_t": 0.1714517083076931
+        },
+        "score": 0.8275722168127231,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "M_0010",
+      "source": "PROVE-M",
+      "prompt": "Remove the upright white plastic bottle with its red cap and red-and-white label, along with its soft shadow on the floor to the left and its reflection on the polished floor directly beneath it. The foreground bottle is isolated on a plain, uniform neutral gray background, while the main video is restored by filling the occluded area with the polished, reflective tiled floor that was behind it. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.7860784530639648,
+      "bg_mse": 0.013423165306448936,
+      "total_mse": 1.7995016183704138,
+      "videos": {
+        "composite": "samples/M_0010/composite.mp4",
+        "mask": "samples/M_0010/mask.mp4",
+        "fg_pred": "samples/M_0010/fg_pred.mp4",
+        "bg_pred": "samples/M_0010/bg_pred.mp4",
+        "bg_gt": "samples/M_0010/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:multi_effect",
+        "effect:reflection",
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "small",
+        "reflection_type": "specular",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:multi_effect": 0.9,
+          "effect:reflection": 0.95,
+          "effect:shadow": 0.95
+        },
+        "evidence": "The target bottle casts a subtle shadow and a clear specular reflection on the polished tiled floor.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:32:23.102913+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 33.394588470458984,
+          "mpsnr": 32.57994842529297,
+          "rc_s": 0.6385065179895396,
+          "rc_t": 0.34255134431939377
+        },
+        "score": 0.32294709509899383,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "M_0011",
+      "source": "PROVE-M",
+      "prompt": "Remove the small black cylindrical object as it rolls from left to right, along with its soft shadow and its clear reflection from the polished tile floor. In the area where the object and its effects were removed, restore the polished tile floor that was occluded behind them. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.7865420579910278,
+      "bg_mse": 0.01878524012863636,
+      "total_mse": 1.8053272981196642,
+      "videos": {
+        "composite": "samples/M_0011/composite.mp4",
+        "mask": "samples/M_0011/mask.mp4",
+        "fg_pred": "samples/M_0011/fg_pred.mp4",
+        "bg_pred": "samples/M_0011/bg_pred.mp4",
+        "bg_gt": "samples/M_0011/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:multi_effect",
+        "effect:reflection",
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "small",
+        "reflection_type": "specular",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:multi_effect": 0.9,
+          "effect:reflection": 0.9,
+          "effect:shadow": 0.9
+        },
+        "evidence": "The target is a small black object rolling on a shiny tiled floor. It casts a subtle shadow and creates a specular reflection on the polished floor surface.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:32:31.384095+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 32.09748840332031,
+          "mpsnr": 38.97611999511719,
+          "rc_s": 0.5046514049646726,
+          "rc_t": 0.37803769574465546
+        },
+        "score": 0.4250649139889646,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "M_0012",
+      "source": "PROVE-M",
+      "prompt": "Remove the man wearing a dark green t-shirt, dark pants, and a face mask who is signaling with a small red flag, along with his clear reflection and soft shadow on the polished tile floor. The foreground layer should display only this man and his flag performing the signaling motions against a uniform neutral gray background. In the background layer, restore the reflective tile floor, the brown door labeled '16\u914d\u7535\u5ba4', and the wall-mounted electrical boxes that were occluded behind him, while the rest of the scene remains exactly the same.",
+      "fg_mse": 1.8022674322128296,
+      "bg_mse": 0.02409045398235321,
+      "total_mse": 1.8263578861951828,
+      "videos": {
+        "composite": "samples/M_0012/composite.mp4",
+        "mask": "samples/M_0012/mask.mp4",
+        "fg_pred": "samples/M_0012/fg_pred.mp4",
+        "bg_pred": "samples/M_0012/bg_pred.mp4",
+        "bg_gt": "samples/M_0012/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:multi_effect",
+        "effect:reflection",
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "medium",
+        "reflection_type": "specular",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:multi_effect": 0.9,
+          "effect:reflection": 0.95,
+          "effect:shadow": 0.95
+        },
+        "evidence": "The target person's feet cast contact shadows on the tiled floor, and there is a faint cast shadow on the wall behind. Additionally, a clear specular reflection of the person's legs and feet is visible on the polished floor surface.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:32:39.180073+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 31.332233428955078,
+          "mpsnr": 20.55316925048828,
+          "rc_s": 0.5796042238809566,
+          "rc_t": 0.08230590045866301
+        },
+        "score": 0.44088769879909123,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "M_0013",
+      "source": "PROVE-M",
+      "prompt": "Remove the two men in dark clothing, including the man on the left looking at his phone and the man on the right performing a quick squat, along with their hard-edged shadows on the beige wall and the soft shadows on the concrete floor. The removed men should be isolated on a plain, uniform neutral gray background, while the empty space they occupied is filled by restoring the plain beige wall and the concrete floor that were behind them. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.184964656829834,
+      "bg_mse": 0.04612943157553673,
+      "total_mse": 2.2310940884053707,
+      "videos": {
+        "composite": "samples/M_0013/composite.mp4",
+        "mask": "samples/M_0013/mask.mp4",
+        "fg_pred": "samples/M_0013/fg_pred.mp4",
+        "bg_pred": "samples/M_0013/bg_pred.mp4",
+        "bg_gt": "samples/M_0013/bg_gt.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "large",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 1.0,
+          "effect:shadow": 1.0
+        },
+        "evidence": "The two men cast large, prominent shadows onto the wall behind them, which are spatially disconnected from their bodies in the video.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:32:47.741055+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 16.244813919067383,
+          "mpsnr": 23.356096267700195,
+          "rc_s": 0.5432382374977249,
+          "rc_t": 0.1510151371576323
+        },
+        "score": 0.6410662122687439,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "M_0014",
+      "source": "PROVE-M",
+      "prompt": "Remove the small, spherical white plush toy with pink details as it rolls slowly across the floor, along with the sharp shadow it casts to its right and its faint reflection on the glossy tiles below. The foreground layer should isolate only this rolling plush toy against a plain, uniform neutral gray background. In the background layer, restore the dark grey tiled floor that was occluded behind the toy, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.744232416152954,
+      "bg_mse": 0.03767985478043556,
+      "total_mse": 1.7819122709333897,
+      "videos": {
+        "composite": "samples/M_0014/composite.mp4",
+        "mask": "samples/M_0014/mask.mp4",
+        "fg_pred": "samples/M_0014/fg_pred.mp4",
+        "bg_pred": "samples/M_0014/bg_pred.mp4",
+        "bg_gt": "samples/M_0014/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "motion:camera_motion"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95,
+          "motion:camera_motion": 0.9
+        },
+        "evidence": "The target is a small computer mouse sliding on a tiled floor. It casts a small contact and cast shadow on the floor, which moves along with it. The camera is also panning slightly.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:32:56.143780+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 34.83818435668945,
+          "mpsnr": 32.432884216308594,
+          "rc_s": 0.514070777218803,
+          "rc_t": 1.068684055126287
+        },
+        "score": 0.39703018500486853,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "M_0015",
+      "source": "PROVE-M",
+      "prompt": "Remove the person wearing a blue and white jacket and black pants who is walking while holding an open brown umbrella, along with the hard shadows they cast on the wall and the tiled floor. The removed person and their umbrella should be isolated on a plain, uniform neutral gray background as a separate foreground layer. In the background layer, restore the light-colored wall, the black '6F' sign, and the dark tiled floor that were occluded behind them, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.0147720575332642,
+      "bg_mse": 0.0459417961537838,
+      "total_mse": 1.060713853687048,
+      "videos": {
+        "composite": "samples/M_0015/composite.mp4",
+        "mask": "samples/M_0015/mask.mp4",
+        "fg_pred": "samples/M_0015/fg_pred.mp4",
+        "bg_pred": "samples/M_0015/bg_pred.mp4",
+        "bg_gt": "samples/M_0015/bg_gt.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "large",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 1.0,
+          "effect:shadow": 1.0
+        },
+        "evidence": "The target is an umbrella and a person's feet entering the frame. They cast a large, distinct shadow on the wall behind them, which is spatially disconnected from the target mask itself.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:33:02.819939+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 34.61622619628906,
+          "mpsnr": 35.58104705810547,
+          "rc_s": 0.44740024669585376,
+          "rc_t": 0.33668336125770415
+        },
+        "score": 0.46429730606945796,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "M_0016",
+      "source": "PROVE-M",
+      "prompt": "Remove the two men walking in opposite directions, along with the sharp shadow they cast on the white wall and the soft shadow on the dark tiled floor beneath them. In their place, restore the plain white wall and the dark tiled floor with its electrical outlets that were previously occluded by their bodies. The foreground layer should show only the two men\u2014one in a black jacket with white lettering, black pants, and tan boots, and the other in a blue and grey jacket with black pants\u2014walking against a plain, uniform neutral gray background, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.0419758558273315,
+      "bg_mse": 0.05705929175019264,
+      "total_mse": 1.0990351475775242,
+      "videos": {
+        "composite": "samples/M_0016/composite.mp4",
+        "mask": "samples/M_0016/mask.mp4",
+        "fg_pred": "samples/M_0016/fg_pred.mp4",
+        "bg_pred": "samples/M_0016/bg_pred.mp4",
+        "bg_gt": "samples/M_0016/bg_gt.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "large",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 0.9,
+          "effect:shadow": 0.95
+        },
+        "evidence": "The target is a person's shadow cast on the wall, which is disconnected from the person who is off-screen.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:33:10.256948+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": true,
+        "metric_count": 1,
+        "metrics": {
+          "bgpsnr": 15.490253448486328
+        },
+        "score": 1.0,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "M_0017",
+      "source": "PROVE-M",
+      "prompt": "Decompose the video by removing the person in the blue jacket, checkered pants, and white sneakers who is walking from left to right while reading a newspaper, along with their reflection on the glossy tiled floor. The removed person should be isolated on a plain, uniform neutral gray background, while the main video is inpainted to restore the glossy tiled floor with yellow lines and the wall area directly behind them. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.4950960874557495,
+      "bg_mse": 0.023121461272239685,
+      "total_mse": 1.5182175487279892,
+      "videos": {
+        "composite": "samples/M_0017/composite.mp4",
+        "mask": "samples/M_0017/mask.mp4",
+        "fg_pred": "samples/M_0017/fg_pred.mp4",
+        "bg_pred": "samples/M_0017/bg_pred.mp4",
+        "bg_gt": "samples/M_0017/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:multi_effect",
+        "effect:reflection",
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "small",
+        "reflection_type": "specular",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:multi_effect": 0.9,
+          "effect:reflection": 0.9,
+          "effect:shadow": 0.9
+        },
+        "evidence": "The target person walking on the left side of the frame casts a shadow on the floor and creates a specular reflection on the polished tiled floor.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:33:16.751784+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 32.734798431396484,
+          "mpsnr": 31.947195053100586,
+          "rc_s": 0.3870110107760507,
+          "rc_t": 0.14699803931372507
+        },
+        "score": 0.5150925024342746,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "M_0018",
+      "source": "PROVE-M",
+      "prompt": "Remove the man wearing a green and grey jacket, black pants, and a face mask, along with his spinning mop and the standing dustpan, from the scene. This includes removing the soft shadows they cast on the white wall and floor, as well as their faint reflections on the glossy tiled floor, leaving only the foreground elements on a plain, uniform neutral gray background. To fill the area directly behind the removed elements, restore the plain white wall, the dark wooden door frame, and the glossy light-colored tiled floor, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.1747411489486694,
+      "bg_mse": 0.05667423829436302,
+      "total_mse": 1.2314153872430325,
+      "videos": {
+        "composite": "samples/M_0018/composite.mp4",
+        "mask": "samples/M_0018/mask.mp4",
+        "fg_pred": "samples/M_0018/fg_pred.mp4",
+        "bg_pred": "samples/M_0018/bg_pred.mp4",
+        "bg_gt": "samples/M_0018/bg_gt.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:shadow",
+        "geometry:thin_structure",
+        "motion:fast_subject_motion"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 0.9,
+          "effect:shadow": 0.95,
+          "geometry:thin_structure": 0.9,
+          "motion:fast_subject_motion": 0.85
+        },
+        "evidence": "The person is holding a mop and moving it quickly, creating a distinct cast shadow on the wall behind them that is spatially disconnected from the main body of the target mask.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:33:24.068353+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 30.770320892333984,
+          "mpsnr": 32.865333557128906,
+          "rc_s": 0.4415931932526955,
+          "rc_t": 0.0784353596933822
+        },
+        "score": 0.42465920155793574,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "M_0019",
+      "source": "PROVE-M",
+      "prompt": "Remove the man in the green jacket, black pants, and face mask along with his mop and dustpan, as well as the soft shadows and reflections he casts on the floor and the wall behind him. In the empty space left behind, restore the white hallway wall and the light-colored tiled floor that were occluded by his body and tools. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.11530339717865,
+      "bg_mse": 0.04610452055931091,
+      "total_mse": 1.1614079177379608,
+      "videos": {
+        "composite": "samples/M_0019/composite.mp4",
+        "mask": "samples/M_0019/mask.mp4",
+        "fg_pred": "samples/M_0019/fg_pred.mp4",
+        "bg_pred": "samples/M_0019/bg_pred.mp4",
+        "bg_gt": "samples/M_0019/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:multi_effect",
+        "effect:reflection",
+        "effect:shadow",
+        "geometry:thin_structure"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "medium",
+        "reflection_type": "specular",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:multi_effect": 0.9,
+          "effect:reflection": 0.9,
+          "effect:shadow": 0.95,
+          "geometry:thin_structure": 0.95
+        },
+        "evidence": "The target is a person sweeping the floor. The target's body, broom, and dustpan are masked. There are visible cast and contact shadows on the floor, as well as specular reflections of the person and tools on the polished floor tiles.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:33:30.714901+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 30.571744918823242,
+          "mpsnr": 28.953962326049805,
+          "rc_s": 0.4372865295638138,
+          "rc_t": 0.06820990938478574
+        },
+        "score": 0.5079519636481662,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "M_0020",
+      "source": "PROVE-M",
+      "prompt": "Remove the stationary open brown cardboard box, along with the soft shadow and the clear reflection it casts on the glossy floor tiles. The foreground layer should show only the cardboard box with its outward-folded flaps and shipping label over a plain, uniform neutral gray background. For the background layer, restore the highly reflective tiled floor that was directly behind and beneath the removed box, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.1682190895080566,
+      "bg_mse": 0.034780677407979965,
+      "total_mse": 1.2029997669160366,
+      "videos": {
+        "composite": "samples/M_0020/composite.mp4",
+        "mask": "samples/M_0020/mask.mp4",
+        "fg_pred": "samples/M_0020/fg_pred.mp4",
+        "bg_pred": "samples/M_0020/bg_pred.mp4",
+        "bg_gt": "samples/M_0020/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:multi_effect",
+        "effect:reflection",
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "medium",
+        "reflection_type": "specular",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:multi_effect": 0.9,
+          "effect:reflection": 0.95,
+          "effect:shadow": 0.95
+        },
+        "evidence": "The cardboard box casts a contact shadow on the tiled floor, along with a clear specular reflection of its sides and flaps on the glossy floor surface.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:33:36.960606+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 32.23625946044922,
+          "mpsnr": 20.337312698364258,
+          "rc_s": 0.5377722469720735,
+          "rc_t": 0.14378481975165744
+        },
+        "score": 0.5212593313859136,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "M_0021",
+      "source": "PROVE-M",
+      "prompt": "Remove the small orange and white plastic box enclosed in a clear, crinkled plastic bag from the floor, along with its soft shadow and faint reflection on the floor. The foreground layer should isolate only the bagged box over a plain, uniform neutral gray background, while the background layer restores the wooden floor that was directly behind it. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.9904956817626953,
+      "bg_mse": 0.016524001955986023,
+      "total_mse": 2.0070196837186813,
+      "videos": {
+        "composite": "samples/M_0021/composite.mp4",
+        "mask": "samples/M_0021/mask.mp4",
+        "fg_pred": "samples/M_0021/fg_pred.mp4",
+        "bg_pred": "samples/M_0021/bg_pred.mp4",
+        "bg_gt": "samples/M_0021/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:reflection",
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "small",
+        "reflection_type": "specular",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:reflection": 0.8,
+          "effect:shadow": 0.9
+        },
+        "evidence": "The target is a small orange plastic container on the floor. It casts a subtle contact shadow on the tiled floor and creates a faint specular reflection on the polished floor surface.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:33:43.365282+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 34.33216094970703,
+          "mpsnr": 32.612178802490234,
+          "rc_s": 0.46659716916337884,
+          "rc_t": 0.34871268054238685
+        },
+        "score": 0.4706669912366115,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "M_0022",
+      "source": "PROVE-M",
+      "prompt": "Remove the two men walking through the frame, along with the soft shadow they cast on the floor and their reflection in the glass doors of the fire extinguisher cabinet. The removed men\u2014one in a black jacket with 'NOUN' on the back and the other in a blue and white jacket\u2014should be isolated on a plain, uniform neutral gray background. In the main video, restore the concrete floor and the white wall that were occluded behind them, while the rest of the scene remains exactly the same.",
+      "fg_mse": 0.6583788394927979,
+      "bg_mse": 0.07272041589021683,
+      "total_mse": 0.7310992553830147,
+      "videos": {
+        "composite": "samples/M_0022/composite.mp4",
+        "mask": "samples/M_0022/mask.mp4",
+        "fg_pred": "samples/M_0022/fg_pred.mp4",
+        "bg_pred": "samples/M_0022/bg_pred.mp4",
+        "bg_gt": "samples/M_0022/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "motion:camera_motion",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "large",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9,
+          "motion:camera_motion": 0.8,
+          "scene:occlusion": 0.95
+        },
+        "evidence": "The target consists of two people walking in a hallway. Their cast shadows are visible on the floor, and one person occludes the other as they cross paths.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:33:50.613383+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 22.85169219970703,
+          "mpsnr": 25.031721115112305,
+          "rc_s": 0.36761536679947304,
+          "rc_t": 0.07020256098621606
+        },
+        "score": 0.6861814345991561,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "M_0023",
+      "source": "PROVE-M",
+      "prompt": "Remove the man in black clothing, who is walking forward and kicking his leg backward, along with the hard shadow he casts on the wall and chairs, the soft shadow on the floor, and his faint reflection on the dark tiles. In his place, restore the dimly lit room's dark tiled flooring and the stacked black-and-white office chairs that were directly behind him. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.4141769409179688,
+      "bg_mse": 0.03580274432897568,
+      "total_mse": 1.4499796852469444,
+      "videos": {
+        "composite": "samples/M_0023/composite.mp4",
+        "mask": "samples/M_0023/mask.mp4",
+        "fg_pred": "samples/M_0023/fg_pred.mp4",
+        "bg_pred": "samples/M_0023/bg_pred.mp4",
+        "bg_gt": "samples/M_0023/bg_gt.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:shadow",
+        "motion:fast_subject_motion",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 0.9,
+          "effect:shadow": 0.95,
+          "motion:fast_subject_motion": 0.8,
+          "scene:occlusion": 0.85
+        },
+        "evidence": "The target is a person walking and kicking in a dark room. There is a prominent cast shadow on the wall behind the person, which is spatially disconnected from the target's body. The target is also partially occluded by the chairs in the background during some frames, and exhibits fast leg motion.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:33:58.011758+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 28.148944854736328,
+          "mpsnr": 14.541742324829102,
+          "rc_s": 0.4771240500041289,
+          "rc_t": 0.07813411594672562
+        },
+        "score": 0.6419182083739046,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "M_0024",
+      "source": "PROVE-M",
+      "prompt": "Remove the two men walking past each other in opposite directions, along with the hard, dark shadows they cast on the left wall and the soft contact shadows on the tiled floor beneath their feet. Inpaint the occluded area by restoring the dark grey tiled flooring and the light grey wall with its vertical seam that were behind them, while the rest of the scene stays exactly the same. The removed men\u2014one in a black long-sleeve shirt, black pants, and white sneakers, and the other in a black jacket, black pants, and brown boots\u2014should be isolated on a plain, uniform neutral gray background.",
+      "fg_mse": 1.2741751670837402,
+      "bg_mse": 0.032476890832185745,
+      "total_mse": 1.306652057915926,
+      "videos": {
+        "composite": "samples/M_0024/composite.mp4",
+        "mask": "samples/M_0024/mask.mp4",
+        "fg_pred": "samples/M_0024/fg_pred.mp4",
+        "bg_pred": "samples/M_0024/bg_pred.mp4",
+        "bg_gt": "samples/M_0024/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 1.0,
+          "scene:occlusion": 0.9
+        },
+        "evidence": "The target person walking from the left casts a prominent shadow on the wall behind them, which is also tracked as part of the target mask in some frames, and they are partially occluded by the frame edge as they enter.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:34:05.121923+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 27.131120681762695,
+          "mpsnr": 31.841293334960938,
+          "rc_s": 0.4798450835971801,
+          "rc_t": 0.23802238982948534
+        },
+        "score": 0.6095829276209023,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "M_0025",
+      "source": "PROVE-M",
+      "prompt": "Isolate the two men seen from behind, one in a dark jacket and tan boots and the other in a light beige sweater and sneakers, removing them along with the hard, dark cast shadows they throw on the wall and the soft shadows on the floor beneath them. Place the two men on a plain, uniform neutral gray background while they shift their weight and move slightly. For the background layer, restore the grey tiled floor and the light grey wall with electrical outlets that were occluded behind them, keeping the rest of the scene exactly the same.",
+      "fg_mse": 0.7880661487579346,
+      "bg_mse": 0.052567169070243835,
+      "total_mse": 0.8406333178281784,
+      "videos": {
+        "composite": "samples/M_0025/composite.mp4",
+        "mask": "samples/M_0025/mask.mp4",
+        "fg_pred": "samples/M_0025/fg_pred.mp4",
+        "bg_pred": "samples/M_0025/bg_pred.mp4",
+        "bg_gt": "samples/M_0025/bg_gt.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "large",
+        "mask_area": "large",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 1.0,
+          "effect:shadow": 1.0
+        },
+        "evidence": "The target masks cover two people standing in front of a wall. Their large, dark cast shadows are projected onto the wall behind them, which are spatially disconnected from the main body masks.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:34:13.875003+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 28.592369079589844,
+          "mpsnr": 24.39469337463379,
+          "rc_s": 0.507875119348652,
+          "rc_t": 0.08850933110601297
+        },
+        "score": 0.5298198636806232,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "M_0026",
+      "source": "PROVE-M",
+      "prompt": "Remove the two men seen from behind\u2014the one on the left in a black jacket, black pants, and brown boots, and the one on the right in a beige sweater, black pants, and white sneakers\u2014along with the hard shadow on the grey tiled wall and floor, the softer shadow on the wooden desk and floor, and the faint reflection in the dark window glass. Place the two moving men on a plain, uniform neutral gray background to create the foreground layer. For the background layer, restore the grey wall tiles, dark floor tiles, and the wooden reception desk that were occluded behind them, while the rest of the scene stays exactly the same.",
+      "fg_mse": 0.5642494559288025,
+      "bg_mse": 0.09386464208364487,
+      "total_mse": 0.6581140980124474,
+      "videos": {
+        "composite": "samples/M_0026/composite.mp4",
+        "mask": "samples/M_0026/mask.mp4",
+        "fg_pred": "samples/M_0026/fg_pred.mp4",
+        "bg_pred": "samples/M_0026/bg_pred.mp4",
+        "bg_gt": "samples/M_0026/bg_gt.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "large",
+        "mask_area": "large",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 1.0,
+          "effect:shadow": 1.0
+        },
+        "evidence": "The target characters cast prominent shadows onto the wall behind them. These cast shadows are physically separated from the main body of the targets, justifying the disconnected association tag.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:34:20.463386+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 24.900497436523438,
+          "mpsnr": 21.437076568603516,
+          "rc_s": 0.40377074028915394,
+          "rc_t": 0.023112473595563364
+        },
+        "score": 0.6606215514443363,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "M_0027",
+      "source": "PROVE-M",
+      "prompt": "Remove the two men walking in opposite directions, along with the hard shadows they cast on the wall and the shadows on the concrete floor and yellow lines. The removed men should be placed as a separate foreground layer over a plain, uniform neutral gray background. In the original video, restore the empty indoor parking space, the yellow painted diagonal lines on the concrete floor, and the plain wall illuminated by a spotlight that were directly behind them, while the rest of the scene stays exactly the same.",
+      "fg_mse": 2.1196258068084717,
+      "bg_mse": 0.04181290045380592,
+      "total_mse": 2.1614387072622776,
+      "videos": {
+        "composite": "samples/M_0027/composite.mp4",
+        "mask": "samples/M_0027/mask.mp4",
+        "fg_pred": "samples/M_0027/fg_pred.mp4",
+        "bg_pred": "samples/M_0027/bg_pred.mp4",
+        "bg_gt": "samples/M_0027/bg_gt.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 1.0,
+          "effect:shadow": 1.0
+        },
+        "evidence": "The target characters cast prominent, distinct shadows onto the wall behind them. Because the light source is positioned in front of the subjects, their cast shadows are spatially separated from their bodies on the wall, justifying the disconnected association tag.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:34:28.591837+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 33.891239166259766,
+          "mpsnr": 33.01409912109375,
+          "rc_s": 0.5356988430420675,
+          "rc_t": 0.1417585621157313
+        },
+        "score": 0.2814427134047387,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "M_0028",
+      "source": "PROVE-M",
+      "prompt": "Remove the person wearing a pink and purple plaid jacket and dark pants who is carrying a folded green umbrella, along with the soft shadow and faint reflection they cast on the glossy tiled floor. The removed person should be isolated on a plain, uniform neutral gray background, while the area they occluded is restored by filling in the glossy white tiled floor and the white wall behind them. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.655260443687439,
+      "bg_mse": 0.025272801518440247,
+      "total_mse": 1.6805332452058792,
+      "videos": {
+        "composite": "samples/M_0028/composite.mp4",
+        "mask": "samples/M_0028/mask.mp4",
+        "fg_pred": "samples/M_0028/fg_pred.mp4",
+        "bg_pred": "samples/M_0028/bg_pred.mp4",
+        "bg_gt": "samples/M_0028/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:no_visible_associated_effect"
+      ],
+      "attributes": {
+        "effect_extent": "none",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:no_visible_associated_effect": 0.9
+        },
+        "evidence": "The target is a person's arm/hand entering the frame on the right side, which does not cast any visible shadow or reflection on the floor or surrounding objects.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:34:35.097685+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 32.740718841552734,
+          "mpsnr": 29.27701759338379,
+          "rc_s": 0.5207795545190783,
+          "rc_t": 0.13557200070845882
+        },
+        "score": 0.39654333008763387,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "M_0029",
+      "source": "PROVE-M",
+      "prompt": "Remove the two men in dark clothing from the scene, including the hard, elongated shadows they cast forward onto the concrete floor, the reflections of the men in the glass panels of the cabinet, and the bright glare on the left man's jacket. Reconstruct the area behind them by restoring the concrete floor, the pillar labeled 'D B2', and the glass-paneled cabinet that were occluded. The foreground layer should isolate the two men, with the left man in a black jacket performing kicking motions and the right man in a dark hoodie standing still, placed against a plain, uniform neutral gray background while the rest of the scene stays exactly the same.",
+      "fg_mse": 2.4269444942474365,
+      "bg_mse": 0.06991429626941681,
+      "total_mse": 2.4968587905168533,
+      "videos": {
+        "composite": "samples/M_0029/composite.mp4",
+        "mask": "samples/M_0029/mask.mp4",
+        "fg_pred": "samples/M_0029/fg_pred.mp4",
+        "bg_pred": "samples/M_0029/bg_pred.mp4",
+        "bg_gt": "samples/M_0029/bg_gt.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:lighting_or_color_spill",
+        "effect:multi_effect",
+        "effect:reflection",
+        "effect:shadow",
+        "motion:camera_motion"
+      ],
+      "attributes": {
+        "effect_extent": "large",
+        "mask_area": "medium",
+        "reflection_type": "mirror",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 0.95,
+          "effect:lighting_or_color_spill": 0.9,
+          "effect:multi_effect": 1.0,
+          "effect:reflection": 0.95,
+          "effect:shadow": 1.0,
+          "motion:camera_motion": 0.9
+        },
+        "evidence": "The two men are walking in a dark room with a flashlight. Their long cast shadows stretch across the floor and onto the wall/mirror behind them. Additionally, their reflections are clearly visible in the mirror/glass panel in front of them, which are spatially disconnected from their bodies.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:34:42.410972+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 27.8214054107666,
+          "mpsnr": 20.699575424194336,
+          "rc_s": 0.4842435278213443,
+          "rc_t": 0.13347336980362412
+        },
+        "score": 0.6738072054527751,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "M_0030",
+      "source": "PROVE-M",
+      "prompt": "Remove the two men walking in dark jackets and pants, along with the hard shadows they cast on the wall and the soft shadows on the tiled floor. The foreground layer should display only the two men over a plain, uniform neutral gray background. In the background layer, restore the dimly lit tiled floor and the wall with informational displays that were occluded behind them, while the rest of the scene stays exactly the same.",
+      "fg_mse": 2.1970694065093994,
+      "bg_mse": 0.04311828687787056,
+      "total_mse": 2.24018769338727,
+      "videos": {
+        "composite": "samples/M_0030/composite.mp4",
+        "mask": "samples/M_0030/mask.mp4",
+        "fg_pred": "samples/M_0030/fg_pred.mp4",
+        "bg_pred": "samples/M_0030/bg_pred.mp4",
+        "bg_gt": "samples/M_0030/bg_gt.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:multi_effect",
+        "effect:reflection",
+        "effect:shadow",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "large",
+        "mask_area": "medium",
+        "reflection_type": "specular",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 1.0,
+          "effect:multi_effect": 0.9,
+          "effect:reflection": 0.9,
+          "effect:shadow": 1.0,
+          "scene:occlusion": 0.95
+        },
+        "evidence": "The target consists of two people walking in a dark room. They cast prominent, large shadows on the wall behind them (cast shadows) and also have contact shadows on the floor. Additionally, there is a faint specular reflection of the targets on the glossy floor tiles. The cast shadows on the wall are spatially disconnected from the target masks. One person also occludes the other as they cross paths.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:34:49.218039+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 35.36229705810547,
+          "mpsnr": 31.885944366455078,
+          "rc_s": 0.5889085089988502,
+          "rc_t": 0.15209537651396934
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+        "score": 0.2688656280428432,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "M_0031",
+      "source": "PROVE-M",
+      "prompt": "Remove the two men dancing\u2014one in a beige t-shirt and the other in a black jacket\u2014along with the hard shadows they cast on the wall, the soft shadows on the floor, and their faint reflections on the tiled floor. In the area where they were removed, restore the tiled wall and tiled floor that were occluded behind them, ensuring the circular yellow spotlight is seamlessly filled in. The rest of the scene stays exactly the same.",
+      "fg_mse": 0.8095402717590332,
+      "bg_mse": 0.05764889717102051,
+      "total_mse": 0.8671891689300537,
+      "videos": {
+        "composite": "samples/M_0031/composite.mp4",
+        "mask": "samples/M_0031/mask.mp4",
+        "fg_pred": "samples/M_0031/fg_pred.mp4",
+        "bg_pred": "samples/M_0031/bg_pred.mp4",
+        "bg_gt": "samples/M_0031/bg_gt.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:shadow",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "large",
+        "mask_area": "large",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 1.0,
+          "effect:shadow": 1.0,
+          "scene:occlusion": 0.9
+        },
+        "evidence": "The target characters cast prominent, distinct shadows on the wall behind them, which are spatially disconnected from their bodies. Additionally, the character in the foreground partially occludes the character in the background.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:34:55.663916+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 28.80682373046875,
+          "mpsnr": 30.345439910888672,
+          "rc_s": 0.44284118499027497,
+          "rc_t": 0.08583210147370342
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+        "score": 0.5555014605647517,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "M_0032",
+      "source": "PROVE-M",
+      "prompt": "Remove the woman in the pink sweater and the boy in the blue jacket, along with the soft shadow they cast on the wall behind them and the shadow on the floor beneath them. Place the woman and boy on a plain, uniform neutral gray background as a separate foreground layer, and fill in the area directly behind them by restoring the white radiator, the table with the cardboard box and red cloth, and the floor that were previously occluded. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.4627342224121094,
+      "bg_mse": 0.05335252359509468,
+      "total_mse": 1.516086746007204,
+      "videos": {
+        "composite": "samples/M_0032/composite.mp4",
+        "mask": "samples/M_0032/mask.mp4",
+        "fg_pred": "samples/M_0032/fg_pred.mp4",
+        "bg_pred": "samples/M_0032/bg_pred.mp4",
+        "bg_gt": "samples/M_0032/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "motion:fast_subject_motion",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "large",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95,
+          "motion:fast_subject_motion": 0.85,
+          "scene:occlusion": 0.9
+        },
+        "evidence": "The video features two people hugging and moving dynamically, casting prominent contact and cast shadows on the floor and the wall behind them. The subjects also occlude each other during their movement.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:35:02.522127+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 25.65593719482422,
+          "mpsnr": 24.477388381958008,
+          "rc_s": 0.44516280088335797,
+          "rc_t": 0.07102114539219806
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+        "score": 0.6350210970464135,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "M_0033",
+      "source": "PROVE-M",
+      "prompt": "Remove the two dancing men\u2014one in a black jacket and pants, and the other in a beige shirt and dark pants\u2014along with the hard shadows they cast on the wall and the soft shadows on the floor. The foreground layer should isolate the two men and their synchronized movements, including the man in black squatting down, against a plain, uniform neutral gray background. To complete the clean background layer, restore the light-colored tiled wall and the grey tiled floor that were occluded behind them, while the rest of the scene stays exactly the same.",
+      "fg_mse": 0.6856557130813599,
+      "bg_mse": 0.06092076003551483,
+      "total_mse": 0.7465764731168747,
+      "videos": {
+        "composite": "samples/M_0033/composite.mp4",
+        "mask": "samples/M_0033/mask.mp4",
+        "fg_pred": "samples/M_0033/fg_pred.mp4",
+        "bg_pred": "samples/M_0033/bg_pred.mp4",
+        "bg_gt": "samples/M_0033/bg_gt.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:shadow",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "large",
+        "mask_area": "large",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 0.95,
+          "effect:shadow": 1.0,
+          "scene:occlusion": 0.9
+        },
+        "evidence": "The target mask covers two people who cast large, prominent shadows onto the wall behind them. These cast shadows are partially disconnected from the subjects' bodies due to the lighting angle, and the subjects also occlude each other during their movements.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:35:10.470244+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 29.475801467895508,
+          "mpsnr": 32.30677795410156,
+          "rc_s": 0.4577170088736552,
+          "rc_t": 0.1228528137612777
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+        "score": 0.49476630963972734,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "M_0034",
+      "source": "PROVE-M",
+      "prompt": "Remove the two men in black t-shirts and dark pants, along with the sharp, dark shadow they cast on the wooden door and white wall, and their reflection on the metallic ceiling. Place the two men on a plain, uniform neutral gray background as a separate foreground layer, showing one man occasionally kicking his leg up. In the background layer, restore the closed wooden door, its sign and handle, and the white wall that were occluded behind them, while the rest of the scene stays exactly the same.",
+      "fg_mse": 0.934639573097229,
+      "bg_mse": 0.1189260482788086,
+      "total_mse": 1.0535656213760376,
+      "videos": {
+        "composite": "samples/M_0034/composite.mp4",
+        "mask": "samples/M_0034/mask.mp4",
+        "fg_pred": "samples/M_0034/fg_pred.mp4",
+        "bg_pred": "samples/M_0034/bg_pred.mp4",
+        "bg_gt": "samples/M_0034/bg_gt.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "large",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 0.9,
+          "effect:shadow": 0.95
+        },
+        "evidence": "The target person casts a large, distinct shadow onto the door behind them. This shadow is spatially disconnected from the target's body in several frames, making it a disconnected cast shadow.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:35:17.911957+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 16.728609085083008,
+          "mpsnr": 17.569149017333984,
+          "rc_s": 0.4411413954568175,
+          "rc_t": 0.01047186170364357
+        },
+        "score": 0.6859785783836416,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "M_0035",
+      "source": "PROVE-M",
+      "prompt": "Remove the large, semi-transparent blue plastic water jug, the white plastic dustpan with its tall metal handle, and the small yellow container inside it, along with their soft shadows and reflections on the glossy floor and the glass wall. The foreground layer should isolate these objects over a plain, uniform neutral gray background. To fill the area directly behind the removed objects, restore the glossy white tiled floor and the glass partition on the right, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.1748751401901245,
+      "bg_mse": 0.023908808827400208,
+      "total_mse": 1.1987839490175247,
+      "videos": {
+        "composite": "samples/M_0035/composite.mp4",
+        "mask": "samples/M_0035/mask.mp4",
+        "fg_pred": "samples/M_0035/fg_pred.mp4",
+        "bg_pred": "samples/M_0035/bg_pred.mp4",
+        "bg_gt": "samples/M_0035/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:multi_effect",
+        "effect:reflection",
+        "effect:shadow",
+        "effect:transparency_or_refraction",
+        "geometry:thin_structure"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "medium",
+        "reflection_type": "specular",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:multi_effect": 0.95,
+          "effect:reflection": 0.95,
+          "effect:shadow": 0.95,
+          "effect:transparency_or_refraction": 0.9,
+          "geometry:thin_structure": 0.9
+        },
+        "evidence": "The target objects (dustpan, broom, and water bottle) cast shadows and create specular reflections on the polished floor. The water bottle is also semi-transparent, and the broom handle is a thin structure.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:35:25.379196+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 33.51957702636719,
+          "mpsnr": 31.817968368530273,
+          "rc_s": 0.5919473650355465,
+          "rc_t": 0.10514913516269578
+        },
+        "score": 0.24285946121389157,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "M_0036",
+      "source": "PROVE-M",
+      "prompt": "Remove the two dancing men\u2014one on the left in a dark plaid button-up shirt and dark pants, and the other on the right in a white t-shirt and dark pants\u2014along with the soft shadows they cast on the floor and the wall behind them. Isolate the dancing men on a plain, uniform neutral gray background to create the foreground layer, and inpaint the background by restoring the green chalkboard, the small platform, and the wall that were directly behind them. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.3984029293060303,
+      "bg_mse": 0.06298581510782242,
+      "total_mse": 1.4613887444138527,
+      "videos": {
+        "composite": "samples/M_0036/composite.mp4",
+        "mask": "samples/M_0036/mask.mp4",
+        "fg_pred": "samples/M_0036/fg_pred.mp4",
+        "bg_pred": "samples/M_0036/bg_pred.mp4",
+        "bg_gt": "samples/M_0036/bg_gt.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "large",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 0.9,
+          "effect:shadow": 0.95
+        },
+        "evidence": "The target consists of two people dancing in a room. Their cast shadows are clearly visible on the floor behind them and are spatially disconnected from their feet at times, which is labeled as association:disconnected.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:35:32.246608+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 30.267642974853516,
+          "mpsnr": 20.771894454956055,
+          "rc_s": 0.5810131381587367,
+          "rc_t": 0.06896779292480945
+        },
+        "score": 0.4277020447906524,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "M_0037",
+      "source": "PROVE-M",
+      "prompt": "Remove the two men walking across the frame, along with the sharp, dark shadow they cast on the wall to their right and the soft shadows beneath their feet on the concrete floor. In the area where they were removed, restore the plain, light-colored wall with its horizontal seam and the concrete floor with its white parking lines. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.1601284742355347,
+      "bg_mse": 0.05947628244757652,
+      "total_mse": 1.2196047566831112,
+      "videos": {
+        "composite": "samples/M_0037/composite.mp4",
+        "mask": "samples/M_0037/mask.mp4",
+        "fg_pred": "samples/M_0037/fg_pred.mp4",
+        "bg_pred": "samples/M_0037/bg_pred.mp4",
+        "bg_gt": "samples/M_0037/bg_gt.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:shadow",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "large",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 0.9,
+          "effect:shadow": 1.0,
+          "scene:occlusion": 0.9
+        },
+        "evidence": "The target person casts a large, distinct shadow on the wall behind them, which is spatially disconnected from the target's body in several frames. Additionally, there is occlusion as another person walks in front of the target.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:35:38.999614+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 20.73662567138672,
+          "mpsnr": 21.54067039489746,
+          "rc_s": 0.4240913671879559,
+          "rc_t": 0.3281080751395431
+        },
+        "score": 0.8719571567672834,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "M_0038",
+      "source": "PROVE-M",
+      "prompt": "Remove the two men dressed in dark jackets, jeans, and sneakers from the scene, along with the hard shadows they cast on the concrete wall and the soft shadows on the concrete floor beneath them. The foreground layer should show only these two men performing their synchronized squatting, arm-raising, and kicking movements against a plain, uniform neutral gray background. In the background layer, restore the concrete wall, the support pillar, and the concrete floor that were occluded behind them, while the rest of the scene remains exactly the same.",
+      "fg_mse": 2.04081392288208,
+      "bg_mse": 0.04311543330550194,
+      "total_mse": 2.083929356187582,
+      "videos": {
+        "composite": "samples/M_0038/composite.mp4",
+        "mask": "samples/M_0038/mask.mp4",
+        "fg_pred": "samples/M_0038/fg_pred.mp4",
+        "bg_pred": "samples/M_0038/bg_pred.mp4",
+        "bg_gt": "samples/M_0038/bg_gt.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "large",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 1.0,
+          "effect:shadow": 1.0
+        },
+        "evidence": "The two men cast large, distinct shadows onto the wall behind them. These shadows are spatially disconnected from the main body masks of the men, representing a clear cast shadow effect.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:35:45.427336+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 37.174049377441406,
+          "mpsnr": 34.45938491821289,
+          "rc_s": 0.501683215820161,
+          "rc_t": 0.11369856146778975
+        },
+        "score": 0.2530022719896138,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "M_0039",
+      "source": "PROVE-M",
+      "prompt": "Remove the two dancing men wearing face masks, along with the soft shadows they cast on the wall behind them and the floor beneath them, splitting the video into two layers. The foreground layer must show only the man on the left in his dark long-sleeved shirt and the man on the right in his white t-shirt over a plain, uniform neutral gray background. In the background layer, restore the white wall decorated with children's drawings and the floor that were occluded behind them, while the rest of the scene remains exactly the same.",
+      "fg_mse": 1.3054120540618896,
+      "bg_mse": 0.05229965224862099,
+      "total_mse": 1.3577117063105106,
+      "videos": {
+        "composite": "samples/M_0039/composite.mp4",
+        "mask": "samples/M_0039/mask.mp4",
+        "fg_pred": "samples/M_0039/fg_pred.mp4",
+        "bg_pred": "samples/M_0039/bg_pred.mp4",
+        "bg_gt": "samples/M_0039/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "large",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95,
+          "scene:textured_background": 0.9
+        },
+        "evidence": "The two dancing men cast visible shadows on the wall behind them, which is highly textured with drawings and posters.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:35:53.656516+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 28.43649673461914,
+          "mpsnr": 16.982009887695312,
+          "rc_s": 0.5449822820868173,
+          "rc_t": 0.08451774074894998
+        },
+        "score": 0.5425998052580331,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "M_0040",
+      "source": "PROVE-M",
+      "prompt": "Remove the stationary small plastic stool with its white base and pink top, along with the sharp shadow it casts on the white wall to its left and the soft shadow on the floor beneath it. The removed stool should be isolated on a plain, uniform neutral gray background, while the area it occluded is filled by restoring the patterned tiled floor and the plain white wall directly behind it. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.3307814598083496,
+      "bg_mse": 0.029402783140540123,
+      "total_mse": 1.3601842429488897,
+      "videos": {
+        "composite": "samples/M_0040/composite.mp4",
+        "mask": "samples/M_0040/mask.mp4",
+        "fg_pred": "samples/M_0040/fg_pred.mp4",
+        "bg_pred": "samples/M_0040/bg_pred.mp4",
+        "bg_gt": "samples/M_0040/bg_gt.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 0.9,
+          "effect:shadow": 1.0
+        },
+        "evidence": "The plastic stool casts a prominent shadow on the wall behind it, which is spatially disconnected from the stool itself, as well as contact shadows on the floor.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:36:00.233663+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 31.13071060180664,
+          "mpsnr": 25.701677322387695,
+          "rc_s": 0.5430453140461241,
+          "rc_t": 0.07858057816823323
+        },
+        "score": 0.39277020447906524,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "M_0041",
+      "source": "PROVE-M",
+      "prompt": "Remove the stationary metal dustpan with its long silver handle and orange grip, along with the sharp shadow it casts on the white wall to the left and the soft shadow on the tiled floor beneath it. The dustpan should be isolated on a plain, uniform neutral gray background, while the main video is restored by filling in the tiled floor and white wall that were occluded behind it. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.485690951347351,
+      "bg_mse": 0.020209142938256264,
+      "total_mse": 1.5059000942856073,
+      "videos": {
+        "composite": "samples/M_0041/composite.mp4",
+        "mask": "samples/M_0041/mask.mp4",
+        "fg_pred": "samples/M_0041/fg_pred.mp4",
+        "bg_pred": "samples/M_0041/bg_pred.mp4",
+        "bg_gt": "samples/M_0041/bg_gt.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:shadow",
+        "geometry:thin_structure",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "large",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 1.0,
+          "effect:shadow": 1.0,
+          "geometry:thin_structure": 0.95,
+          "scene:textured_background": 0.9
+        },
+        "evidence": "The dustpan has a long, thin handle and casts a prominent, long shadow onto the wall behind it, which is spatially disconnected from the main body of the dustpan. The floor is also highly textured marble.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:36:07.150808+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 36.124473571777344,
+          "mpsnr": 25.058536529541016,
+          "rc_s": 0.6181670458125309,
+          "rc_t": 0.05271913749831063
+        },
+        "score": 0.21125446283674132,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "M_0042",
+      "source": "PROVE-M",
+      "prompt": "Isolate the person wearing a light pink jacket, striped shirt, dark pants, and a hat dancing rhythmically in place, placing them alone on a uniform neutral gray background. Remove the person and the soft shadows they cast on the blue cabinet, the wall behind them, and the floor beneath them, restoring the blue cabinet, wall, and floor that were directly behind them. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.571319580078125,
+      "bg_mse": 0.03957206383347511,
+      "total_mse": 1.6108916439116001,
+      "videos": {
+        "composite": "samples/M_0042/composite.mp4",
+        "mask": "samples/M_0042/mask.mp4",
+        "fg_pred": "samples/M_0042/fg_pred.mp4",
+        "bg_pred": "samples/M_0042/bg_pred.mp4",
+        "bg_gt": "samples/M_0042/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95
+        },
+        "evidence": "The target person casts a distinct shadow on the wall behind them and on the floor, which are visible associated effects.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:36:13.822056+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 30.13667869567871,
+          "mpsnr": 19.5277099609375,
+          "rc_s": 0.43474300345243766,
+          "rc_t": 0.0522843951221275
+        },
+        "score": 0.607148653034729,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "M_0043",
+      "source": "PROVE-M",
+      "prompt": "Remove the two men walking forward\u2014one wearing a light beige jacket, dark pants, and a cap, and the other in a dark green t-shirt, dark pants, and a cap holding a phone and a lanyard\u2014along with their soft shadows on the floor and their reflections in the floor tiles, the white cabinet's glass door, and the blue cabinet's glass door. The removed men should be placed on a separate foreground layer over a plain, uniform neutral gray background, while the main video is inpainted to restore the light-colored floor tiles and the lower portions of the cabinets that were occluded behind them. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.1853607892990112,
+      "bg_mse": 0.033139947801828384,
+      "total_mse": 1.2185007371008396,
+      "videos": {
+        "composite": "samples/M_0043/composite.mp4",
+        "mask": "samples/M_0043/mask.mp4",
+        "fg_pred": "samples/M_0043/fg_pred.mp4",
+        "bg_pred": "samples/M_0043/bg_pred.mp4",
+        "bg_gt": "samples/M_0043/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "large",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9,
+          "scene:occlusion": 0.95
+        },
+        "evidence": "The target is a person walking across the room. Their cast shadow is visible on the floor and nearby furniture as they move, and they are partially occluded by another person walking in front of them.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:36:20.847897+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 25.7061767578125,
+          "mpsnr": 25.52202606201172,
+          "rc_s": 0.41375798904131605,
+          "rc_t": 0.015009424583222287
+        },
+        "score": 0.6030103862382343,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "M_0044",
+      "source": "PROVE-M",
+      "prompt": "Remove the man wearing a black short-sleeved shirt, black pants, and brown boots, along with the sharp shadow on the door and white wall and the soft shadow on the floor beneath him, placing him as a separate foreground layer walking and swinging his arms against a plain, uniform neutral gray background. In the background video, restore the wooden door, the white wall, and the floor that were occluded behind him. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.1345020532608032,
+      "bg_mse": 0.038128823041915894,
+      "total_mse": 1.1726308763027191,
+      "videos": {
+        "composite": "samples/M_0044/composite.mp4",
+        "mask": "samples/M_0044/mask.mp4",
+        "fg_pred": "samples/M_0044/fg_pred.mp4",
+        "bg_pred": "samples/M_0044/bg_pred.mp4",
+        "bg_gt": "samples/M_0044/bg_gt.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 0.95,
+          "effect:shadow": 1.0
+        },
+        "evidence": "The target person casts a prominent shadow on the door and wall behind them. As the person moves forward, the shadow becomes spatially disconnected from the main body mask, particularly visible on the wall.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:36:27.429014+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 27.060043334960938,
+          "mpsnr": 28.966064453125,
+          "rc_s": 0.47380163139970877,
+          "rc_t": 0.15057677133324104
+        },
+        "score": 0.6447987666342097,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "M_0045",
+      "source": "PROVE-M",
+      "prompt": "Remove the two men standing side-by-side, along with the distinct shadows they cast on the white wall and the soft shadows on the gray tiled floor beneath their feet. The foreground layer should show only the two men\u2014one in a blue and white hooded jacket and the other in a black jacket with white lettering\u2014turning around to face forward against a plain, uniform neutral gray background. In the background layer, restore the plain white wall, the dark baseboard, and the dark gray tiled floor that were occluded behind them, while the rest of the scene stays exactly the same.",
+      "fg_mse": 0.4316178858280182,
+      "bg_mse": 0.09444631636142731,
+      "total_mse": 0.5260642021894455,
+      "videos": {
+        "composite": "samples/M_0045/composite.mp4",
+        "mask": "samples/M_0045/mask.mp4",
+        "fg_pred": "samples/M_0045/fg_pred.mp4",
+        "bg_pred": "samples/M_0045/bg_pred.mp4",
+        "bg_gt": "samples/M_0045/bg_gt.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "large",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 1.0,
+          "effect:shadow": 1.0
+        },
+        "evidence": "The target masks cover two people standing in front of a wall. Their cast shadows are clearly visible on the wall behind them, which are spatially disconnected from the main body masks.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:36:34.089885+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 21.410865783691406,
+          "mpsnr": 24.273929595947266,
+          "rc_s": 0.3653330748014547,
+          "rc_t": 0.1036666434998685
+        },
+        "score": 0.7566131126257708,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "M_0046",
+      "source": "PROVE-M",
+      "prompt": "Remove the person wearing a dark jacket, dark pants, and white sneakers who is performing energetic dance moves, along with the hard shadow they cast on the corrugated pipe and back wall, and the soft shadow on the concrete floor. The removed person should be isolated on a plain, uniform neutral gray background. Inpaint and restore the concrete floor, the white parking lines, and the dark corrugated pipe that were directly behind the dancer, while the rest of the scene stays exactly the same.",
+      "fg_mse": 3.0884358882904053,
+      "bg_mse": 0.04650150239467621,
+      "total_mse": 3.1349373906850815,
+      "videos": {
+        "composite": "samples/M_0046/composite.mp4",
+        "mask": "samples/M_0046/mask.mp4",
+        "fg_pred": "samples/M_0046/fg_pred.mp4",
+        "bg_pred": "samples/M_0046/bg_pred.mp4",
+        "bg_gt": "samples/M_0046/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95
+        },
+        "evidence": "The person crawling in the dark garage casts a distinct shadow onto the wall and pipe behind them, which is illuminated by a flashlight.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:36:40.296600+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 31.883251190185547,
+          "mpsnr": 31.66778564453125,
+          "rc_s": 0.43884574569556367,
+          "rc_t": 0.13551313470972176
+        },
+        "score": 0.508357676079195,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "M_0047",
+      "source": "PROVE-M",
+      "prompt": "Remove the two dancing men in dark long-sleeved shirts and pants, along with the hard shadows they cast on the stacked chairs and grey wall to the right, and their soft reflections on the dark tiled floor. Place the two men performing their coordinated routine over a plain, uniform neutral gray background as a separate layer. In the main video, restore the dark tiled flooring and the grey wall that were directly behind the dancers, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.318458080291748,
+      "bg_mse": 0.054523956030607224,
+      "total_mse": 1.3729820363223553,
+      "videos": {
+        "composite": "samples/M_0047/composite.mp4",
+        "mask": "samples/M_0047/mask.mp4",
+        "fg_pred": "samples/M_0047/fg_pred.mp4",
+        "bg_pred": "samples/M_0047/bg_pred.mp4",
+        "bg_gt": "samples/M_0047/bg_gt.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:shadow",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "large",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 0.9,
+          "effect:shadow": 0.95,
+          "scene:occlusion": 0.85
+        },
+        "evidence": "The target characters cast prominent shadows onto the floor and the background chairs/wall. The shadows are partially disconnected from the feet, and the characters occlude each other and the background chairs.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:36:48.154359+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 28.041105270385742,
+          "mpsnr": 15.308753967285156,
+          "rc_s": 0.4527236370022884,
+          "rc_t": 0.09031021668767931
+        },
+        "score": 0.7059396299902629,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "M_0048",
+      "source": "PROVE-M",
+      "prompt": "Remove the two dancing men\u2014one in a dark jacket and the other in a lighter jacket with dark sleeves\u2014along with the hard shadows they cast on the wall and the soft shadows on the floor. In their place, restore the dimly lit wall with the projected diagram, the bright circular spotlight, and the floor that were occluded behind them. The foreground layer should isolate the two men dancing over a plain, uniform neutral gray background, while the rest of the scene stays exactly the same.",
+      "fg_mse": 2.252643346786499,
+      "bg_mse": 0.04380001500248909,
+      "total_mse": 2.296443361788988,
+      "videos": {
+        "composite": "samples/M_0048/composite.mp4",
+        "mask": "samples/M_0048/mask.mp4",
+        "fg_pred": "samples/M_0048/fg_pred.mp4",
+        "bg_pred": "samples/M_0048/bg_pred.mp4",
+        "bg_gt": "samples/M_0048/bg_gt.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "large",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 0.9,
+          "effect:shadow": 0.95
+        },
+        "evidence": "The two people standing in front of the wall cast large, distinct shadows onto the wall behind them. These shadows are disconnected from the main bodies of the targets due to the distance between the targets and the wall.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:36:54.543370+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 18.460620880126953,
+          "mpsnr": 27.006929397583008,
+          "rc_s": 0.5815662402585464,
+          "rc_t": 0.12646581731873624
+        },
+        "score": 0.5225576111652062,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "M_0049",
+      "source": "PROVE-M",
+      "prompt": "Remove the two dancing people wearing face masks and hats, along with the hard shadows they cast on the chalkboard and wall, and the soft shadows on the floor beneath them. The foreground layer should display only the two dancers over a plain, uniform neutral gray background, while the background layer restores the green chalkboard and the floor area that were directly behind them. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.0485119819641113,
+      "bg_mse": 0.053742650896310806,
+      "total_mse": 1.1022546328604221,
+      "videos": {
+        "composite": "samples/M_0049/composite.mp4",
+        "mask": "samples/M_0049/mask.mp4",
+        "fg_pred": "samples/M_0049/fg_pred.mp4",
+        "bg_pred": "samples/M_0049/bg_pred.mp4",
+        "bg_gt": "samples/M_0049/bg_gt.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "large",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 0.95,
+          "effect:shadow": 1.0
+        },
+        "evidence": "The two dancing subjects cast prominent, dark, and distinct shadows onto the chalkboard and wall behind them. These cast shadows are spatially separated from the subjects' main bodies, justifying the disconnected association tag.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:37:04.731286+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 29.199735641479492,
+          "mpsnr": 21.241409301757812,
+          "rc_s": 0.5652981594418425,
+          "rc_t": 0.07300772196989617
+        },
+        "score": 0.45946932814021424,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "M_0050",
+      "source": "PROVE-M",
+      "prompt": "Remove the two men dressed in black long-sleeved shirts and black pants performing squats, along with the sharp shadow on the fire safety cabinet door and wall, and the soft shadow on the concrete floor. Place the two men on a plain, uniform neutral gray background to create the foreground layer, and restore the concrete floor with white painted lines and the red fire safety cabinet that were occluded behind them to complete the clean background layer. The rest of the scene stays exactly the same.",
+      "fg_mse": 0.9177653789520264,
+      "bg_mse": 0.09738641232252121,
+      "total_mse": 1.0151517912745476,
+      "videos": {
+        "composite": "samples/M_0050/composite.mp4",
+        "mask": "samples/M_0050/mask.mp4",
+        "fg_pred": "samples/M_0050/fg_pred.mp4",
+        "bg_pred": "samples/M_0050/bg_pred.mp4",
+        "bg_gt": "samples/M_0050/bg_gt.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:multi_effect",
+        "effect:reflection",
+        "effect:shadow",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "large",
+        "reflection_type": "glass",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 0.85,
+          "effect:multi_effect": 0.9,
+          "effect:reflection": 0.9,
+          "effect:shadow": 0.95,
+          "scene:occlusion": 0.8
+        },
+        "evidence": "The target subjects cast prominent shadows on the ground and the door behind them. Additionally, their reflections are visible on the glass door panel. Since the shadows and reflections are spatially separated from the subjects, the disconnected association tag is applied.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:37:11.795452+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 21.94660186767578,
+          "mpsnr": 20.954120635986328,
+          "rc_s": 0.483007223760392,
+          "rc_t": 0.13583021602021556
+        },
+        "score": 0.714987017202207,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "M_0051",
+      "source": "PROVE-M",
+      "prompt": "Remove the two people walking and gesturing, including the person in the light pink jacket and the other in the striped shirt and white jacket, along with the hard shadows they cast on the white wall and the soft shadows on the floor. The foreground layer should display only these two individuals over a plain, uniform neutral gray background. In the background layer, restore the white wall, the dark baseboard, and the floor that were occluded behind them, while the rest of the scene remains exactly the same.",
+      "fg_mse": 1.456122636795044,
+      "bg_mse": 0.04072299227118492,
+      "total_mse": 1.4968456290662289,
+      "videos": {
+        "composite": "samples/M_0051/composite.mp4",
+        "mask": "samples/M_0051/mask.mp4",
+        "fg_pred": "samples/M_0051/fg_pred.mp4",
+        "bg_pred": "samples/M_0051/bg_pred.mp4",
+        "bg_gt": "samples/M_0051/bg_gt.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 0.9,
+          "effect:shadow": 1.0
+        },
+        "evidence": "The target person casts a prominent shadow on the wall behind them, which is spatially disconnected from the target's body in several frames.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:37:18.355335+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 29.738962173461914,
+          "mpsnr": 29.359712600708008,
+          "rc_s": 0.4904980631768177,
+          "rc_t": 0.11898387438028397
+        },
+        "score": 0.4916423239208049,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "M_0052",
+      "source": "PROVE-M",
+      "prompt": "Remove the two men dressed in black shirts and black pants walking forward, along with the hard shadows they cast on the white wall and wooden door to the left and the soft shadows on the dark tiled floor below. The foreground layer should show only these two men walking over a plain, uniform neutral gray background. To fill the area directly behind them, restore the empty hallway's white wall, the closed wooden door, and the dark tiled floor, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.503220796585083,
+      "bg_mse": 0.049552567303180695,
+      "total_mse": 1.5527733638882637,
+      "videos": {
+        "composite": "samples/M_0052/composite.mp4",
+        "mask": "samples/M_0052/mask.mp4",
+        "fg_pred": "samples/M_0052/fg_pred.mp4",
+        "bg_pred": "samples/M_0052/bg_pred.mp4",
+        "bg_gt": "samples/M_0052/bg_gt.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "large",
+        "mask_area": "large",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 1.0,
+          "effect:shadow": 1.0
+        },
+        "evidence": "The target person casts a very prominent, large shadow on the wall behind them, which is spatially disconnected from the target's body mask.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:37:24.971693+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 27.481307983398438,
+          "mpsnr": 23.824981689453125,
+          "rc_s": 0.46109983114217334,
+          "rc_t": 0.17074984018372963
+        },
+        "score": 0.7346640701071081,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "M_0053",
+      "source": "PROVE-M",
+      "prompt": "Remove the white toy tricycle with wooden handlebars, a wooden seat, and a small brown basket on the front, along with the soft shadow it casts on the concrete floor. Place the tricycle on a plain, uniform neutral gray background to create a separate foreground layer, and fill the area directly behind it by restoring the concrete floor that was occluded. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.1348085403442383,
+      "bg_mse": 0.011377280578017235,
+      "total_mse": 2.1461858209222555,
+      "videos": {
+        "composite": "samples/M_0053/composite.mp4",
+        "mask": "samples/M_0053/mask.mp4",
+        "fg_pred": "samples/M_0053/fg_pred.mp4",
+        "bg_pred": "samples/M_0053/bg_pred.mp4",
+        "bg_gt": "samples/M_0053/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "motion:fast_subject_motion",
+        "motion:motion_blur"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95,
+          "motion:fast_subject_motion": 0.8,
+          "motion:motion_blur": 0.85
+        },
+        "evidence": "The moving toy tricycle casts a contact shadow and a subtle cast shadow on the concrete floor as it rolls across the kitchen.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:37:31.747852+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 30.794387817382812,
+          "mpsnr": 30.91845703125,
+          "rc_s": 0.5611554130960891,
+          "rc_t": 0.20896222778017318
+        },
+        "score": 0.447135670236936,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "M_0054",
+      "source": "PROVE-M",
+      "prompt": "Remove the elderly man in the white long-sleeved shirt and the elderly woman in the dark patterned jacket, along with the soft shadows they cast on the concrete floor, white paneled wall, and glass door. The foreground layer should show only these two people over a plain, uniform neutral gray background. In the background layer, restore the concrete floor, white paneled wall, and glass door that were directly behind them, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.3883640766143799,
+      "bg_mse": 0.042377572506666183,
+      "total_mse": 1.430741649121046,
+      "videos": {
+        "composite": "samples/M_0054/composite.mp4",
+        "mask": "samples/M_0054/mask.mp4",
+        "fg_pred": "samples/M_0054/fg_pred.mp4",
+        "bg_pred": "samples/M_0054/bg_pred.mp4",
+        "bg_gt": "samples/M_0054/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9
+        },
+        "evidence": "The target masks cover two people standing in a kitchen. There are subtle contact shadows visible on the floor beneath their feet.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:37:38.373092+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 29.827133178710938,
+          "mpsnr": 20.81603240966797,
+          "rc_s": 0.6227728026848812,
+          "rc_t": 0.06248711597098958
+        },
+        "score": 0.3955290490100617,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "M_0055",
+      "source": "PROVE-M",
+      "prompt": "Remove the two people performing a synchronized hand dance, along with the hard shadow they cast on the wall behind them and the soft shadow on the floor beneath them. Place the two dancers\u2014one in a dark striped sweater and light blue jeans, and the other in a blue shirt under a beige jacket and dark pants\u2014onto a plain, uniform neutral gray background. In the original video, restore the white tiled wall, the red-bordered poster, and the floor that were occluded behind them, while the rest of the scene remains exactly the same.",
+      "fg_mse": 1.485998511314392,
+      "bg_mse": 0.042396120727062225,
+      "total_mse": 1.5283946320414543,
+      "videos": {
+        "composite": "samples/M_0055/composite.mp4",
+        "mask": "samples/M_0055/mask.mp4",
+        "fg_pred": "samples/M_0055/fg_pred.mp4",
+        "bg_pred": "samples/M_0055/bg_pred.mp4",
+        "bg_gt": "samples/M_0055/bg_gt.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 0.95,
+          "effect:shadow": 1.0
+        },
+        "evidence": "The two dancing people cast prominent, dark shadows onto the wall behind them. These cast shadows are clearly visible and disconnected from the main body masks of the subjects.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:37:45.609610+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 27.94645118713379,
+          "mpsnr": 26.410655975341797,
+          "rc_s": 0.4761987110043971,
+          "rc_t": 0.06210242767182472
+        },
+        "score": 0.5135913664394677,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "M_0056",
+      "source": "PROVE-M",
+      "prompt": "Remove the two dancing men\u2014one in a black jacket and black pants, and the other in a beige jacket with text and dark pants\u2014along with the hard shadows they cast on the beige wall and the striped floor. In their place, restore the plain beige wall, the dark baseboard, and the striped grey and white floor that were occluded behind them, ensuring the spotlight illumination remains intact. The rest of the scene stays exactly the same, leaving a clean background layer and isolating the two dancing men on a plain, uniform neutral gray background.",
+      "fg_mse": 0.8351139426231384,
+      "bg_mse": 0.10401803255081177,
+      "total_mse": 0.9391319751739502,
+      "videos": {
+        "composite": "samples/M_0056/composite.mp4",
+        "mask": "samples/M_0056/mask.mp4",
+        "fg_pred": "samples/M_0056/fg_pred.mp4",
+        "bg_pred": "samples/M_0056/bg_pred.mp4",
+        "bg_gt": "samples/M_0056/bg_gt.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "large",
+        "mask_area": "large",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 1.0,
+          "effect:shadow": 1.0
+        },
+        "evidence": "The target masks cover the two men. Their large, distinct cast shadows are projected onto the wall behind them and the ground, which are spatially disconnected from the main body masks.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:37:52.485399+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 22.91445541381836,
+          "mpsnr": 19.949256896972656,
+          "rc_s": 0.46988087379649335,
+          "rc_t": 0.3118366525324382
+        },
+        "score": 0.8368630314832847,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "M_0057",
+      "source": "PROVE-M",
+      "prompt": "Remove the small, bright blue plastic ball as it rolls forward, along with the small, soft shadow it casts on the tiled floor beneath it. Place the rolling blue ball on a plain, uniform neutral gray background to create a separate foreground layer, and cleanly restore the grey tiled floor that was occluded behind it. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.2851107120513916,
+      "bg_mse": 0.03523937612771988,
+      "total_mse": 2.3203500881791115,
+      "videos": {
+        "composite": "samples/M_0057/composite.mp4",
+        "mask": "samples/M_0057/mask.mp4",
+        "fg_pred": "samples/M_0057/fg_pred.mp4",
+        "bg_pred": "samples/M_0057/bg_pred.mp4",
+        "bg_gt": "samples/M_0057/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:multi_effect",
+        "effect:reflection",
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "small",
+        "reflection_type": "specular",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:multi_effect": 0.9,
+          "effect:reflection": 0.9,
+          "effect:shadow": 0.9
+        },
+        "evidence": "The rolling blue ball casts a shadow and creates a specular reflection on the tiled floor as it moves through the spotlight.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:37:59.450648+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 40.545616149902344,
+          "mpsnr": 38.671730041503906,
+          "rc_s": 0.47063304933968386,
+          "rc_t": 1.1122180150604184
+        },
+        "score": 0.41666666666666663,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "M_0058",
+      "source": "PROVE-M",
+      "prompt": "Remove the stationary white paper shopping bag with black handles and printed text, along with the soft shadow and faint reflection it casts on the floor tiles. The removed bag should be isolated on a plain, uniform neutral gray background, while the main video is restored by filling the occluded area with the dark grey floor tiles and the base of the light wooden double door that were behind it. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.329172134399414,
+      "bg_mse": 0.031896959990262985,
+      "total_mse": 1.361069094389677,
+      "videos": {
+        "composite": "samples/M_0058/composite.mp4",
+        "mask": "samples/M_0058/mask.mp4",
+        "fg_pred": "samples/M_0058/fg_pred.mp4",
+        "bg_pred": "samples/M_0058/bg_pred.mp4",
+        "bg_gt": "samples/M_0058/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:multi_effect",
+        "effect:reflection",
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "small",
+        "reflection_type": "specular",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:multi_effect": 0.9,
+          "effect:reflection": 0.9,
+          "effect:shadow": 0.95
+        },
+        "evidence": "The shopping bag casts a distinct shadow on the floor extending to the right, and there is a subtle specular reflection of the bag on the dark tiled floor.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:38:06.541844+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 37.283355712890625,
+          "mpsnr": 36.56450653076172,
+          "rc_s": 0.4534452682072667,
+          "rc_t": 0.23391997334600861
+        },
+        "score": 0.4068889970788705,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "M_0059",
+      "source": "PROVE-M",
+      "prompt": "Remove the man in the beige polo shirt, dark pants, and brown sneakers, along with the soft shadow he casts on the floor beneath his feet and the distinct shadow on the wall to his left. The foreground layer should display only the man over a plain, uniform neutral gray background. In the background layer, restore the plain, light-colored wall and the dark tiled flooring that were occluded behind him, while the rest of the scene stays exactly the same.",
+      "fg_mse": 0.7705703973770142,
+      "bg_mse": 0.06582439690828323,
+      "total_mse": 0.8363947942852974,
+      "videos": {
+        "composite": "samples/M_0059/composite.mp4",
+        "mask": "samples/M_0059/mask.mp4",
+        "fg_pred": "samples/M_0059/fg_pred.mp4",
+        "bg_pred": "samples/M_0059/bg_pred.mp4",
+        "bg_gt": "samples/M_0059/bg_gt.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 1.0,
+          "effect:shadow": 1.0
+        },
+        "evidence": "The target person casts a prominent shadow on the wall behind them, which is disconnected from the main body mask, as well as contact shadows on the floor.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:38:13.389929+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 28.880390167236328,
+          "mpsnr": 30.944271087646484,
+          "rc_s": 0.5183903862035866,
+          "rc_t": 0.12337518467344832
+        },
+        "score": 0.4498133722817267,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "M_0060",
+      "source": "PROVE-M",
+      "prompt": "Remove the man in the beige sweater, dark pants, and white sneakers as he enters and performs squats, along with the hard shadow he casts on the grey tiled wall and the shadow on the dark floor tiles beneath him. Place the man and his movements onto a plain, uniform neutral gray background to create the foreground layer. For the background layer, restore the grey tiled wall and dark floor tiles that were occluded behind him, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.2094035148620605,
+      "bg_mse": 0.035522572696208954,
+      "total_mse": 1.2449260875582695,
+      "videos": {
+        "composite": "samples/M_0060/composite.mp4",
+        "mask": "samples/M_0060/mask.mp4",
+        "fg_pred": "samples/M_0060/fg_pred.mp4",
+        "bg_pred": "samples/M_0060/bg_pred.mp4",
+        "bg_gt": "samples/M_0060/bg_gt.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "large",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 0.9,
+          "effect:shadow": 0.95
+        },
+        "evidence": "The target person casts a large, distinct shadow onto the wall behind them, which is spatially disconnected from the target's body mask.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:38:19.843496+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 31.665283203125,
+          "mpsnr": 32.24608612060547,
+          "rc_s": 0.44082121352999465,
+          "rc_t": 0.07501637047281193
+        },
+        "score": 0.41536838688737426,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "M_0061",
+      "source": "PROVE-M",
+      "prompt": "Remove the dancing man wearing a black jacket, dark pants, and bright red sneakers from the scene, along with the hard-edged shadow he casts on the light-colored wall and umbrella stand, the soft shadow on the dark tiled floor, and the faint reflections of his red sneakers on the polished floor tiles. The foreground layer should show only the dancing man over a plain, uniform neutral gray background, while the background layer is restored by filling in the light-colored wall, the umbrella stand, and the dark tiled floor that were previously occluded behind him. The rest of the scene remains exactly the same.",
+      "fg_mse": 2.5204286575317383,
+      "bg_mse": 0.04156031832098961,
+      "total_mse": 2.561988975852728,
+      "videos": {
+        "composite": "samples/M_0061/composite.mp4",
+        "mask": "samples/M_0061/mask.mp4",
+        "fg_pred": "samples/M_0061/fg_pred.mp4",
+        "bg_pred": "samples/M_0061/bg_pred.mp4",
+        "bg_gt": "samples/M_0061/bg_gt.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 0.95,
+          "effect:shadow": 1.0
+        },
+        "evidence": "The person walking and dancing casts a prominent shadow on the wall behind them, which becomes clearly disconnected from the person's body as they move away from the wall.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:38:28.248207+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 35.90946578979492,
+          "mpsnr": 33.83977127075195,
+          "rc_s": 0.5331094730215903,
+          "rc_t": 0.15652241337588754
+        },
+        "score": 0.28813696851671533,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "M_0062",
+      "source": "PROVE-M",
+      "prompt": "Remove the two men in black clothing, along with the hard shadows they cast on the gray wall and the soft shadows on the tiled floor. The foreground layer should display only the two men walking from right to left over a plain, uniform neutral gray background. In the background layer, restore the gray wall, white light switch panels, and dark gray tiled floor that were occluded behind them, while the rest of the scene stays exactly the same.",
+      "fg_mse": 0.9796653985977173,
+      "bg_mse": 0.032351817935705185,
+      "total_mse": 1.0120172165334225,
+      "videos": {
+        "composite": "samples/M_0062/composite.mp4",
+        "mask": "samples/M_0062/mask.mp4",
+        "fg_pred": "samples/M_0062/fg_pred.mp4",
+        "bg_pred": "samples/M_0062/bg_pred.mp4",
+        "bg_gt": "samples/M_0062/bg_gt.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:shadow",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "large",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 0.9,
+          "effect:shadow": 1.0,
+          "scene:occlusion": 0.95
+        },
+        "evidence": "The target person casts a large, distinct shadow on the wall behind them. This shadow becomes disconnected from the target's body as they walk. Additionally, another person walks in front of the target, causing occlusion.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:38:35.075031+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 32.52679443359375,
+          "mpsnr": 31.353050231933594,
+          "rc_s": 0.4799441106959522,
+          "rc_t": 0.20559931932037365
+        },
+        "score": 0.4925754625121714,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "M_0063",
+      "source": "PROVE-M",
+      "prompt": "Remove the dancing man wearing a light pink jacket, dark shirt, dark pants, and a face mask, along with the hard shadows he casts on the white cloth draped over the desk and on the floor beneath him. Isolate him onto a separate layer where he continues his energetic dancing over a plain, uniform neutral gray background. In the background video, restore the dark wooden desk, the white cloth, and the floor that were directly behind him, while the rest of the scene stays exactly the same.",
+      "fg_mse": 2.0293209552764893,
+      "bg_mse": 0.13185051083564758,
+      "total_mse": 2.161171466112137,
+      "videos": {
+        "composite": "samples/M_0063/composite.mp4",
+        "mask": "samples/M_0063/mask.mp4",
+        "fg_pred": "samples/M_0063/fg_pred.mp4",
+        "bg_pred": "samples/M_0063/bg_pred.mp4",
+        "bg_gt": "samples/M_0063/bg_gt.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 0.9,
+          "effect:shadow": 0.95
+        },
+        "evidence": "The target's cast shadow is clearly visible on the background wall and furniture, which is spatially disconnected from the target's body.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:38:42.026389+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 26.37664794921875,
+          "mpsnr": 21.394744873046875,
+          "rc_s": 0.4227763595393786,
+          "rc_t": 0.07844431103814746
+        },
+        "score": 0.7056556312885427,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "M_0064",
+      "source": "PROVE-M",
+      "prompt": "Remove the stationary blue plastic bottle filled with liquid, along with the sharp shadow it casts on the floor tiles to its left and the faint shadow on the wall tiles behind it. The removed bottle should be isolated on a plain, uniform neutral gray background, while the main video is restored by filling in the tiled floor and white tiled walls that were previously occluded. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.303236722946167,
+      "bg_mse": 0.02092171646654606,
+      "total_mse": 1.324158439412713,
+      "videos": {
+        "composite": "samples/M_0064/composite.mp4",
+        "mask": "samples/M_0064/mask.mp4",
+        "fg_pred": "samples/M_0064/fg_pred.mp4",
+        "bg_pred": "samples/M_0064/bg_pred.mp4",
+        "bg_gt": "samples/M_0064/bg_gt.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 1.0,
+          "effect:shadow": 1.0
+        },
+        "evidence": "The blue bottle cast a distinct shadow on the wall behind it, which is spatially disconnected from the bottle itself.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:38:48.522370+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 31.371641159057617,
+          "mpsnr": 26.286239624023438,
+          "rc_s": 0.5699377608139656,
+          "rc_t": 0.20006254203337476
+        },
+        "score": 0.47618468029860433,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "M_0065",
+      "source": "PROVE-M",
+      "prompt": "Remove the dancing man wearing a grey long-sleeve shirt, black pants, and a blue face mask, along with the sharp shadow he casts on the white tiled wall and the softer shadow on the tiled floor. To fill the area directly behind him, restore the white tiled wall, the dark blue door, and the tiled floor that were occluded. The rest of the scene stays exactly the same, and the foreground layer should show only the dancing man over a plain, uniform neutral gray background.",
+      "fg_mse": 1.3444900512695312,
+      "bg_mse": 0.047764409333467484,
+      "total_mse": 1.3922544606029987,
+      "videos": {
+        "composite": "samples/M_0065/composite.mp4",
+        "mask": "samples/M_0065/mask.mp4",
+        "fg_pred": "samples/M_0065/fg_pred.mp4",
+        "bg_pred": "samples/M_0065/bg_pred.mp4",
+        "bg_gt": "samples/M_0065/bg_gt.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 1.0,
+          "effect:shadow": 1.0
+        },
+        "evidence": "The target casts a prominent shadow on the wall to the left, which is spatially disconnected from the target's mask.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:38:55.398633+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 29.916561126708984,
+          "mpsnr": 18.651657104492188,
+          "rc_s": 0.5331992320710288,
+          "rc_t": 0.0761517650647294
+        },
+        "score": 0.5045439792275235,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "M_0066",
+      "source": "PROVE-M",
+      "prompt": "Remove the man in the dark suit who enters from the right and dances energetically, along with his hard-edged shadow on the white tiled wall and the contact shadows on the floor. The foreground layer should isolate only the dancing man over a plain, uniform neutral gray background, while the background layer restores the dimly lit white tiled wall and the debris-covered floor that were occluded behind him. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.711729884147644,
+      "bg_mse": 0.0300359558314085,
+      "total_mse": 1.7417658399790525,
+      "videos": {
+        "composite": "samples/M_0066/composite.mp4",
+        "mask": "samples/M_0066/mask.mp4",
+        "fg_pred": "samples/M_0066/fg_pred.mp4",
+        "bg_pred": "samples/M_0066/bg_pred.mp4",
+        "bg_gt": "samples/M_0066/bg_gt.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "large",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 0.95,
+          "effect:shadow": 0.95
+        },
+        "evidence": "The target's large cast shadow is projected onto the wall to the left of the target, creating a disconnected shadow effect.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:39:01.733848+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 29.58875274658203,
+          "mpsnr": 29.302776336669922,
+          "rc_s": 0.4966472825880526,
+          "rc_t": 0.13859449307442043
+        },
+        "score": 0.5236530347289841,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "M_0067",
+      "source": "PROVE-M",
+      "prompt": "Remove the two dancing men, one in a black jacket and the other in a beige vest, along with the hard shadow they cast on the wall and the soft shadow on the floor. The foreground layer should isolate the two men performing synchronized arm movements with their backs turned against a plain, uniform neutral gray background. In the background layer, restore the tiled wall and floor illuminated by a spotlight that were previously occluded by the dancers, while the rest of the scene stays exactly the same.",
+      "fg_mse": 0.6569176316261292,
+      "bg_mse": 0.05439030006527901,
+      "total_mse": 0.7113079316914082,
+      "videos": {
+        "composite": "samples/M_0067/composite.mp4",
+        "mask": "samples/M_0067/mask.mp4",
+        "fg_pred": "samples/M_0067/fg_pred.mp4",
+        "bg_pred": "samples/M_0067/bg_pred.mp4",
+        "bg_gt": "samples/M_0067/bg_gt.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:shadow",
+        "scene:crowd_or_many_instances"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "large",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 1.0,
+          "effect:shadow": 1.0,
+          "scene:crowd_or_many_instances": 0.9
+        },
+        "evidence": "The target is the person in the foreground wearing black, whose movement casts a prominent, disconnected shadow on the wall behind him, alongside another person in the scene.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:39:10.034746+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 31.47885513305664,
+          "mpsnr": 31.7368221282959,
+          "rc_s": 0.48641042680333046,
+          "rc_t": 0.10445244905827318
+        },
+        "score": 0.3993021746186303,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "M_0068",
+      "source": "PROVE-M",
+      "prompt": "Remove the two men in dark clothing\u2014one in a black sweater and white sneakers walking right, and the other in a black jacket with white text on the back walking left\u2014along with the sharp shadow they cast on the white wall panel and the soft shadows on the grey tiled floor. Split the video into a foreground layer showing only these two men over a plain, uniform neutral gray background, and a clean background layer where you restore the dimly lit grey tiled floor, the small rectangular mat, and the bright white wall panel that were occluded behind them. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.7367377281188965,
+      "bg_mse": 0.05063563212752342,
+      "total_mse": 1.78737336024642,
+      "videos": {
+        "composite": "samples/M_0068/composite.mp4",
+        "mask": "samples/M_0068/mask.mp4",
+        "fg_pred": "samples/M_0068/fg_pred.mp4",
+        "bg_pred": "samples/M_0068/bg_pred.mp4",
+        "bg_gt": "samples/M_0068/bg_gt.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "large",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 1.0,
+          "effect:shadow": 1.0
+        },
+        "evidence": "The target's cast shadow is projected onto the wall and floor, appearing disconnected from the target's body as they walk.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:39:16.945451+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 32.723533630371094,
+          "mpsnr": 31.5388126373291,
+          "rc_s": 0.4806660098888388,
+          "rc_t": 0.2694830196982655
+        },
+        "score": 0.4990262901655307,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "M_0069",
+      "source": "PROVE-M",
+      "prompt": "Remove the man wearing a maroon long-sleeve shirt, dark pants, black sneakers, and a light blue face mask who is marching in place, along with the hard shadow he casts on the metal cabinets and his reflection in the glass doors. The removed man should be isolated on a plain, uniform neutral gray background as a separate foreground layer. In the background layer, restore the light-colored metal storage cabinets with glass doors and the binders that were occluded behind him, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.4916901588439941,
+      "bg_mse": 0.019107760861516,
+      "total_mse": 1.5107979197055101,
+      "videos": {
+        "composite": "samples/M_0069/composite.mp4",
+        "mask": "samples/M_0069/mask.mp4",
+        "fg_pred": "samples/M_0069/fg_pred.mp4",
+        "bg_pred": "samples/M_0069/bg_pred.mp4",
+        "bg_gt": "samples/M_0069/bg_gt.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:multi_effect",
+        "effect:reflection",
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "medium",
+        "reflection_type": "glass",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 0.85,
+          "effect:multi_effect": 0.9,
+          "effect:reflection": 0.9,
+          "effect:shadow": 0.95
+        },
+        "evidence": "The subject's movement casts a prominent shadow on the wall behind them, and their reflection is visible on the glass doors of the cabinet.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:39:23.858760+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 32.37073516845703,
+          "mpsnr": 30.1484375,
+          "rc_s": 0.4519365434619244,
+          "rc_t": 0.061297146971375886
+        },
+        "score": 0.40275073028237585,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "M_0070",
+      "source": "PROVE-M",
+      "prompt": "Remove the two dancing elderly women\u2014one in a purple vest and dark pants, and the other in a striped cardigan, light blue jeans, and a hat\u2014along with the hard shadows they cast on the filing cabinet and the floor. The foreground layer should show only these two women dancing over a plain, uniform neutral gray background. In the background layer, restore the light-colored metal filing cabinet and the dimly lit floor that were directly behind them, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.3763394355773926,
+      "bg_mse": 0.021747348830103874,
+      "total_mse": 1.3980867844074965,
+      "videos": {
+        "composite": "samples/M_0070/composite.mp4",
+        "mask": "samples/M_0070/mask.mp4",
+        "fg_pred": "samples/M_0070/fg_pred.mp4",
+        "bg_pred": "samples/M_0070/bg_pred.mp4",
+        "bg_gt": "samples/M_0070/bg_gt.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:shadow",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 1.0,
+          "effect:shadow": 1.0,
+          "scene:occlusion": 0.9
+        },
+        "evidence": "The dancing subjects cast prominent, dark shadows onto the cabinets and wall behind them. These shadows are physically separated from the subjects' bodies, making them disconnected cast shadows.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:39:30.675734+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 33.5741081237793,
+          "mpsnr": 30.66067886352539,
+          "rc_s": 0.5122878961002916,
+          "rc_t": 0.06343483513961552
+        },
+        "score": 0.27174618630314834,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "M_0071",
+      "source": "PROVE-M",
+      "prompt": "Remove the two dancing people, one in a striped cardigan and jeans and the other in a blue shirt and dark trousers, along with the hard shadows they cast on the floor and filing cabinets and their reflections in the glass doors. Reconstruct the tiled floor, the white wall, and the tall metal filing cabinets with glass doors that were occluded behind them to create a clean background. The foreground layer should isolate the two dancers performing their coordinated routine over a plain, uniform neutral gray background, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.2444742918014526,
+      "bg_mse": 0.03826531022787094,
+      "total_mse": 1.2827396020293236,
+      "videos": {
+        "composite": "samples/M_0071/composite.mp4",
+        "mask": "samples/M_0071/mask.mp4",
+        "fg_pred": "samples/M_0071/fg_pred.mp4",
+        "bg_pred": "samples/M_0071/bg_pred.mp4",
+        "bg_gt": "samples/M_0071/bg_gt.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 0.95,
+          "effect:shadow": 1.0
+        },
+        "evidence": "The target masks cover two dancing people. Their movements cast prominent, distinct shadows onto the wall and cabinets behind them, which are disconnected from their bodies in several frames.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:39:37.894290+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 30.542621612548828,
+          "mpsnr": 23.102832794189453,
+          "rc_s": 0.5372176730757655,
+          "rc_t": 0.038436474352708375
+        },
+        "score": 0.38932164881531967,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "M_0072",
+      "source": "PROVE-M",
+      "prompt": "Remove the stationary small pink tote bag with black handles and a yellow cartoon character illustration, along with its soft shadow and faint pink reflection on the floor. In its place, restore the dark grey floor tiles and the base of the vertical-ribbed translucent plastic wall that were occluded behind it. The rest of the scene stays exactly the same, leaving the foreground bag isolated on a plain, uniform neutral gray background.",
+      "fg_mse": 1.2668194770812988,
+      "bg_mse": 0.03267117589712143,
+      "total_mse": 1.2994906529784203,
+      "videos": {
+        "composite": "samples/M_0072/composite.mp4",
+        "mask": "samples/M_0072/mask.mp4",
+        "fg_pred": "samples/M_0072/fg_pred.mp4",
+        "bg_pred": "samples/M_0072/bg_pred.mp4",
+        "bg_gt": "samples/M_0072/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:multi_effect",
+        "effect:reflection",
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "small",
+        "reflection_type": "specular",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:multi_effect": 0.9,
+          "effect:reflection": 0.9,
+          "effect:shadow": 0.95
+        },
+        "evidence": "The pink bag casts a soft shadow on the floor and also creates a subtle specular reflection on the tiled floor surface.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:39:46.539202+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 30.799110412597656,
+          "mpsnr": 30.88770866394043,
+          "rc_s": 0.4760376118388732,
+          "rc_t": 0.2480979630081949
+        },
+        "score": 0.5785864978902954,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "M_0073",
+      "source": "PROVE-M",
+      "prompt": "Remove the man wearing a black hooded jacket, black pants, and glasses, along with the distinct shadow he casts on the white wall and the soft shadow on the floor beneath him. The removed man should be isolated on a plain, uniform neutral gray background, showing him spinning around, raising his arms overhead, and lowering them. In the main video, restore the plain white wall and the floor area that were directly behind him, while the rest of the scene remains exactly the same.",
+      "fg_mse": 1.017629623413086,
+      "bg_mse": 0.048698052763938904,
+      "total_mse": 1.0663276761770248,
+      "videos": {
+        "composite": "samples/M_0073/composite.mp4",
+        "mask": "samples/M_0073/mask.mp4",
+        "fg_pred": "samples/M_0073/fg_pred.mp4",
+        "bg_pred": "samples/M_0073/bg_pred.mp4",
+        "bg_gt": "samples/M_0073/bg_gt.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 1.0,
+          "effect:shadow": 1.0
+        },
+        "evidence": "The person casts a prominent shadow on the wall behind them, which is spatially disconnected from the person's body in the video frames.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:39:53.570567+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 28.069297790527344,
+          "mpsnr": 31.091533660888672,
+          "rc_s": 0.36930273359692667,
+          "rc_t": 0.13178066421228063
+        },
+        "score": 0.6290571243102889,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "M_0074",
+      "source": "PROVE-M",
+      "prompt": "Remove the small, round yellow smiley face ball with black horizontal stripes and the hard, dark shadow it casts to its left. In the area directly behind the removed ball, restore the light gray band on the flat surface so it appears continuous and clean. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.590399146080017,
+      "bg_mse": 0.03242483362555504,
+      "total_mse": 1.6228239797055721,
+      "videos": {
+        "composite": "samples/M_0074/composite.mp4",
+        "mask": "samples/M_0074/mask.mp4",
+        "fg_pred": "samples/M_0074/fg_pred.mp4",
+        "bg_pred": "samples/M_0074/bg_pred.mp4",
+        "bg_gt": "samples/M_0074/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95
+        },
+        "evidence": "The yellow object has a distinct cast shadow extending to its left, which is included in the target mask.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:39:59.924878+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 36.84197998046875,
+          "mpsnr": 31.421337127685547,
+          "rc_s": 0.36526216780079207,
+          "rc_t": 0.1546526779454313
+        },
+        "score": 0.5125770853618955,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "M_0075",
+      "source": "PROVE-M",
+      "prompt": "Remove the small, dark insect crawling slowly across the frame, restoring the concrete flooring and the painted parking lines that were directly behind it. The foreground layer should show only the crawling insect isolated against a plain, uniform neutral gray background. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.9423985481262207,
+      "bg_mse": 0.033405281603336334,
+      "total_mse": 2.975803829729557,
+      "videos": {
+        "composite": "samples/M_0075/composite.mp4",
+        "mask": "samples/M_0075/mask.mp4",
+        "fg_pred": "samples/M_0075/fg_pred.mp4",
+        "bg_pred": "samples/M_0075/bg_pred.mp4",
+        "bg_gt": "samples/M_0075/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9
+        },
+        "evidence": "The target is a small object moving across the floor in a dark parking garage, casting a subtle shadow on the ground as it moves through the illuminated area.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:40:06.507493+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 40.001556396484375,
+          "mpsnr": 38.85186004638672,
+          "rc_s": 0.5211148690804169,
+          "rc_t": 2.467543016357626
+        },
+        "score": 0.326882505679974,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "M_0076",
+      "source": "PROVE-M",
+      "prompt": "Remove the young man in the grey sweatshirt, black pants, and white sneakers, along with the sharp shadow he casts on the left wall and the soft shadow beneath him, placing him on a plain, uniform neutral gray background to create a separate foreground layer. In the background layer, restore the dark wall illuminated by the circular spotlight and the floor that were occluded behind him. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.5088024139404297,
+      "bg_mse": 0.05737191438674927,
+      "total_mse": 2.566174328327179,
+      "videos": {
+        "composite": "samples/M_0076/composite.mp4",
+        "mask": "samples/M_0076/mask.mp4",
+        "fg_pred": "samples/M_0076/fg_pred.mp4",
+        "bg_pred": "samples/M_0076/bg_pred.mp4",
+        "bg_gt": "samples/M_0076/bg_gt.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:shadow",
+        "motion:fast_subject_motion",
+        "motion:motion_blur"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 1.0,
+          "effect:shadow": 1.0,
+          "motion:fast_subject_motion": 0.9,
+          "motion:motion_blur": 0.9
+        },
+        "evidence": "The target person casts a prominent, disconnected shadow on the wall behind them as they move quickly across the spotlighted area.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:40:13.554835+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 32.47694396972656,
+          "mpsnr": 30.698225021362305,
+          "rc_s": 0.48933162513699696,
+          "rc_t": 0.41808974785253844
+        },
+        "score": 0.5309964297306069,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "M_0077",
+      "source": "PROVE-M",
+      "prompt": "Remove the man in the camouflage jacket, dark pants, and white sneakers as he walks forward and gestures, along with the distinct shadows he casts on the tiled floor, the white wall, and the black panel. Place this moving man on a plain, uniform neutral gray background to create a separate foreground layer. In the background layer, restore the dark tiled floor, the white wall, and the black rectangular panel that were occluded behind him, while the rest of the scene stays exactly the same.",
+      "fg_mse": 2.291435718536377,
+      "bg_mse": 0.06156637519598007,
+      "total_mse": 2.353002093732357,
+      "videos": {
+        "composite": "samples/M_0077/composite.mp4",
+        "mask": "samples/M_0077/mask.mp4",
+        "fg_pred": "samples/M_0077/fg_pred.mp4",
+        "bg_pred": "samples/M_0077/bg_pred.mp4",
+        "bg_gt": "samples/M_0077/bg_gt.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "large",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 1.0,
+          "effect:shadow": 1.0
+        },
+        "evidence": "The person walking across the room casts a very long, prominent shadow on the floor and the back wall, which is spatially disconnected from the person's body.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:40:20.675511+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 34.1485481262207,
+          "mpsnr": 32.267845153808594,
+          "rc_s": 0.4768391334427044,
+          "rc_t": 0.14140674227004246
+        },
+        "score": 0.38408795845504706,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "M_0078",
+      "source": "PROVE-M",
+      "prompt": "Remove the very small, dark insect crawling slowly across the surface, restoring the dimly lit dark tiled floor and the pool of light that were directly behind it. The foreground layer should isolate only this tiny crawling insect against a plain, uniform neutral gray background. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.0678772926330566,
+      "bg_mse": 0.03256268799304962,
+      "total_mse": 2.1004399806261063,
+      "videos": {
+        "composite": "samples/M_0078/composite.mp4",
+        "mask": "samples/M_0078/mask.mp4",
+        "fg_pred": "samples/M_0078/fg_pred.mp4",
+        "bg_pred": "samples/M_0078/bg_pred.mp4",
+        "bg_gt": "samples/M_0078/bg_gt.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 0.85,
+          "effect:shadow": 0.9
+        },
+        "evidence": "The target is a small object moving across the floor, casting a disconnected shadow on the floor surface.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:40:26.984809+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 39.08879852294922,
+          "mpsnr": 37.32623291015625,
+          "rc_s": 0.5091105925914958,
+          "rc_t": 3.0243174126314885
+        },
+        "score": 0.3588932164881532,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "M_0079",
+      "source": "PROVE-M",
+      "prompt": "Remove the green canvas bag with pink handles and trim, along with the soft shadow and faint reflection it casts on the floor. The removed bag should be isolated as a foreground layer on a plain, uniform neutral gray background, while the area it occluded is filled by restoring the grey tiled floor and the white display board behind it. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.3110194206237793,
+      "bg_mse": 0.033916257321834564,
+      "total_mse": 2.344935677945614,
+      "videos": {
+        "composite": "samples/M_0079/composite.mp4",
+        "mask": "samples/M_0079/mask.mp4",
+        "fg_pred": "samples/M_0079/fg_pred.mp4",
+        "bg_pred": "samples/M_0079/bg_pred.mp4",
+        "bg_gt": "samples/M_0079/bg_gt.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 0.9,
+          "effect:shadow": 0.95
+        },
+        "evidence": "The target object casts a long shadow onto the floor behind it, which is partially disconnected from the main body of the object due to the lighting angle.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:40:36.557394+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 38.23818588256836,
+          "mpsnr": 40.15745544433594,
+          "rc_s": 0.5000002338879851,
+          "rc_t": 0.24589999028813772
+        },
+        "score": 0.32359623498864004,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "M_0080",
+      "source": "PROVE-M",
+      "prompt": "Remove the man in the dark jacket and pants dancing with large arm swings, along with the hard dark shadow he casts on the white display board, the soft shadow on the floor, and his faint reflection. Inpaint the area directly behind him by restoring the illuminated white display board and the glossy tiled floor with its bright pool of light. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.2342612743377686,
+      "bg_mse": 0.040932610630989075,
+      "total_mse": 2.2751938849687576,
+      "videos": {
+        "composite": "samples/M_0080/composite.mp4",
+        "mask": "samples/M_0080/mask.mp4",
+        "fg_pred": "samples/M_0080/fg_pred.mp4",
+        "bg_pred": "samples/M_0080/bg_pred.mp4",
+        "bg_gt": "samples/M_0080/bg_gt.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 0.95,
+          "effect:shadow": 1.0
+        },
+        "evidence": "The target person casts a prominent, distinct shadow onto the wall behind them, which is spatially separated from the target's mask.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:40:46.516375+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 33.11684036254883,
+          "mpsnr": 26.230224609375,
+          "rc_s": 0.5036005713163375,
+          "rc_t": 0.15843233117265215
+        },
+        "score": 0.4959428756897112,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "I-210618_I01001_W01",
+      "source": "RORD50",
+      "prompt": "Remove the two people playing table tennis, including their face masks, hats, paddles, and the ball, along with the soft shadows and faint reflections they cast on the glossy wooden floor. In their place, restore the blue table tennis table, the glossy wooden floor, and the chairs against the yellow and white walls that were previously occluded by them. The foreground layer should show only the two active players over a plain, uniform neutral gray background, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.7036644220352173,
+      "bg_mse": 0.03307580575346947,
+      "total_mse": 1.7367402277886868,
+      "videos": {
+        "composite": "samples/I-210618_I01001_W01/composite.mp4",
+        "mask": "samples/I-210618_I01001_W01/mask.mp4",
+        "fg_pred": "samples/I-210618_I01001_W01/fg_pred.mp4",
+        "bg_pred": "samples/I-210618_I01001_W01/bg_pred.mp4",
+        "bg_gt": "samples/I-210618_I01001_W01/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:multi_effect",
+        "effect:reflection",
+        "effect:shadow",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "large",
+        "reflection_type": "specular",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:multi_effect": 0.9,
+          "effect:reflection": 0.9,
+          "effect:shadow": 0.95,
+          "scene:occlusion": 0.85
+        },
+        "evidence": "The two players playing table tennis are masked. Their shadows and specular reflections on the polished wooden floor are clearly visible and need to be removed along with them.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:40:56.442916+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 34.81782913208008,
+          "mpsnr": 33.844547271728516,
+          "rc_s": 0.5291283767647269,
+          "rc_t": 0.007945445812434223
+        },
+        "score": 0.3010204081632653,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "I-210715_I03012_W06",
+      "source": "RORD50",
+      "prompt": "Remove the man wearing a black t-shirt, dark pants, and a white face mask, along with his soft reflection and faint shadow on the glossy tiled floor, placing him on a plain, uniform neutral gray background. In the original video, restore the white wall, the colorful framed paintings, and the low metal barrier that were occluded behind him. The rest of the scene stays exactly the same.",
+      "fg_mse": 0.9743928909301758,
+      "bg_mse": 0.04163888096809387,
+      "total_mse": 1.0160317718982697,
+      "videos": {
+        "composite": "samples/I-210715_I03012_W06/composite.mp4",
+        "mask": "samples/I-210715_I03012_W06/mask.mp4",
+        "fg_pred": "samples/I-210715_I03012_W06/fg_pred.mp4",
+        "bg_pred": "samples/I-210715_I03012_W06/bg_pred.mp4",
+        "bg_gt": "samples/I-210715_I03012_W06/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95
+        },
+        "evidence": "The person walking in the art gallery casts a subtle contact shadow on the floor where his feet touch the ground.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:41:03.223696+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 34.0618896484375,
+          "mpsnr": 34.75762176513672,
+          "rc_s": 0.5295840092049091,
+          "rc_t": 0.028511025605400045
+        },
+        "score": 0.38775510204081637,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "I-210720_O12052_T04",
+      "source": "RORD50",
+      "prompt": "Remove the man in the grey shirt and dark trousers carrying the cardboard box from the scene, along with the soft shadow he casts on the paved ground and the shadow of the box on the truck's flatbed. The foreground layer should display only the man and the box over a plain, uniform neutral gray background. To fill the empty space left by their removal, restore the blue utility truck's open flatbed and the paved ground that were directly behind them, while the rest of the scene stays exactly the same.",
+      "fg_mse": 2.0480873584747314,
+      "bg_mse": 0.01518162339925766,
+      "total_mse": 2.063268981873989,
+      "videos": {
+        "composite": "samples/I-210720_O12052_T04/composite.mp4",
+        "mask": "samples/I-210720_O12052_T04/mask.mp4",
+        "fg_pred": "samples/I-210720_O12052_T04/fg_pred.mp4",
+        "bg_pred": "samples/I-210720_O12052_T04/bg_pred.mp4",
+        "bg_gt": "samples/I-210720_O12052_T04/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95,
+          "scene:occlusion": 0.9
+        },
+        "evidence": "The target is a man carrying a cardboard box to a truck. His feet cast contact and soft cast shadows on the ground, and the box partially occludes the truck's side panel as he places it down.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:41:10.357387+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 31.312870025634766,
+          "mpsnr": 30.60482406616211,
+          "rc_s": 0.4942555142390329,
+          "rc_t": 0.01509505899813256
+        },
+        "score": 0.5255102040816326,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "I-210804_O04019_W02",
+      "source": "RORD50",
+      "prompt": "Remove the seated man wearing a white face mask, grey t-shirt, and black sneakers, along with his black backpack and the shadows he casts on the bench and paved ground. In his place, restore the curved metal and wood bench and the tiled pavement of the rooftop terrace that were directly behind him. The rest of the scene stays exactly the same, leaving a clean background layer and a separate foreground layer showing only the man rummaging through his backpack and drinking over a plain, uniform neutral gray background.",
+      "fg_mse": 1.4980063438415527,
+      "bg_mse": 0.051197391003370285,
+      "total_mse": 1.549203734844923,
+      "videos": {
+        "composite": "samples/I-210804_O04019_W02/composite.mp4",
+        "mask": "samples/I-210804_O04019_W02/mask.mp4",
+        "fg_pred": "samples/I-210804_O04019_W02/fg_pred.mp4",
+        "bg_pred": "samples/I-210804_O04019_W02/bg_pred.mp4",
+        "bg_gt": "samples/I-210804_O04019_W02/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9
+        },
+        "evidence": "The target is a person sitting on a bench. There is a subtle contact shadow and a small cast shadow on the bench and ground beneath the person's feet.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:41:21.844974+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 34.702537536621094,
+          "mpsnr": 26.52873992919922,
+          "rc_s": 0.5287017540665374,
+          "rc_t": 0.017698375109441118
+        },
+        "score": 0.4642857142857143,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "I-210824_I09031_T09",
+      "source": "RORD50",
+      "prompt": "Isolate the man wearing a white t-shirt, grey shorts, brown boots, a backwards cap, and a white face mask into a separate foreground layer over a uniform neutral gray background, capturing his actions of holding a phone to his ear, turning, and squatting. Remove him and the shadows he casts on the paneled wall and dark floor from the original video, and restore the white geometric wall paneling and dark hallway floor that were directly behind him. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.4525346755981445,
+      "bg_mse": 0.06317528337240219,
+      "total_mse": 1.5157099589705467,
+      "videos": {
+        "composite": "samples/I-210824_I09031_T09/composite.mp4",
+        "mask": "samples/I-210824_I09031_T09/mask.mp4",
+        "fg_pred": "samples/I-210824_I09031_T09/fg_pred.mp4",
+        "bg_pred": "samples/I-210824_I09031_T09/bg_pred.mp4",
+        "bg_gt": "samples/I-210824_I09031_T09/bg_gt.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 1.0,
+          "effect:shadow": 1.0
+        },
+        "evidence": "The subject casts a prominent, dark shadow onto the wall behind him, which is spatially disconnected from his body in several frames.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:41:28.111055+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 35.39817428588867,
+          "mpsnr": 34.03068923950195,
+          "rc_s": 0.3897804644794332,
+          "rc_t": 0.05119485348378563
+        },
+        "score": 0.5816326530612245,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "I-210907_O03015_W03",
+      "source": "RORD50",
+      "prompt": "Remove the man in the neon green shirt, black shorts, and white sneakers holding the camera stabilizer, along with the soft shadow he casts on the asphalt parking lot. The foreground layer should show only this man and his stabilizer over a plain, uniform neutral gray background. In the background layer, restore the empty asphalt parking lot and the white painted lines that were directly behind him, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.5551310777664185,
+      "bg_mse": 0.031463827937841415,
+      "total_mse": 1.5865949057042599,
+      "videos": {
+        "composite": "samples/I-210907_O03015_W03/composite.mp4",
+        "mask": "samples/I-210907_O03015_W03/mask.mp4",
+        "fg_pred": "samples/I-210907_O03015_W03/fg_pred.mp4",
+        "bg_pred": "samples/I-210907_O03015_W03/bg_pred.mp4",
+        "bg_gt": "samples/I-210907_O03015_W03/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9
+        },
+        "evidence": "The target is a person standing in a parking lot. There is a subtle contact shadow under their feet, but no prominent cast shadow or reflection is visible due to the overcast lighting.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:41:34.379864+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 33.5004997253418,
+          "mpsnr": 31.344993591308594,
+          "rc_s": 0.641745117262488,
+          "rc_t": 0.02096257875742353
+        },
+        "score": 0.36734693877551017,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "I-210908_I09025_W01",
+      "source": "RORD50",
+      "prompt": "Remove the person wearing a white t-shirt, face mask, and straw hat sitting behind the light wood folding table, along with the small potted plant they are holding and the soft shadows they cast on the table and the wooden floor. Place this foreground person and plant onto a plain, uniform neutral gray background, and restore the dark grey cabinets, light brown wood flooring, and cardboard box that were occluded behind them. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.6769702434539795,
+      "bg_mse": 0.07591144740581512,
+      "total_mse": 1.7528816908597946,
+      "videos": {
+        "composite": "samples/I-210908_I09025_W01/composite.mp4",
+        "mask": "samples/I-210908_I09025_W01/mask.mp4",
+        "fg_pred": "samples/I-210908_I09025_W01/fg_pred.mp4",
+        "bg_pred": "samples/I-210908_I09025_W01/bg_pred.mp4",
+        "bg_gt": "samples/I-210908_I09025_W01/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "large",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95,
+          "scene:occlusion": 0.9
+        },
+        "evidence": "The target mask covers the person, the small table, and the potted plant. There are contact and cast shadows cast by the table legs onto the wooden floor, which are visibly associated with the target.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:41:40.684441+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 32.90489959716797,
+          "mpsnr": 24.546329498291016,
+          "rc_s": 0.569060227214251,
+          "rc_t": 0.03447073099598848
+        },
+        "score": 0.5102040816326531,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "I-210908_I09025_W07",
+      "source": "RORD50",
+      "prompt": "Remove the person in the red button-down shirt sitting cross-legged, the light wood folding table, and the potted plant, along with the soft shadows they cast on the floor and bags, and their faint reflections on the polished floor. The foreground layer should isolate the person, table, and plant against a plain, uniform neutral gray background, while the background layer restores the polished light brown wooden floor and the bags resting against the white cabinet that were previously occluded. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.1867914199829102,
+      "bg_mse": 0.1052519679069519,
+      "total_mse": 1.292043387889862,
+      "videos": {
+        "composite": "samples/I-210908_I09025_W07/composite.mp4",
+        "mask": "samples/I-210908_I09025_W07/mask.mp4",
+        "fg_pred": "samples/I-210908_I09025_W07/fg_pred.mp4",
+        "bg_pred": "samples/I-210908_I09025_W07/bg_pred.mp4",
+        "bg_gt": "samples/I-210908_I09025_W07/bg_gt.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:shadow",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "large",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 0.9,
+          "effect:shadow": 0.95,
+          "scene:occlusion": 0.85
+        },
+        "evidence": "The target mask covers the person, the small table, and the potted plant. The table legs cast distinct shadows on the wooden floor, which are disconnected from the main body of the table. Additionally, the person's hand and arm occlude parts of the table and plant during interaction.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:41:48.065775+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 32.123878479003906,
+          "mpsnr": 19.59020233154297,
+          "rc_s": 0.39418208354165957,
+          "rc_t": 0.009317310112909151
+        },
+        "score": 0.653061224489796,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "I-210911_I09026_T03",
+      "source": "RORD50",
+      "prompt": "Isolate the hand that enters the frame to place and remove a small pink bottle with a black cap, followed by a large, translucent teal plastic pitcher that is set down and tilted, placing this entire sequence on a plain, uniform neutral gray background. Remove the hand, bottle, pitcher, and all of their soft shadows and faint reflections from the scene, and restore the textured, light-colored marble tabletop with its prominent natural veins that was occluded behind them. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.8319605588912964,
+      "bg_mse": 0.015192748978734016,
+      "total_mse": 1.8471533078700304,
+      "videos": {
+        "composite": "samples/I-210911_I09026_T03/composite.mp4",
+        "mask": "samples/I-210911_I09026_T03/mask.mp4",
+        "fg_pred": "samples/I-210911_I09026_T03/fg_pred.mp4",
+        "bg_pred": "samples/I-210911_I09026_T03/bg_pred.mp4",
+        "bg_gt": "samples/I-210911_I09026_T03/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:multi_effect",
+        "effect:shadow",
+        "effect:transparency_or_refraction",
+        "motion:camera_motion",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:multi_effect": 0.9,
+          "effect:shadow": 0.95,
+          "effect:transparency_or_refraction": 0.95,
+          "motion:camera_motion": 0.8,
+          "scene:textured_background": 0.95
+        },
+        "evidence": "The target objects (bottles and a blue glass pitcher) are moved across a highly textured marble table. They cast subtle contact and cast shadows on the surface, and the blue pitcher exhibits transparency/refraction effects.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:41:55.111205+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 32.8957405090332,
+          "mpsnr": 31.119535446166992,
+          "rc_s": 0.6072777136155022,
+          "rc_t": 0.01615041132503093
+        },
+        "score": 0.35714285714285715,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "I-210923_I09028_W06",
+      "source": "RORD50",
+      "prompt": "Remove the worker wearing a white hard hat, yellow safety vest, and grey pants pulling a green two-wheeled cart, along with the soft dark shadow and faint diffuse reflection they cast on the concrete floor. The worker and cart should be isolated onto a separate foreground layer over a plain, uniform neutral gray background. Inpaint the main video by restoring the smooth concrete floor and the dashed yellow safety lines that were occluded behind them, while the rest of the scene remains exactly the same.",
+      "fg_mse": 1.9332133531570435,
+      "bg_mse": 0.028699172660708427,
+      "total_mse": 1.9619125258177519,
+      "videos": {
+        "composite": "samples/I-210923_I09028_W06/composite.mp4",
+        "mask": "samples/I-210923_I09028_W06/mask.mp4",
+        "fg_pred": "samples/I-210923_I09028_W06/fg_pred.mp4",
+        "bg_pred": "samples/I-210923_I09028_W06/bg_pred.mp4",
+        "bg_gt": "samples/I-210923_I09028_W06/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:multi_effect",
+        "effect:reflection",
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "medium",
+        "reflection_type": "specular",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:multi_effect": 0.9,
+          "effect:reflection": 0.9,
+          "effect:shadow": 0.95
+        },
+        "evidence": "The worker and the green cart cast soft shadows and create specular reflections on the polished concrete floor of the warehouse.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:42:01.771043+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 33.768009185791016,
+          "mpsnr": 34.632957458496094,
+          "rc_s": 0.5277396855634403,
+          "rc_t": 0.021996543817435512
+        },
+        "score": 0.40816326530612246,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "I-211003_I02010_W02",
+      "source": "RORD50",
+      "prompt": "Remove the woman in the brown shirt and light pants who is mopping, along with the soft shadows she, her spray bottle, and her mop head cast on the floor. The removed woman should be isolated on a plain, uniform neutral gray background, while the area she occluded is filled by restoring the light wood flooring and the white wall behind her. The rest of the scene stays exactly the same.",
+      "fg_mse": 0.6759198904037476,
+      "bg_mse": 0.07478959113359451,
+      "total_mse": 0.7507094815373421,
+      "videos": {
+        "composite": "samples/I-211003_I02010_W02/composite.mp4",
+        "mask": "samples/I-211003_I02010_W02/mask.mp4",
+        "fg_pred": "samples/I-211003_I02010_W02/fg_pred.mp4",
+        "bg_pred": "samples/I-211003_I02010_W02/bg_pred.mp4",
+        "bg_gt": "samples/I-211003_I02010_W02/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "geometry:thin_structure"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95,
+          "geometry:thin_structure": 0.9
+        },
+        "evidence": "The target is a person holding a mop and a spray bottle. The mop handle is a thin structure. There are visible contact and cast shadows on the floor associated with the person, the mop, and the spray bottle.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:42:08.116273+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 35.743553161621094,
+          "mpsnr": 34.987640380859375,
+          "rc_s": 0.5586199297286196,
+          "rc_t": 0.050955412815933944
+        },
+        "score": 0.34693877551020413,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "I-211003_I04014_W04",
+      "source": "RORD50",
+      "prompt": "Remove the woman wearing a beige sweater, light pants, and a face mask, along with the books she is carrying, placing down, and reading. This removal must also eliminate the soft shadows she and the books cast onto the white cube pedestal, the floor, the brown chair, and the white wall. The foreground layer should isolate her and the books against a plain, uniform neutral gray background, while the background layer restores the light wooden flooring, the brown chair, the white pedestal, and the white wall that were occluded behind her, keeping the rest of the scene exactly the same.",
+      "fg_mse": 0.9644497036933899,
+      "bg_mse": 0.06308329850435257,
+      "total_mse": 1.0275330021977425,
+      "videos": {
+        "composite": "samples/I-211003_I04014_W04/composite.mp4",
+        "mask": "samples/I-211003_I04014_W04/mask.mp4",
+        "fg_pred": "samples/I-211003_I04014_W04/fg_pred.mp4",
+        "bg_pred": "samples/I-211003_I04014_W04/bg_pred.mp4",
+        "bg_gt": "samples/I-211003_I04014_W04/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "geometry:thin_structure"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95,
+          "geometry:thin_structure": 0.8
+        },
+        "evidence": "The target is a person walking, sitting down, and interacting with objects. The target casts contact and cast shadows on the floor, white pedestal, and chair. The target also interacts with thin structures like the chair legs.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:42:14.967761+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 37.48902130126953,
+          "mpsnr": 38.41023254394531,
+          "rc_s": 0.4747545417554691,
+          "rc_t": 0.051088484893604756
+        },
+        "score": 0.38265306122448983,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "I-211003_I04015_W04",
+      "source": "RORD50",
+      "prompt": "Remove the woman wearing a beige top, light pants, and a face mask, along with the soft shadows she casts on the wooden floor and the white wall behind her. The foreground layer should isolate her holding a phone, raising her arms, squatting, sitting, and rolling on the floor against a plain, uniform neutral gray background. In the background layer, restore the white wall and wooden floor that were directly behind her, while the rest of the scene stays exactly the same.",
+      "fg_mse": 0.8429387211799622,
+      "bg_mse": 0.06461115926504135,
+      "total_mse": 0.9075498804450035,
+      "videos": {
+        "composite": "samples/I-211003_I04015_W04/composite.mp4",
+        "mask": "samples/I-211003_I04015_W04/mask.mp4",
+        "fg_pred": "samples/I-211003_I04015_W04/fg_pred.mp4",
+        "bg_pred": "samples/I-211003_I04015_W04/bg_pred.mp4",
+        "bg_gt": "samples/I-211003_I04015_W04/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95
+        },
+        "evidence": "The target is a person dancing and sitting down on the floor. There are subtle contact and cast shadows on the wooden floor and the white wall behind her.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:42:22.170586+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 39.09270477294922,
+          "mpsnr": 38.99950408935547,
+          "rc_s": 0.5410051858719584,
+          "rc_t": 0.08329082871623614
+        },
+        "score": 0.29591836734693877,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "I-211003_I09032_T04",
+      "source": "RORD50",
+      "prompt": "Remove the young man in the white t-shirt, khaki shorts, and face mask holding a sticker-covered laptop, along with the soft shadows he casts on the white wall, the white door, and the wooden floor. The foreground layer should display only this man and his laptop against a plain, uniform neutral gray background. To fill the area directly behind him, restore the white wall, the closed white door, and the wooden floor, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.0139498710632324,
+      "bg_mse": 0.055800650268793106,
+      "total_mse": 1.0697505213320255,
+      "videos": {
+        "composite": "samples/I-211003_I09032_T04/composite.mp4",
+        "mask": "samples/I-211003_I09032_T04/mask.mp4",
+        "fg_pred": "samples/I-211003_I09032_T04/fg_pred.mp4",
+        "bg_pred": "samples/I-211003_I09032_T04/bg_pred.mp4",
+        "bg_gt": "samples/I-211003_I09032_T04/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95
+        },
+        "evidence": "The person's body casts a soft shadow on the white wall behind them as they move and sit down.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:42:28.117324+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 33.821441650390625,
+          "mpsnr": 35.78093338012695,
+          "rc_s": 0.38835802688767174,
+          "rc_t": 0.08297076000911181
+        },
+        "score": 0.5969387755102041,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "I-211010_O08036_W08",
+      "source": "RORD50",
+      "prompt": "Remove the grey quadcopter drone with its four spinning propellers as it hovers and tilts in mid-air. The area directly behind the removed drone should be filled by restoring the overcast sky and the distant pine forest on the hillside. The rest of the scene stays exactly the same, leaving only the drone on a plain, uniform neutral gray background.",
+      "fg_mse": 2.58725643157959,
+      "bg_mse": 0.15737435221672058,
+      "total_mse": 2.7446307837963104,
+      "videos": {
+        "composite": "samples/I-211010_O08036_W08/composite.mp4",
+        "mask": "samples/I-211010_O08036_W08/mask.mp4",
+        "fg_pred": "samples/I-211010_O08036_W08/fg_pred.mp4",
+        "bg_pred": "samples/I-211010_O08036_W08/bg_pred.mp4",
+        "bg_gt": "samples/I-211010_O08036_W08/bg_gt.mp4"
+      },
+      "tags": [
+        "motion:fast_subject_motion"
+      ],
+      "attributes": {
+        "effect_extent": "none",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "motion:fast_subject_motion": 0.8
+        },
+        "evidence": "The target is a drone flying high in the sky against a cloudy background. There are no visible shadows, reflections, or other physical effects associated with it on the ground or surrounding trees.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:42:34.523666+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 15.76031494140625,
+          "mpsnr": 28.156452178955078,
+          "rc_s": 0.5543939595011628,
+          "rc_t": 0.1438725905841296
+        },
+        "score": 0.6989795918367346,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "I-211011_I05017_T16",
+      "source": "RORD50",
+      "prompt": "Remove the fluffy grey and white cat and its feathery toy from the scene, including the soft shadows they cast on the wooden stair treads and the white wall behind them. The isolated cat should be placed on a plain, uniform neutral gray background as it descends a step, sits, and bats its paw. In the original video, restore the wooden stair treads and the white wall that were occluded behind the cat, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.1913714408874512,
+      "bg_mse": 0.09441643953323364,
+      "total_mse": 1.2857878804206848,
+      "videos": {
+        "composite": "samples/I-211011_I05017_T16/composite.mp4",
+        "mask": "samples/I-211011_I05017_T16/mask.mp4",
+        "fg_pred": "samples/I-211011_I05017_T16/fg_pred.mp4",
+        "bg_pred": "samples/I-211011_I05017_T16/bg_pred.mp4",
+        "bg_gt": "samples/I-211011_I05017_T16/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9
+        },
+        "evidence": "The cat walking on the stairs casts subtle contact and cast shadows onto the wooden steps.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:42:41.021666+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 37.195709228515625,
+          "mpsnr": 38.39574432373047,
+          "rc_s": 0.4834785347900377,
+          "rc_t": 0.1343035020000297
+        },
+        "score": 0.4285714285714286,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "I-211014_I02008_W05",
+      "source": "RORD50",
+      "prompt": "Separate the young person wearing an oversized white t-shirt and a black baseball cap, who is stirring a small metal pot with a wooden spoon and moving it to the right, into a separate foreground layer over a plain, uniform neutral gray background. Remove the person along with their soft shadow on the white wall, the shadow on the wooden counter, and the reflection of the pot and hands on the glossy black stovetop. Inpaint the vacated area to restore the white wall, the wooden countertop, and the glossy black electric stovetop that were occluded behind them, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.3999346494674683,
+      "bg_mse": 0.0565597228705883,
+      "total_mse": 1.4564943723380566,
+      "videos": {
+        "composite": "samples/I-211014_I02008_W05/composite.mp4",
+        "mask": "samples/I-211014_I02008_W05/mask.mp4",
+        "fg_pred": "samples/I-211014_I02008_W05/fg_pred.mp4",
+        "bg_pred": "samples/I-211014_I02008_W05/bg_pred.mp4",
+        "bg_gt": "samples/I-211014_I02008_W05/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "geometry:thin_structure"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9,
+          "geometry:thin_structure": 0.9
+        },
+        "evidence": "The target includes the person, the pot, and the wooden spoon. The wooden spoon is a thin structure. There are contact and cast shadows on the countertop and stove surface associated with the person and the pot.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:42:47.298384+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 31.670921325683594,
+          "mpsnr": 31.703603744506836,
+          "rc_s": 0.43716307409630245,
+          "rc_t": 0.028733993871621073
+        },
+        "score": 0.6377551020408163,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "I-211016_I02009_T07",
+      "source": "RORD50",
+      "prompt": "Remove the man wearing a grey t-shirt, dark pants, and a face mask, along with his paint tray and roller, and isolate him on a plain, uniform neutral gray background while he walks in, kneels, and mimics painting. In the main video, restore the empty white studio floor that was occluded behind him, and remove the soft shadows he and the tray cast on the floor. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.7974356412887573,
+      "bg_mse": 0.09646958112716675,
+      "total_mse": 1.893905222415924,
+      "videos": {
+        "composite": "samples/I-211016_I02009_T07/composite.mp4",
+        "mask": "samples/I-211016_I02009_T07/mask.mp4",
+        "fg_pred": "samples/I-211016_I02009_T07/fg_pred.mp4",
+        "bg_pred": "samples/I-211016_I02009_T07/bg_pred.mp4",
+        "bg_gt": "samples/I-211016_I02009_T07/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95
+        },
+        "evidence": "The target is a person carrying and using a paint tray and roller. The person and the tray cast soft contact and cast shadows onto the white studio floor, which are clearly visible and must be removed along with the target.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:42:53.504573+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 36.9846076965332,
+          "mpsnr": 36.659881591796875,
+          "rc_s": 0.5385636372110714,
+          "rc_t": 0.25609220271715405
+        },
+        "score": 0.413265306122449,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "I-211016_I02010_T07",
+      "source": "RORD50",
+      "prompt": "Isolate the woman in a dark blue sweatshirt, blue jeans, sandals, and a white face mask actively pushing and pulling a grey mop, placing her on a plain, uniform neutral gray background. Remove her and her mop from the scene along with the soft shadows they cast on the white floor, and restore the minimalist white floor that was occluded behind them. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.75601065158844,
+      "bg_mse": 0.10931675136089325,
+      "total_mse": 1.8653274029493332,
+      "videos": {
+        "composite": "samples/I-211016_I02010_T07/composite.mp4",
+        "mask": "samples/I-211016_I02010_T07/mask.mp4",
+        "fg_pred": "samples/I-211016_I02010_T07/fg_pred.mp4",
+        "bg_pred": "samples/I-211016_I02010_T07/bg_pred.mp4",
+        "bg_gt": "samples/I-211016_I02010_T07/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "geometry:thin_structure"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95,
+          "geometry:thin_structure": 0.9
+        },
+        "evidence": "The target is a person mopping the floor. The mop handle is a thin structure, and there are contact and cast shadows on the floor associated with the person and the mop.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:43:00.134757+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 36.96608352661133,
+          "mpsnr": 36.738712310791016,
+          "rc_s": 0.49124037717511987,
+          "rc_t": 0.1297197609260457
+        },
+        "score": 0.4387755102040816,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "I-211016_I04015_T07",
+      "source": "RORD50",
+      "prompt": "Remove the woman wearing a face mask, a white long-sleeve sweater, and blue jeans as she walks into the frame and performs her stretching routine, along with the soft shadow she casts on the floor. The removed woman should be placed on a plain, uniform neutral gray background, while the area she occluded is filled by restoring the seamless white floor and backdrop behind her. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.7755974531173706,
+      "bg_mse": 0.1071341335773468,
+      "total_mse": 1.8827315866947174,
+      "videos": {
+        "composite": "samples/I-211016_I04015_T07/composite.mp4",
+        "mask": "samples/I-211016_I04015_T07/mask.mp4",
+        "fg_pred": "samples/I-211016_I04015_T07/fg_pred.mp4",
+        "bg_pred": "samples/I-211016_I04015_T07/bg_pred.mp4",
+        "bg_gt": "samples/I-211016_I04015_T07/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95
+        },
+        "evidence": "The target person casts a subtle contact and cast shadow on the white floor beneath her feet.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:43:06.287218+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 39.10403823852539,
+          "mpsnr": 37.74468231201172,
+          "rc_s": 0.5613157219204206,
+          "rc_t": 0.3174235740718668
+        },
+        "score": 0.3469387755102041,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "I-211016_I09025_T03",
+      "source": "RORD50",
+      "prompt": "Remove the woman wearing a white sweater and blue jeans who is carrying a green potted plant, along with the soft shadows she casts on the white floor, the white wall, and the top of the wooden block. Reconstruct the plain white wall, the white floor, and the top of the rectangular wooden block that were occluded behind her, while the rest of the scene remains exactly the same. The isolated woman and her plant should be placed on a plain, uniform neutral gray background.",
+      "fg_mse": 1.4268606901168823,
+      "bg_mse": 0.10492664575576782,
+      "total_mse": 1.5317873358726501,
+      "videos": {
+        "composite": "samples/I-211016_I09025_T03/composite.mp4",
+        "mask": "samples/I-211016_I09025_T03/mask.mp4",
+        "fg_pred": "samples/I-211016_I09025_T03/fg_pred.mp4",
+        "bg_pred": "samples/I-211016_I09025_T03/bg_pred.mp4",
+        "bg_gt": "samples/I-211016_I09025_T03/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "geometry:thin_structure"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9,
+          "geometry:thin_structure": 0.85
+        },
+        "evidence": "The target is a person carrying a potted plant with thin leaves and stems. The target casts a soft shadow on the floor and on the wooden block as the pot is placed down.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:43:12.626372+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 39.21160125732422,
+          "mpsnr": 41.07579040527344,
+          "rc_s": 0.5134006987711439,
+          "rc_t": 0.24501693040921896
+        },
+        "score": 0.34693877551020413,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "I-211016_I09026_T02",
+      "source": "RORD50",
+      "prompt": "Remove the woman wearing a grey face mask, a white knit sweater, and blue jeans, along with the soft shadow she casts on the floor to her left. The removed woman should be placed on a plain, uniform neutral gray background as a separate foreground layer, showing her holding and moving an orange object in her hand. In the background layer, restore the plain beige backdrop and the floor that were directly behind her, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.539625883102417,
+      "bg_mse": 0.09347081929445267,
+      "total_mse": 1.6330967023968697,
+      "videos": {
+        "composite": "samples/I-211016_I09026_T02/composite.mp4",
+        "mask": "samples/I-211016_I09026_T02/mask.mp4",
+        "fg_pred": "samples/I-211016_I09026_T02/fg_pred.mp4",
+        "bg_pred": "samples/I-211016_I09026_T02/bg_pred.mp4",
+        "bg_gt": "samples/I-211016_I09026_T02/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9
+        },
+        "evidence": "The target is a person holding an orange object. As she moves, her cast shadow is visible on the floor and the white pedestal, which is an associated effect that needs to be removed.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:43:19.353997+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 40.45243835449219,
+          "mpsnr": 38.9835205078125,
+          "rc_s": 0.505347499544369,
+          "rc_t": 0.2846425004106031
+        },
+        "score": 0.3877551020408163,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "I-211016_I09028_T02",
+      "source": "RORD50",
+      "prompt": "Remove the person wearing a grey hoodie, blue jeans, and a face mask along with the brown cardboard box they are handling, as well as the soft shadows they cast on the floor and the white pedestal. The removed person and box should be isolated onto a separate foreground layer against a plain, uniform neutral gray background, while the area they occluded is filled in to restore the seamless white studio floor and the white rectangular pedestal. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.3449281454086304,
+      "bg_mse": 0.12024127691984177,
+      "total_mse": 1.4651694223284721,
+      "videos": {
+        "composite": "samples/I-211016_I09028_T02/composite.mp4",
+        "mask": "samples/I-211016_I09028_T02/mask.mp4",
+        "fg_pred": "samples/I-211016_I09028_T02/fg_pred.mp4",
+        "bg_pred": "samples/I-211016_I09028_T02/bg_pred.mp4",
+        "bg_gt": "samples/I-211016_I09028_T02/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95
+        },
+        "evidence": "The person and the box they are holding are masked. There are visible contact and cast shadows on the floor and on the white pedestal surface that are associated with the masked target.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:43:27.572746+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 38.38168716430664,
+          "mpsnr": 36.98752212524414,
+          "rc_s": 0.49020689394178674,
+          "rc_t": 0.17273369350562634
+        },
+        "score": 0.44387755102040816,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "I-211016_I09029_T06",
+      "source": "RORD50",
+      "prompt": "Remove the woman wearing a face mask, a white sweater, and blue jeans as she handles and inspects a pair of sunglasses, along with the soft shadows she casts on the top of the wooden pedestal and the floor to her left. Place her on a plain, uniform neutral gray background as a separate foreground layer, and restore the wooden pedestal and the clean white studio floor that were directly behind her. The rest of the scene stays exactly the same.",
+      "fg_mse": 0.7277777194976807,
+      "bg_mse": 0.1003396064043045,
+      "total_mse": 0.8281173259019852,
+      "videos": {
+        "composite": "samples/I-211016_I09029_T06/composite.mp4",
+        "mask": "samples/I-211016_I09029_T06/mask.mp4",
+        "fg_pred": "samples/I-211016_I09029_T06/fg_pred.mp4",
+        "bg_pred": "samples/I-211016_I09029_T06/bg_pred.mp4",
+        "bg_gt": "samples/I-211016_I09029_T06/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95
+        },
+        "evidence": "The person and the sunglasses they pick up are masked. Their shadows are cast on the floor and the wooden pedestal, which are visible associated effects.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:43:34.324341+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 40.482948303222656,
+          "mpsnr": 39.2796745300293,
+          "rc_s": 0.4459369954274252,
+          "rc_t": 0.26683703181981566
+        },
+        "score": 0.4387755102040816,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "I-211016_I09031_T01",
+      "source": "RORD50",
+      "prompt": "Remove the person wearing a white sweater, blue jeans, and sandals, along with the soft shadow they cast on the white floor beneath them. The foreground layer should display only this person gesturing with the small black object in their hand against a plain, uniform neutral gray background. To complete the background, restore the white floor and wall that were directly behind the person, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.6383458375930786,
+      "bg_mse": 0.09854955226182938,
+      "total_mse": 1.736895389854908,
+      "videos": {
+        "composite": "samples/I-211016_I09031_T01/composite.mp4",
+        "mask": "samples/I-211016_I09031_T01/mask.mp4",
+        "fg_pred": "samples/I-211016_I09031_T01/fg_pred.mp4",
+        "bg_pred": "samples/I-211016_I09031_T01/bg_pred.mp4",
+        "bg_gt": "samples/I-211016_I09031_T01/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95
+        },
+        "evidence": "The target is a person walking and holding a phone. The person casts a soft contact and cast shadow on the white floor, which is tracked as part of the target's associated effects.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:43:41.097856+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 39.103538513183594,
+          "mpsnr": 37.01727294921875,
+          "rc_s": 0.40695903682575135,
+          "rc_t": 0.16434105406116378
+        },
+        "score": 0.5,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "I-211016_I09031_T07",
+      "source": "RORD50",
+      "prompt": "Remove the person wearing a grey hoodie, blue jeans, and brown sandals holding a black smartphone, along with the soft shadows they cast on the white floor and the top of the pedestal. The removed person should be isolated on a plain, uniform neutral gray background to create a clean foreground layer. Inpaint the occluded areas by restoring the white pedestal and the white floor that were directly behind them, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.696892499923706,
+      "bg_mse": 0.09296644479036331,
+      "total_mse": 1.7898589447140694,
+      "videos": {
+        "composite": "samples/I-211016_I09031_T07/composite.mp4",
+        "mask": "samples/I-211016_I09031_T07/mask.mp4",
+        "fg_pred": "samples/I-211016_I09031_T07/fg_pred.mp4",
+        "bg_pred": "samples/I-211016_I09031_T07/bg_pred.mp4",
+        "bg_gt": "samples/I-211016_I09031_T07/bg_gt.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 0.85,
+          "effect:shadow": 0.95
+        },
+        "evidence": "The person and the phone they are holding cast shadows onto the floor and the white pedestal. The shadow of the phone becomes disconnected from the phone itself when it is lifted.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:43:47.576306+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 35.63783264160156,
+          "mpsnr": 34.20378112792969,
+          "rc_s": 0.5038168603681173,
+          "rc_t": 0.13969811102770915
+        },
+        "score": 0.5051020408163265,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "I-211025_O01004_T05",
+      "source": "RORD50",
+      "prompt": "Isolate the young boy wearing a black face mask, a grey sweatshirt, and white pants as he actively lunges and swings his badminton racket, placing him on a plain, uniform neutral gray background. Remove him and the soft shadow he casts on the green court, and restore the green court surface and the frosted glass panel wall that were directly behind him. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.5091588497161865,
+      "bg_mse": 0.029734401032328606,
+      "total_mse": 1.5388932507485151,
+      "videos": {
+        "composite": "samples/I-211025_O01004_T05/composite.mp4",
+        "mask": "samples/I-211025_O01004_T05/mask.mp4",
+        "fg_pred": "samples/I-211025_O01004_T05/fg_pred.mp4",
+        "bg_pred": "samples/I-211025_O01004_T05/bg_pred.mp4",
+        "bg_gt": "samples/I-211025_O01004_T05/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "geometry:thin_structure",
+        "motion:fast_subject_motion",
+        "motion:motion_blur"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95,
+          "geometry:thin_structure": 0.95,
+          "motion:fast_subject_motion": 0.9,
+          "motion:motion_blur": 0.9
+        },
+        "evidence": "The target is a person playing badminton. The racket and shuttlecock represent thin structures with fast motion and motion blur. There is a subtle contact shadow under the player's feet on the court surface.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:43:55.928139+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 32.549415588378906,
+          "mpsnr": 33.89824676513672,
+          "rc_s": 0.5713513202305037,
+          "rc_t": 0.01875689657616622
+        },
+        "score": 0.3622448979591837,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "I-211025_O01004_W09",
+      "source": "RORD50",
+      "prompt": "Decompose the video by removing the man in the beige cap, grey t-shirt, and black sweatpants who is dynamically swinging a badminton racket, along with the soft shadow he casts on the green floor and his faint reflection on the frosted glass panels. The foreground layer should display only this man and his racket moving against a plain, uniform neutral gray background. In the background layer, restore the green court floor and the frosted glass wall panels that were directly behind him, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.229660987854004,
+      "bg_mse": 0.029023265466094017,
+      "total_mse": 1.258684253320098,
+      "videos": {
+        "composite": "samples/I-211025_O01004_W09/composite.mp4",
+        "mask": "samples/I-211025_O01004_W09/mask.mp4",
+        "fg_pred": "samples/I-211025_O01004_W09/fg_pred.mp4",
+        "bg_pred": "samples/I-211025_O01004_W09/bg_pred.mp4",
+        "bg_gt": "samples/I-211025_O01004_W09/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "geometry:thin_structure",
+        "motion:fast_subject_motion"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9,
+          "geometry:thin_structure": 0.9,
+          "motion:fast_subject_motion": 0.8
+        },
+        "evidence": "The target is a person playing badminton. The racket is a thin structure, and the person moves quickly. There is a subtle contact shadow on the green court floor.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:44:04.015239+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 34.791961669921875,
+          "mpsnr": 34.78209686279297,
+          "rc_s": 0.5807860496617139,
+          "rc_t": 0.01864675087404209
+        },
+        "score": 0.2602040816326531,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "I-211025_O02012_T01",
+      "source": "RORD50",
+      "prompt": "Remove the man wearing a dark jacket, brown pants, and a face mask along with his rolling suitcase, as well as the soft shadow he casts on the purple carpet and his reflection in the glass wall panel on the right. To fill the area directly behind him, restore the empty airport terminal hallway with its rows of dark blue seating and the decorative blue and yellow wall panel. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.4140138626098633,
+      "bg_mse": 0.022473646327853203,
+      "total_mse": 2.4364875089377165,
+      "videos": {
+        "composite": "samples/I-211025_O02012_T01/composite.mp4",
+        "mask": "samples/I-211025_O02012_T01/mask.mp4",
+        "fg_pred": "samples/I-211025_O02012_T01/fg_pred.mp4",
+        "bg_pred": "samples/I-211025_O02012_T01/bg_pred.mp4",
+        "bg_gt": "samples/I-211025_O02012_T01/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:multi_effect",
+        "effect:reflection",
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "specular",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:multi_effect": 0.9,
+          "effect:reflection": 0.95,
+          "effect:shadow": 0.9
+        },
+        "evidence": "The target person and suitcase cast subtle contact shadows on the floor and create a specular reflection on the polished floor surface and the glass wall panels on the right.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:44:10.454593+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 31.807640075683594,
+          "mpsnr": 22.320919036865234,
+          "rc_s": 0.44304454687180844,
+          "rc_t": 0.011426805580789397
+        },
+        "score": 0.6479591836734694,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "I-211025_O02012_W05",
+      "source": "RORD50",
+      "prompt": "Remove the man wearing a dark jacket, brown pants, and a face mask along with his laptop, isolating him on a plain, uniform neutral gray background as he sits, places the laptop on a side table, walks away, and crouches back down to open it. Eliminate all of his shadows from the dark carpet, the black bench, and the wooden side table, as well as his reflection in the glass windows on the left and the laptop's shadow on the table. To fill the occluded areas, restore the black benches, the dark carpeted floor, and the wooden side table that were directly behind him, while the rest of the scene stays exactly the same.",
+      "fg_mse": 2.5484156608581543,
+      "bg_mse": 0.030606167390942574,
+      "total_mse": 2.579021828249097,
+      "videos": {
+        "composite": "samples/I-211025_O02012_W05/composite.mp4",
+        "mask": "samples/I-211025_O02012_W05/mask.mp4",
+        "fg_pred": "samples/I-211025_O02012_W05/fg_pred.mp4",
+        "bg_pred": "samples/I-211025_O02012_W05/bg_pred.mp4",
+        "bg_gt": "samples/I-211025_O02012_W05/bg_gt.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:multi_effect",
+        "effect:reflection",
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "medium",
+        "reflection_type": "glass",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 0.9,
+          "effect:multi_effect": 0.9,
+          "effect:reflection": 0.95,
+          "effect:shadow": 0.9
+        },
+        "evidence": "The target's reflection is clearly visible on the glass windows to the left, which is spatially disconnected from the target itself. There is also a subtle contact shadow where the target sits and walks.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:44:18.674573+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 32.33269500732422,
+          "mpsnr": 28.45682144165039,
+          "rc_s": 0.5118007863521762,
+          "rc_t": 0.009996163463174366
+        },
+        "score": 0.4744897959183674,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "I-211025_O11048_W10",
+      "source": "RORD50",
+      "prompt": "Remove the person wearing a black jacket, grey sweatpants, a white hoodie, a black bucket hat, and a white face mask, along with the skateboard they are holding and the soft shadow they cast on the ground. Place this person and their skateboard onto a plain, uniform neutral gray background as a separate layer, and restore the paved ground and the base of the building's wall that were occluded behind them. The rest of the scene stays exactly the same.",
+      "fg_mse": 0.9681314826011658,
+      "bg_mse": 0.04472600668668747,
+      "total_mse": 1.0128574892878532,
+      "videos": {
+        "composite": "samples/I-211025_O11048_W10/composite.mp4",
+        "mask": "samples/I-211025_O11048_W10/mask.mp4",
+        "fg_pred": "samples/I-211025_O11048_W10/fg_pred.mp4",
+        "bg_pred": "samples/I-211025_O11048_W10/bg_pred.mp4",
+        "bg_gt": "samples/I-211025_O11048_W10/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9
+        },
+        "evidence": "The target is a person walking and holding a skateboard. There are subtle contact and cast shadows on the ground beneath their feet and skateboard, which are the only visible associated effects.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:44:25.186498+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 36.93898010253906,
+          "mpsnr": 35.91121292114258,
+          "rc_s": 0.5544840822403653,
+          "rc_t": 0.025795072998430153
+        },
+        "score": 0.28571428571428575,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "I-211030_I02009_T03",
+      "source": "RORD50",
+      "prompt": "Remove the young man in the blue sweatshirt, dark pants, and face mask, along with the blue case he is carrying, and eliminate the soft shadows they cast on the floor, the white wall, and the grey door. The foreground layer should show only the man and his case over a plain, uniform neutral gray background. To fill the area directly behind him, restore the white wall, the floor, the grey door, and the small wooden stool that were occluded, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.0657525062561035,
+      "bg_mse": 0.06184643879532814,
+      "total_mse": 1.1275989450514317,
+      "videos": {
+        "composite": "samples/I-211030_I02009_T03/composite.mp4",
+        "mask": "samples/I-211030_I02009_T03/mask.mp4",
+        "fg_pred": "samples/I-211030_I02009_T03/fg_pred.mp4",
+        "bg_pred": "samples/I-211030_I02009_T03/bg_pred.mp4",
+        "bg_gt": "samples/I-211030_I02009_T03/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:multi_effect",
+        "effect:reflection",
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "medium",
+        "reflection_type": "specular",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:multi_effect": 0.9,
+          "effect:reflection": 0.9,
+          "effect:shadow": 0.95
+        },
+        "evidence": "The target person and the object they carry/place on the stool cast visible shadows on the floor, and there is a specular reflection of the person on the polished floor surface.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:44:31.680641+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 31.999387741088867,
+          "mpsnr": 35.435569763183594,
+          "rc_s": 0.5116018018667604,
+          "rc_t": 0.040915045615807236
+        },
+        "score": 0.5,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "I-211115_O01002_T06",
+      "source": "RORD50",
+      "prompt": "Remove the young man in the white puffer jacket, dark pants, and black face mask along with his basketball from the scene. In his place, restore the grey tiled walls, the thick cylindrical concrete pillars, and the large glass windows of the modern building exterior that were occluded behind him. The foreground layer should isolate the young man and his basketball as he moves, throws, and catches the ball, placing him over a plain, uniform neutral gray background while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.2775399684906006,
+      "bg_mse": 0.04203208163380623,
+      "total_mse": 1.3195720501244068,
+      "videos": {
+        "composite": "samples/I-211115_O01002_T06/composite.mp4",
+        "mask": "samples/I-211115_O01002_T06/mask.mp4",
+        "fg_pred": "samples/I-211115_O01002_T06/fg_pred.mp4",
+        "bg_pred": "samples/I-211115_O01002_T06/bg_pred.mp4",
+        "bg_gt": "samples/I-211115_O01002_T06/bg_gt.mp4"
+      },
+      "tags": [
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "none",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "scene:occlusion": 0.95
+        },
+        "evidence": "The target is a person holding and throwing a basketball. The person is partially occluded by a large concrete pillar on the right side of the frame. There are no visible shadows or reflections associated with the target on the surrounding surfaces.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:44:38.191480+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 32.55028533935547,
+          "mpsnr": 28.666227340698242,
+          "rc_s": 0.41791752539150484,
+          "rc_t": 0.02048801944369138
+        },
+        "score": 0.6275510204081632,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "I-211117_O07035_T19",
+      "source": "RORD50",
+      "prompt": "Decompose the video by removing the two remote-controlled toy cars\u2014one a vibrant blue sports car and the other a sleek black sports car driving and turning\u2014along with the soft shadows they cast onto the stone pathway. The foreground layer should display only these two toy cars over a plain, uniform neutral gray background, while the background layer is restored by filling in the interlocking paved stone pathway that was previously occluded behind them. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.519319534301758,
+      "bg_mse": 0.007132318802177906,
+      "total_mse": 2.5264518531039357,
+      "videos": {
+        "composite": "samples/I-211117_O07035_T19/composite.mp4",
+        "mask": "samples/I-211117_O07035_T19/mask.mp4",
+        "fg_pred": "samples/I-211117_O07035_T19/fg_pred.mp4",
+        "bg_pred": "samples/I-211117_O07035_T19/bg_pred.mp4",
+        "bg_gt": "samples/I-211117_O07035_T19/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:crowd_or_many_instances",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95,
+          "scene:crowd_or_many_instances": 0.85,
+          "scene:textured_background": 0.9
+        },
+        "evidence": "The target masks cover multiple remote-controlled toy cars moving on a textured brick pavement. The cars cast subtle contact shadows directly underneath them as they drive.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:44:45.183114+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 28.451082229614258,
+          "mpsnr": 31.388023376464844,
+          "rc_s": 0.5694106171777572,
+          "rc_t": 0.033883205007786035
+        },
+        "score": 0.5204081632653061,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "I-211117_O07035_T28",
+      "source": "RORD50",
+      "prompt": "Remove the two stationary remote-controlled toy cars\u2014the sleek black sports car in the foreground and the blue off-road vehicle behind it\u2014along with the sharp shadows they cast onto the wooden bench to their left. The removed toy cars should be isolated on a plain, uniform neutral gray background, while the area they occluded is filled by restoring the weathered wooden bench and the dark metal frame behind them. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.9202842712402344,
+      "bg_mse": 0.009149456396698952,
+      "total_mse": 2.9294337276369333,
+      "videos": {
+        "composite": "samples/I-211117_O07035_T28/composite.mp4",
+        "mask": "samples/I-211117_O07035_T28/mask.mp4",
+        "fg_pred": "samples/I-211117_O07035_T28/fg_pred.mp4",
+        "bg_pred": "samples/I-211117_O07035_T28/bg_pred.mp4",
+        "bg_gt": "samples/I-211117_O07035_T28/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95
+        },
+        "evidence": "The target objects are two toy cars on a wooden bench. They cast visible contact and cast shadows onto the bench surface, which are tracked as part of the removal target.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:44:53.585833+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 27.285865783691406,
+          "mpsnr": 27.579959869384766,
+          "rc_s": 0.4433530930695459,
+          "rc_t": 0.017479642378463785
+        },
+        "score": 0.6785714285714286,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "I-211119_O01008_T06",
+      "source": "RORD50",
+      "prompt": "Remove the person dancing in the blue vest, grey sweatsuit, dark bucket hat, and white face mask, along with the soft shadow they cast on the floor. The removed dancer should be isolated on a plain, uniform neutral gray background, while the empty space they occupied on the wooden stage is seamlessly filled in to restore the wooden floor and the white fabric canopy behind them. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.5921591520309448,
+      "bg_mse": 0.05060776323080063,
+      "total_mse": 1.6427669152617455,
+      "videos": {
+        "composite": "samples/I-211119_O01008_T06/composite.mp4",
+        "mask": "samples/I-211119_O01008_T06/mask.mp4",
+        "fg_pred": "samples/I-211119_O01008_T06/fg_pred.mp4",
+        "bg_pred": "samples/I-211119_O01008_T06/bg_pred.mp4",
+        "bg_gt": "samples/I-211119_O01008_T06/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:no_visible_associated_effect"
+      ],
+      "attributes": {
+        "effect_extent": "none",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:no_visible_associated_effect": 0.9
+        },
+        "evidence": "The target is a person dancing on a wooden stage under a canopy. There are no visible shadows or reflections cast by the person on the stage or surrounding environment due to the overcast lighting.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:45:00.553995+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 19.204843521118164,
+          "mpsnr": 23.963043212890625,
+          "rc_s": 0.5754887522105422,
+          "rc_t": 0.03714506510625724
+        },
+        "score": 0.6122448979591837,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "I-211121_O03016_T10",
+      "source": "RORD50",
+      "prompt": "Isolate the woman wearing a face mask, a brown sweater, light-colored pants, and black boots as she walks carrying an orange shopping bag and a black handbag, placing her against a plain, uniform neutral gray background. Remove her completely from the scene along with her soft shadow on the white floor and her faint reflections in the glass railing and storefront windows. In her place, restore the polished white floor, the glass railing, and the dark storefront windows that were directly behind her, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.854403018951416,
+      "bg_mse": 0.05521994084119797,
+      "total_mse": 1.909622959792614,
+      "videos": {
+        "composite": "samples/I-211121_O03016_T10/composite.mp4",
+        "mask": "samples/I-211121_O03016_T10/mask.mp4",
+        "fg_pred": "samples/I-211121_O03016_T10/fg_pred.mp4",
+        "bg_pred": "samples/I-211121_O03016_T10/bg_pred.mp4",
+        "bg_gt": "samples/I-211121_O03016_T10/bg_gt.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:multi_effect",
+        "effect:reflection",
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "medium",
+        "reflection_type": "glass",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 0.85,
+          "effect:multi_effect": 0.9,
+          "effect:reflection": 0.95,
+          "effect:shadow": 0.95
+        },
+        "evidence": "The walking person casts a soft contact shadow on the floor, and their reflection is visible on the glass railing to the left as they walk past it.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:45:12.283193+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 34.81559371948242,
+          "mpsnr": 34.52534484863281,
+          "rc_s": 0.5661287662890707,
+          "rc_t": 0.05689489884629075
+        },
+        "score": 0.3877551020408163,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "I-211202_O01008_T04",
+      "source": "RORD50",
+      "prompt": "Remove the dancing person wearing a beige jacket, blue jeans, white sneakers, and a black face mask, along with the soft shadow they cast on the paved walkway and the faint shadow on the wooden fence behind them. In their place, restore the light grey rectangular stones of the paved walkway and the dark brown wooden fence with black metal posts that were occluded. The foreground layer should display only the dancing person over a plain, uniform neutral gray background, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.7473822832107544,
+      "bg_mse": 0.019102012738585472,
+      "total_mse": 1.7664842959493399,
+      "videos": {
+        "composite": "samples/I-211202_O01008_T04/composite.mp4",
+        "mask": "samples/I-211202_O01008_T04/mask.mp4",
+        "fg_pred": "samples/I-211202_O01008_T04/fg_pred.mp4",
+        "bg_pred": "samples/I-211202_O01008_T04/bg_pred.mp4",
+        "bg_gt": "samples/I-211202_O01008_T04/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9,
+          "scene:textured_background": 0.95
+        },
+        "evidence": "The target is a person dancing in front of a wooden fence. The target casts a subtle shadow on the ground and the fence behind them, which is a textured background.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:45:19.036900+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 33.049442291259766,
+          "mpsnr": 32.240745544433594,
+          "rc_s": 0.617404087533812,
+          "rc_t": 0.005883632224971687
+        },
+        "score": 0.2602040816326531,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "I-211203_I01005_T23",
+      "source": "RORD50",
+      "prompt": "Separate the person wearing a white high-neck jacket, blue jeans, and a black face mask bouncing a basketball into a foreground layer over a plain, uniform neutral gray background, capturing their transition from standing to squatting and finally sitting on the floor. Remove the person and the basketball along with their soft shadows and faint reflections from the polished floor, and restore the empty, dimly lit hallway and polished tiled floor that were occluded behind them. The rest of the scene stays exactly the same.",
+      "fg_mse": 0.9023848176002502,
+      "bg_mse": 0.04166575148701668,
+      "total_mse": 0.9440505690872669,
+      "videos": {
+        "composite": "samples/I-211203_I01005_T23/composite.mp4",
+        "mask": "samples/I-211203_I01005_T23/mask.mp4",
+        "fg_pred": "samples/I-211203_I01005_T23/fg_pred.mp4",
+        "bg_pred": "samples/I-211203_I01005_T23/bg_pred.mp4",
+        "bg_gt": "samples/I-211203_I01005_T23/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:multi_effect",
+        "effect:reflection",
+        "effect:shadow",
+        "motion:fast_subject_motion"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "large",
+        "reflection_type": "specular",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:multi_effect": 0.9,
+          "effect:reflection": 0.9,
+          "effect:shadow": 0.95,
+          "motion:fast_subject_motion": 0.8
+        },
+        "evidence": "The person and the ball cast shadows on the floor and wall, and there is a specular reflection of the person and ball on the polished hallway floor.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:45:36.080287+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 34.196380615234375,
+          "mpsnr": 33.0179443359375,
+          "rc_s": 0.5387592773305139,
+          "rc_t": 0.03010170182767502
+        },
+        "score": 0.41836734693877553,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "I-211203_I01005_T26",
+      "source": "RORD50",
+      "prompt": "Remove the crouching person wearing a white fleece jacket, blue pants, and a black face mask, along with the taped basketball they are handling, bouncing, and rolling. This removal must also eliminate their soft shadows and faint reflections from the polished white floor and the yellow tactile strip, restoring the clean tiled floor and tactile paving that were occluded behind them. The foreground layer showing only the person and the basketball should be isolated over a plain, uniform neutral gray background, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.3074603080749512,
+      "bg_mse": 0.11238507926464081,
+      "total_mse": 1.419845387339592,
+      "videos": {
+        "composite": "samples/I-211203_I01005_T26/composite.mp4",
+        "mask": "samples/I-211203_I01005_T26/mask.mp4",
+        "fg_pred": "samples/I-211203_I01005_T26/fg_pred.mp4",
+        "bg_pred": "samples/I-211203_I01005_T26/bg_pred.mp4",
+        "bg_gt": "samples/I-211203_I01005_T26/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "motion:fast_subject_motion"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "large",
+        "reflection_type": "none",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9,
+          "motion:fast_subject_motion": 0.8
+        },
+        "evidence": "The target is a person crouching and moving a basketball. There is a subtle contact shadow where the person's shoes and the basketball touch the floor, but no large cast shadows or reflections are visible.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:45:43.351938+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 23.41763687133789,
+          "mpsnr": 27.427318572998047,
+          "rc_s": 0.30742205187871235,
+          "rc_t": 0.12314038399401314
+        },
+        "score": 0.8622448979591837,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "I-211203_O02011_T12",
+      "source": "RORD50",
+      "prompt": "Remove the crouching person wearing a black face mask, glasses, a beige jacket, blue pants, and white sneakers, along with the black handheld tool they are holding, and erase the soft shadows they cast on the sidewalk and the wall. In their place, restore the grey concrete block wall, the vertical stripe of red bricks, and the sidewalk that were occluded behind them. The output should split this into a foreground layer of the crouching person over a plain, uniform neutral gray background, and a clean background layer where the rest of the scene remains exactly the same.",
+      "fg_mse": 0.8322196006774902,
+      "bg_mse": 0.06141486018896103,
+      "total_mse": 0.8936344608664513,
+      "videos": {
+        "composite": "samples/I-211203_O02011_T12/composite.mp4",
+        "mask": "samples/I-211203_O02011_T12/mask.mp4",
+        "fg_pred": "samples/I-211203_O02011_T12/fg_pred.mp4",
+        "bg_pred": "samples/I-211203_O02011_T12/bg_pred.mp4",
+        "bg_gt": "samples/I-211203_O02011_T12/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95,
+          "scene:occlusion": 0.85
+        },
+        "evidence": "The target is a person holding a tool, casting a contact shadow and a subtle cast shadow on the ground. The person's hands and the tool partially occlude each other during the movement.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:45:55.104959+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 29.073848724365234,
+          "mpsnr": 23.702194213867188,
+          "rc_s": 0.4891423205859284,
+          "rc_t": 0.008772933291259218
+        },
+        "score": 0.6122448979591837,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "I-211209_I05018_T23",
+      "source": "RORD50",
+      "prompt": "Remove the small, silver and orange-tinted fish from the scene, including any visual disruptions they cause as they swim and glide. In their place, restore the view of the clear plastic container with its yellow lid and the red wheel-like toy at the bottom of the tank that were previously occluded. The rest of the scene stays exactly the same, leaving the fish tank and the colorful illustrated books behind it completely untouched.",
+      "fg_mse": 1.2463898658752441,
+      "bg_mse": 0.02986219711601734,
+      "total_mse": 1.2762520629912615,
+      "videos": {
+        "composite": "samples/I-211209_I05018_T23/composite.mp4",
+        "mask": "samples/I-211209_I05018_T23/mask.mp4",
+        "fg_pred": "samples/I-211209_I05018_T23/fg_pred.mp4",
+        "bg_pred": "samples/I-211209_I05018_T23/bg_pred.mp4",
+        "bg_gt": "samples/I-211209_I05018_T23/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:transparency_or_refraction",
+        "scene:occlusion",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:transparency_or_refraction": 0.9,
+          "scene:occlusion": 0.9,
+          "scene:textured_background": 0.8
+        },
+        "evidence": "The fish swims behind the transparent plastic container, causing refraction and occlusion effects.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:46:10.984130+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 11.834375381469727,
+          "mpsnr": 10.495145797729492,
+          "rc_s": 0.5614580116721988,
+          "rc_t": 0.03841194308405225
+        },
+        "score": 0.6938775510204082,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "I-211213_O03015_T07",
+      "source": "RORD50",
+      "prompt": "Isolate the pair of hands holding and manipulating a black mirrorless camera with a vintage manual focus lens, placing them on a plain, uniform neutral gray background while removing the soft shadow and faint reflection they cast. In the background video, restore the smooth metallic grey surface with its soft, diffused environmental reflections and subtle lighting gradients that were directly behind the hands and camera. The rest of the scene stays exactly the same.",
+      "fg_mse": 0.23498788475990295,
+      "bg_mse": 0.08059760928153992,
+      "total_mse": 0.31558549404144287,
+      "videos": {
+        "composite": "samples/I-211213_O03015_T07/composite.mp4",
+        "mask": "samples/I-211213_O03015_T07/mask.mp4",
+        "fg_pred": "samples/I-211213_O03015_T07/fg_pred.mp4",
+        "bg_pred": "samples/I-211213_O03015_T07/bg_pred.mp4",
+        "bg_gt": "samples/I-211213_O03015_T07/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:multi_effect",
+        "effect:reflection",
+        "effect:shadow",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "large",
+        "reflection_type": "specular",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:multi_effect": 0.9,
+          "effect:reflection": 0.9,
+          "effect:shadow": 0.9,
+          "scene:occlusion": 0.9
+        },
+        "evidence": "The camera and hands are being manipulated in front of a reflective metallic surface, showing subtle contact shadows and specular reflections of the hands and camera body on the background.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:46:20.321134+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 15.4606351852417,
+          "mpsnr": 14.52239990234375,
+          "rc_s": 0.47415781559730796,
+          "rc_t": 0.07623510797607762
+        },
+        "score": 0.8316326530612245,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "I-211217_O08038_W02",
+      "source": "RORD50",
+      "prompt": "Remove the hand wearing a dark sleeve that holds and maneuvers a small white toy airplane with blue and red stripes, placing this foreground action on a plain, uniform neutral gray background. In the original video, restore the empty wooden bench with its black metal frame and the dry, brown foliage in the garden bed that were occluded behind the hand and toy. The rest of the scene must stay exactly the same.",
+      "fg_mse": 1.3900541067123413,
+      "bg_mse": 0.02508113533258438,
+      "total_mse": 1.4151352420449257,
+      "videos": {
+        "composite": "samples/I-211217_O08038_W02/composite.mp4",
+        "mask": "samples/I-211217_O08038_W02/mask.mp4",
+        "fg_pred": "samples/I-211217_O08038_W02/fg_pred.mp4",
+        "bg_pred": "samples/I-211217_O08038_W02/bg_pred.mp4",
+        "bg_gt": "samples/I-211217_O08038_W02/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "geometry:thin_structure"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9,
+          "geometry:thin_structure": 0.9
+        },
+        "evidence": "The toy airplane and the hand holding it cast a subtle shadow on the ground and bench structure below, and the airplane wings represent thin structures.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:46:26.770447+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 30.181406021118164,
+          "mpsnr": 30.459461212158203,
+          "rc_s": 0.4583786765352922,
+          "rc_t": 0.005286027763993184
+        },
+        "score": 0.5408163265306123,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "I-211221_I01004_T14",
+      "source": "RORD50",
+      "prompt": "Remove the young person wearing a white face mask, a beige hooded jacket, and brown pants who is tossing a black object, along with the soft shadow they cast on the white wall and their faint reflection on the polished floor. In the empty space left behind, restore the white wall and the polished, reflective tiled floor that were occluded by the person. The rest of the scene stays exactly the same, leaving a clean, empty hallway over a static, low-angle medium shot.",
+      "fg_mse": 0.8165591955184937,
+      "bg_mse": 0.05637304112315178,
+      "total_mse": 0.8729322366416454,
+      "videos": {
+        "composite": "samples/I-211221_I01004_T14/composite.mp4",
+        "mask": "samples/I-211221_I01004_T14/mask.mp4",
+        "fg_pred": "samples/I-211221_I01004_T14/fg_pred.mp4",
+        "bg_pred": "samples/I-211221_I01004_T14/bg_pred.mp4",
+        "bg_gt": "samples/I-211221_I01004_T14/bg_gt.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 0.9,
+          "effect:shadow": 0.95
+        },
+        "evidence": "The person casts a distinct shadow on the wall to their left, which is spatially separated from the main body of the target mask.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:46:34.953898+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 31.061542510986328,
+          "mpsnr": 25.017366409301758,
+          "rc_s": 0.45279767270941024,
+          "rc_t": 0.016480863067881057
+        },
+        "score": 0.6377551020408163,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "I-211222_O10045_T17",
+      "source": "RORD50",
+      "prompt": "Remove the person in the plaid shirt and dark pants along with the white bicycle they are mounting, as well as the soft shadow they cast on the tiled ground and their faint reflection on the polished dark grey wall to the right. The removed person and bicycle should be isolated as a foreground layer against a plain, uniform neutral gray background. For the background layer, restore the light grey tiled walkway and the dark grey stone wall that were occluded behind them, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.2982982397079468,
+      "bg_mse": 0.03246400132775307,
+      "total_mse": 1.3307622410356998,
+      "videos": {
+        "composite": "samples/I-211222_O10045_T17/composite.mp4",
+        "mask": "samples/I-211222_O10045_T17/mask.mp4",
+        "fg_pred": "samples/I-211222_O10045_T17/fg_pred.mp4",
+        "bg_pred": "samples/I-211222_O10045_T17/bg_pred.mp4",
+        "bg_gt": "samples/I-211222_O10045_T17/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "geometry:thin_structure"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95,
+          "geometry:thin_structure": 0.9
+        },
+        "evidence": "The bicycle and the person pushing it are masked. They cast subtle contact and cast shadows on the tiled ground beneath them. The bicycle frame and spokes represent thin structures.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:46:42.190911+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 32.07701110839844,
+          "mpsnr": 31.76324462890625,
+          "rc_s": 0.45047433607717446,
+          "rc_t": 0.010596840444070018
+        },
+        "score": 0.5153061224489796,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "I-211224_O10044_T19",
+      "source": "RORD50",
+      "prompt": "Remove the person in the plaid jacket and the red bicycle, including the soft shadows they cast on the stone tiles and the wooden fence behind them, leaving the rest of the scene exactly the same. The foreground layer should show only the person and the bicycle over a plain, uniform neutral gray background. For the background layer, restore the light gray stone tiles and the vertical wooden slat fence that were occluded behind them.",
+      "fg_mse": 1.5064260959625244,
+      "bg_mse": 0.03209420666098595,
+      "total_mse": 1.5385203026235104,
+      "videos": {
+        "composite": "samples/I-211224_O10044_T19/composite.mp4",
+        "mask": "samples/I-211224_O10044_T19/mask.mp4",
+        "fg_pred": "samples/I-211224_O10044_T19/fg_pred.mp4",
+        "bg_pred": "samples/I-211224_O10044_T19/bg_pred.mp4",
+        "bg_gt": "samples/I-211224_O10044_T19/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "geometry:thin_structure",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "large",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95,
+          "geometry:thin_structure": 0.95,
+          "scene:occlusion": 0.9
+        },
+        "evidence": "The target consists of a person and a bicycle, which have thin structures like spokes and handlebars. There are contact and cast shadows on the ground, and self-occlusion occurs as the person moves around the bicycle.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:46:49.106956+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 29.998844146728516,
+          "mpsnr": 24.49946403503418,
+          "rc_s": 0.43033529786438834,
+          "rc_t": 0.007414939008569904
+        },
+        "score": 0.6428571428571429,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "I-211224_O10044_W03",
+      "source": "RORD50",
+      "prompt": "Isolate the person in the plaid shirt and tan pants along with the red electric bicycle they are maneuvering into a separate foreground layer displayed against a plain, neutral gray background. Remove them from the original video along with the soft shadows they cast on the paved sidewalk and the wooden bench. In their place, realistically restore the paved sidewalk, the wooden bench with metal armrests, and the gray wall with graffiti that were occluded behind them, while the rest of the scene remains exactly the same.",
+      "fg_mse": 1.1535124778747559,
+      "bg_mse": 0.03469708189368248,
+      "total_mse": 1.1882095597684383,
+      "videos": {
+        "composite": "samples/I-211224_O10044_W03/composite.mp4",
+        "mask": "samples/I-211224_O10044_W03/mask.mp4",
+        "fg_pred": "samples/I-211224_O10044_W03/fg_pred.mp4",
+        "bg_pred": "samples/I-211224_O10044_W03/bg_pred.mp4",
+        "bg_gt": "samples/I-211224_O10044_W03/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "geometry:thin_structure",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "large",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9,
+          "geometry:thin_structure": 0.95,
+          "scene:occlusion": 0.9
+        },
+        "evidence": "The red mask covers the person and the bicycle. The bicycle has thin structures like spokes and handlebars. There are contact and cast shadows on the ground beneath the bicycle wheels and the person's feet. The bicycle is partially occluded by the benches behind it during the turn.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:46:56.275143+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 30.521907806396484,
+          "mpsnr": 29.936683654785156,
+          "rc_s": 0.3953680108856346,
+          "rc_t": 0.005188356458224596
+        },
+        "score": 0.5867346938775511,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "I-211230_O06027_W20",
+      "source": "RORD50",
+      "prompt": "Remove the two striped meerkats and the interacting hand from the scene, including the soft shadows and reflections they cast on the floor. The foreground layer should isolate the meerkats and the hand over a plain, uniform neutral gray background. For the background layer, restore the smooth, reflective indoor floor that was occluded behind them, while the rest of the scene stays exactly the same.",
+      "fg_mse": 2.0831594467163086,
+      "bg_mse": 0.03392203897237778,
+      "total_mse": 2.1170814856886864,
+      "videos": {
+        "composite": "samples/I-211230_O06027_W20/composite.mp4",
+        "mask": "samples/I-211230_O06027_W20/mask.mp4",
+        "fg_pred": "samples/I-211230_O06027_W20/fg_pred.mp4",
+        "bg_pred": "samples/I-211230_O06027_W20/bg_pred.mp4",
+        "bg_gt": "samples/I-211230_O06027_W20/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:multi_effect",
+        "effect:reflection",
+        "effect:shadow",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "medium",
+        "reflection_type": "specular",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:multi_effect": 0.9,
+          "effect:reflection": 0.9,
+          "effect:shadow": 0.95,
+          "scene:occlusion": 0.85
+        },
+        "evidence": "The target meerkats cast soft contact and cast shadows on the glossy floor, which also exhibits specular reflections of their bodies. Additionally, the meerkats are partially occluded by the artificial plants on the right side of the frame.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:47:04.681358+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 29.309722900390625,
+          "mpsnr": 31.547842025756836,
+          "rc_s": 0.4627290092003699,
+          "rc_t": 0.019146922627445655
+        },
+        "score": 0.6071428571428571,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "I-220106_O05026_W28",
+      "source": "RORD50",
+      "prompt": "Remove the person's hands, arm, and the yellow leopard gecko from the scene, including the soft shadows and reflections they cast on the plastic box and the wooden table. In their place, restore the clean surface of the translucent plastic storage box and the wooden table that were occluded behind them. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.22505784034729,
+      "bg_mse": 0.16591760516166687,
+      "total_mse": 1.390975445508957,
+      "videos": {
+        "composite": "samples/I-220106_O05026_W28/composite.mp4",
+        "mask": "samples/I-220106_O05026_W28/mask.mp4",
+        "fg_pred": "samples/I-220106_O05026_W28/fg_pred.mp4",
+        "bg_pred": "samples/I-220106_O05026_W28/bg_pred.mp4",
+        "bg_gt": "samples/I-220106_O05026_W28/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "effect:transparency_or_refraction"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9,
+          "effect:transparency_or_refraction": 0.8
+        },
+        "evidence": "The lizard and the hand interacting with it are masked. The lizard casts a soft shadow on the semi-transparent plastic container lid, and its feet are partially visible through the translucent plastic when placed on top, showing refraction/transparency effects.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:47:11.588251+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 15.633033752441406,
+          "mpsnr": 12.960861206054688,
+          "rc_s": 0.5049000184356542,
+          "rc_t": 0.015427359802211655
+        },
+        "score": 0.6683673469387755,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "common_example-01",
+      "source": "ROSE-Bench",
+      "prompt": "Remove the simple, round white plate with a slightly raised rim and the soft shadow it casts on the table beneath it, placing the plate on a plain, uniform neutral gray background to create a separate foreground layer. In the background layer, restore the light-colored dining table surface that was directly behind the plate to seamlessly complete the table setting. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.0980650186538696,
+      "bg_mse": 0.02542087808251381,
+      "total_mse": 1.1234858967363834,
+      "videos": {
+        "composite": "samples/common_example-01/composite.mp4",
+        "mask": "samples/common_example-01/mask.mp4",
+        "fg_pred": "samples/common_example-01/fg_pred.mp4",
+        "bg_pred": "samples/common_example-01/bg_pred.mp4",
+        "bg_gt": "samples/common_example-01/bg_gt.mp4"
+      }
+    },
+    {
+      "id": "common_example-02",
+      "source": "ROSE-Bench",
+      "prompt": "Remove the red fire extinguisher hanging on the left and the large, four-panel artwork depicting a glass pyramid structure from the center of the wall, placing them as a separate foreground layer over a plain, uniform neutral gray background. In their place, restore the light wood paneling and textured white wall material that were directly behind them. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.5910778045654297,
+      "bg_mse": 0.02159467153251171,
+      "total_mse": 1.6126724760979414,
+      "videos": {
+        "composite": "samples/common_example-02/composite.mp4",
+        "mask": "samples/common_example-02/mask.mp4",
+        "fg_pred": "samples/common_example-02/fg_pred.mp4",
+        "bg_pred": "samples/common_example-02/bg_pred.mp4",
+        "bg_gt": "samples/common_example-02/bg_gt.mp4"
+      }
+    },
+    {
+      "id": "common_example-03",
+      "source": "ROSE-Bench",
+      "prompt": "Remove the stationary red and white life preserver and the soft shadow it casts on the tiled wall directly behind it, splitting the video into two layers. The foreground layer should display only the life preserver ring over a plain, uniform neutral gray background, while the background layer restores the tiled wall that was occluded behind it. The rest of the scene remains exactly the same.",
+      "fg_mse": 1.1524512767791748,
+      "bg_mse": 0.02200510911643505,
+      "total_mse": 1.1744563858956099,
+      "videos": {
+        "composite": "samples/common_example-03/composite.mp4",
+        "mask": "samples/common_example-03/mask.mp4",
+        "fg_pred": "samples/common_example-03/fg_pred.mp4",
+        "bg_pred": "samples/common_example-03/bg_pred.mp4",
+        "bg_gt": "samples/common_example-03/bg_gt.mp4"
+      }
+    },
+    {
+      "id": "common_example-04",
+      "source": "ROSE-Bench",
+      "prompt": "Remove the flat, round yellow clock face sticker with its black numerals and blue hands from the glass door of the wooden cabinet. In its place, restore the clear glass surface of the cabinet door and the bottles on the shelves directly behind it, while the rest of the scene remains exactly the same. The removed sticker should be isolated on a plain, uniform neutral gray background.",
+      "fg_mse": 2.339158058166504,
+      "bg_mse": 0.015329074114561081,
+      "total_mse": 2.354487132281065,
+      "videos": {
+        "composite": "samples/common_example-04/composite.mp4",
+        "mask": "samples/common_example-04/mask.mp4",
+        "fg_pred": "samples/common_example-04/fg_pred.mp4",
+        "bg_pred": "samples/common_example-04/bg_pred.mp4",
+        "bg_gt": "samples/common_example-04/bg_gt.mp4"
+      }
+    },
+    {
+      "id": "common_example-05",
+      "source": "ROSE-Bench",
+      "prompt": "Remove the rectangular cyan neon sign with black Japanese characters from the building facade, including the bright cyan glow it casts on the wall behind it, the awning below it, and the ceiling above it. The removed neon sign should be isolated on a plain, uniform neutral gray background, while the area it occluded is restored by seamlessly filling in the building's exterior wall. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.6898579597473145,
+      "bg_mse": 0.12842409312725067,
+      "total_mse": 2.818282052874565,
+      "videos": {
+        "composite": "samples/common_example-05/composite.mp4",
+        "mask": "samples/common_example-05/mask.mp4",
+        "fg_pred": "samples/common_example-05/fg_pred.mp4",
+        "bg_pred": "samples/common_example-05/bg_pred.mp4",
+        "bg_gt": "samples/common_example-05/bg_gt.mp4"
+      }
+    },
+    {
+      "id": "common_example-06",
+      "source": "ROSE-Bench",
+      "prompt": "Remove the framed portrait of the woman with dark hair, jeweled headband, and large earrings from the wall, leaving only the woman herself over a plain, uniform neutral gray background as the foreground layer. In the background layer, restore the empty wooden frame hanging on the light gray wall between the two ornate, fluted columns that was previously occluded by her portrait. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.6424145698547363,
+      "bg_mse": 0.21587584912776947,
+      "total_mse": 2.858290418982506,
+      "videos": {
+        "composite": "samples/common_example-06/composite.mp4",
+        "mask": "samples/common_example-06/mask.mp4",
+        "fg_pred": "samples/common_example-06/fg_pred.mp4",
+        "bg_pred": "samples/common_example-06/bg_pred.mp4",
+        "bg_gt": "samples/common_example-06/bg_gt.mp4"
+      }
+    },
+    {
+      "id": "common_example-07",
+      "source": "ROSE-Bench",
+      "prompt": "Remove the dark, classical bronze statue standing upright on the pedestal, along with its contact shadows on the pedestal top and the soft cast shadow on the pedestal base. The removed statue should be isolated on a plain, uniform neutral gray background, while the empty stone pedestal and the recessed alcove directly behind it are fully restored. The rest of the scene stays exactly the same.",
+      "fg_mse": 3.076394557952881,
+      "bg_mse": 0.02245178073644638,
+      "total_mse": 3.0988463386893272,
+      "videos": {
+        "composite": "samples/common_example-07/composite.mp4",
+        "mask": "samples/common_example-07/mask.mp4",
+        "fg_pred": "samples/common_example-07/fg_pred.mp4",
+        "bg_pred": "samples/common_example-07/bg_pred.mp4",
+        "bg_gt": "samples/common_example-07/bg_gt.mp4"
+      }
+    },
+    {
+      "id": "common_example-08",
+      "source": "ROSE-Bench",
+      "prompt": "Remove the rectangular white paper shooting target with its black human silhouette, scoring rings, and bullet holes from the scene, restoring the concrete wall and the ceiling's metal track system that were directly behind it. The foreground layer should show only this swaying paper target hanging vertically against a plain, uniform neutral gray background. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.1352407932281494,
+      "bg_mse": 0.022146908566355705,
+      "total_mse": 2.157387701794505,
+      "videos": {
+        "composite": "samples/common_example-08/composite.mp4",
+        "mask": "samples/common_example-08/mask.mp4",
+        "fg_pred": "samples/common_example-08/fg_pred.mp4",
+        "bg_pred": "samples/common_example-08/bg_pred.mp4",
+        "bg_gt": "samples/common_example-08/bg_gt.mp4"
+      }
+    },
+    {
+      "id": "light_source_example-01",
+      "source": "ROSE-Bench",
+      "prompt": "Remove the black mushroom-shaped lamp, along with the warm glow, soft shadow, and faint reflection it casts on the dresser surface. The removed lamp should be isolated on a plain, uniform neutral gray background, while the empty space on the dark wooden dresser where the lamp sat is restored to match the surrounding polished wood. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.934301733970642,
+      "bg_mse": 0.10437513887882233,
+      "total_mse": 2.0386768728494644,
+      "videos": {
+        "composite": "samples/light_source_example-01/composite.mp4",
+        "mask": "samples/light_source_example-01/mask.mp4",
+        "fg_pred": "samples/light_source_example-01/fg_pred.mp4",
+        "bg_pred": "samples/light_source_example-01/bg_pred.mp4",
+        "bg_gt": "samples/light_source_example-01/bg_gt.mp4"
+      }
+    },
+    {
+      "id": "light_source_example-02",
+      "source": "ROSE-Bench",
+      "prompt": "Remove the glowing red lantern and its hanging wire from the scene, restoring the densely packed futuristic urban alleyway, neon signs, and hanging wires that were directly behind it. The foreground layer should show only the cylindrical red and orange gradient lantern hanging vertically over a plain, uniform neutral gray background. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.552121639251709,
+      "bg_mse": 0.007589786779135466,
+      "total_mse": 2.5597114260308444,
+      "videos": {
+        "composite": "samples/light_source_example-02/composite.mp4",
+        "mask": "samples/light_source_example-02/mask.mp4",
+        "fg_pred": "samples/light_source_example-02/fg_pred.mp4",
+        "bg_pred": "samples/light_source_example-02/bg_pred.mp4",
+        "bg_gt": "samples/light_source_example-02/bg_gt.mp4"
+      }
+    },
+    {
+      "id": "light_source_example-03",
+      "source": "ROSE-Bench",
+      "prompt": "Remove the lit table lamp with its rectangular white shade and circular metallic base, along with the warm glow on the wall, the sharp shadow to its left, the soft reflection on the dark wooden surface, and the soft shadow on the white cabinet. Isolate this lamp on a plain, uniform neutral gray background as a separate layer, and restore the green wall, the white cabinet, and the dark wooden surface that were directly behind it. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.9803471565246582,
+      "bg_mse": 0.6418651938438416,
+      "total_mse": 2.6222123503684998,
+      "videos": {
+        "composite": "samples/light_source_example-03/composite.mp4",
+        "mask": "samples/light_source_example-03/mask.mp4",
+        "fg_pred": "samples/light_source_example-03/fg_pred.mp4",
+        "bg_pred": "samples/light_source_example-03/bg_pred.mp4",
+        "bg_gt": "samples/light_source_example-03/bg_gt.mp4"
+      }
+    },
+    {
+      "id": "light_source_example-04",
+      "source": "ROSE-Bench",
+      "prompt": "Remove the lit table lamp with its rectangular white shade, circular metallic ring, and dark square base, along with the warm glow it casts on the wall, the illumination across the nightstand, bed, and plant, and the shadows cast onto the surrounding walls and floor. In the empty space left behind, restore the dark wooden surface of the nightstand and the dimly lit wall that were occluded by the lamp. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.502537727355957,
+      "bg_mse": 0.22012878954410553,
+      "total_mse": 1.7226665169000626,
+      "videos": {
+        "composite": "samples/light_source_example-04/composite.mp4",
+        "mask": "samples/light_source_example-04/mask.mp4",
+        "fg_pred": "samples/light_source_example-04/fg_pred.mp4",
+        "bg_pred": "samples/light_source_example-04/bg_pred.mp4",
+        "bg_gt": "samples/light_source_example-04/bg_gt.mp4"
+      }
+    },
+    {
+      "id": "light_source_example-05",
+      "source": "ROSE-Bench",
+      "prompt": "Remove the rectangular, glowing green exit sign hanging from the ceiling, along with the soft green glow it casts on the ceiling and the subtle green reflection on the metal rim of the smoke detector below it. The removed sign should be isolated as a foreground layer against a plain, uniform neutral gray background. In the background video, restore the clean, dimly lit ceiling area that was directly behind the sign, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.5730445384979248,
+      "bg_mse": 0.031860969960689545,
+      "total_mse": 1.6049055084586143,
+      "videos": {
+        "composite": "samples/light_source_example-05/composite.mp4",
+        "mask": "samples/light_source_example-05/mask.mp4",
+        "fg_pred": "samples/light_source_example-05/fg_pred.mp4",
+        "bg_pred": "samples/light_source_example-05/bg_pred.mp4",
+        "bg_gt": "samples/light_source_example-05/bg_gt.mp4"
+      }
+    },
+    {
+      "id": "light_source_example-06",
+      "source": "ROSE-Bench",
+      "prompt": "Remove the circular recessed light fixture with its metallic trim and the bright, warm white light it emits, along with the soft, warm glow it casts on the ceiling immediately surrounding it. The foreground layer should display only this light fixture over a plain, uniform neutral gray background. In the background layer, restore the flat, textured ceiling that was directly behind the light, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.1170240640640259,
+      "bg_mse": 0.03275862708687782,
+      "total_mse": 1.1497826911509037,
+      "videos": {
+        "composite": "samples/light_source_example-06/composite.mp4",
+        "mask": "samples/light_source_example-06/mask.mp4",
+        "fg_pred": "samples/light_source_example-06/fg_pred.mp4",
+        "bg_pred": "samples/light_source_example-06/bg_pred.mp4",
+        "bg_gt": "samples/light_source_example-06/bg_gt.mp4"
+      }
+    },
+    {
+      "id": "light_source_example-07",
+      "source": "ROSE-Bench",
+      "prompt": "Remove the illuminated gold table lamp with its white fabric shade, along with the warm glow on the nightstand, the bright light cast on the wall behind it, and the soft shadows on the nightstand and the wall to the right. The foreground layer should show only this glowing lamp over a plain, uniform neutral gray background. In the background layer, restore the top surface of the wooden nightstand and the wall area that were occluded behind the lamp, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.2764639854431152,
+      "bg_mse": 0.10720992833375931,
+      "total_mse": 1.3836739137768745,
+      "videos": {
+        "composite": "samples/light_source_example-07/composite.mp4",
+        "mask": "samples/light_source_example-07/mask.mp4",
+        "fg_pred": "samples/light_source_example-07/fg_pred.mp4",
+        "bg_pred": "samples/light_source_example-07/bg_pred.mp4",
+        "bg_gt": "samples/light_source_example-07/bg_gt.mp4"
+      }
+    },
+    {
+      "id": "light_source_example-08",
+      "source": "ROSE-Bench",
+      "prompt": "Remove the long, rectangular fluorescent light fixture with its glowing white tube and metallic casing, along with the soft shadow it casts on the white tiles below and the bright reflection on the glossy tiles above. In the area directly behind the removed fixture, restore the wall covered in glossy square tiles, seamlessly blending the white tiles on the lower section and the purple tiles on the upper section. The rest of the scene stays exactly the same.",
+      "fg_mse": 0.699175238609314,
+      "bg_mse": 0.011270659975707531,
+      "total_mse": 0.7104458985850215,
+      "videos": {
+        "composite": "samples/light_source_example-08/composite.mp4",
+        "mask": "samples/light_source_example-08/mask.mp4",
+        "fg_pred": "samples/light_source_example-08/fg_pred.mp4",
+        "bg_pred": "samples/light_source_example-08/bg_pred.mp4",
+        "bg_gt": "samples/light_source_example-08/bg_gt.mp4"
+      }
+    },
+    {
+      "id": "light_source_example-09",
+      "source": "ROSE-Bench",
+      "prompt": "Remove the stationary rectangular floodlight with its bright white panel and dark grey bracket, along with the wide beam of light it casts upwards onto the beige wall and the soft shadow it casts downwards onto the teal wall. The removed floodlight should be isolated on a plain, uniform neutral gray background as a separate foreground layer, while the main video is restored by filling in the beige and teal wall sections that were previously occluded behind the fixture. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.7112723588943481,
+      "bg_mse": 0.08725222945213318,
+      "total_mse": 1.7985245883464813,
+      "videos": {
+        "composite": "samples/light_source_example-09/composite.mp4",
+        "mask": "samples/light_source_example-09/mask.mp4",
+        "fg_pred": "samples/light_source_example-09/fg_pred.mp4",
+        "bg_pred": "samples/light_source_example-09/bg_pred.mp4",
+        "bg_gt": "samples/light_source_example-09/bg_gt.mp4"
+      }
+    },
+    {
+      "id": "light_source_example-10",
+      "source": "ROSE-Bench",
+      "prompt": "Remove the dark metal outdoor wall-mounted light fixture with its curved shade and glowing bulb, along with the warm yellow pool of light it casts onto the brick wall and the top of the green door. Inpaint the area directly behind the removed fixture to seamlessly restore the brick wall under the cool, dim ambient lighting of the building's exterior. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.8043264150619507,
+      "bg_mse": 0.3479563891887665,
+      "total_mse": 2.152282804250717,
+      "videos": {
+        "composite": "samples/light_source_example-10/composite.mp4",
+        "mask": "samples/light_source_example-10/mask.mp4",
+        "fg_pred": "samples/light_source_example-10/fg_pred.mp4",
+        "bg_pred": "samples/light_source_example-10/bg_pred.mp4",
+        "bg_gt": "samples/light_source_example-10/bg_gt.mp4"
+      }
+    },
+    {
+      "id": "mirror_example-01",
+      "source": "ROSE-Bench",
+      "prompt": "Remove the stationary white rectangular pot containing the plant with green leaves and bright orange flowers, along with its soft contact shadow and its clear reflection from the polished wooden table. The foreground layer should show only this potted plant over a plain, uniform neutral gray background, while the background layer restores the glossy dark wood table surface and the white wall that were occluded behind it. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.530788540840149,
+      "bg_mse": 0.04512932151556015,
+      "total_mse": 1.575917862355709,
+      "videos": {
+        "composite": "samples/mirror_example-01/composite.mp4",
+        "mask": "samples/mirror_example-01/mask.mp4",
+        "fg_pred": "samples/mirror_example-01/fg_pred.mp4",
+        "bg_pred": "samples/mirror_example-01/bg_pred.mp4",
+        "bg_gt": "samples/mirror_example-01/bg_gt.mp4"
+      }
+    },
+    {
+      "id": "mirror_example-02",
+      "source": "ROSE-Bench",
+      "prompt": "Remove the stationary round, dark green vase along with its soft shadow on the wooden dresser and its reflection in the round mirror behind it. The foreground layer should display only the green vase against a plain, uniform neutral gray background. In the background layer, restore the wooden dresser surface and the lower portion of the round mirror that were previously occluded by the vase, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.3741830587387085,
+      "bg_mse": 0.015381136909127235,
+      "total_mse": 1.3895641956478357,
+      "videos": {
+        "composite": "samples/mirror_example-02/composite.mp4",
+        "mask": "samples/mirror_example-02/mask.mp4",
+        "fg_pred": "samples/mirror_example-02/fg_pred.mp4",
+        "bg_pred": "samples/mirror_example-02/bg_pred.mp4",
+        "bg_gt": "samples/mirror_example-02/bg_gt.mp4"
+      }
+    },
+    {
+      "id": "mirror_example-03",
+      "source": "ROSE-Bench",
+      "prompt": "Remove the table lamp with its dark, slender base and light-colored, conical shade, along with the soft shadow it casts on the wooden sideboard to the right and its reflection in the round mirror behind it. In the empty space left behind, restore the wooden sideboard surface and the large round mirror that were occluded by the lamp. The foreground layer should show only the table lamp over a plain, uniform neutral gray background, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.300276517868042,
+      "bg_mse": 0.01824241876602173,
+      "total_mse": 1.3185189366340637,
+      "videos": {
+        "composite": "samples/mirror_example-03/composite.mp4",
+        "mask": "samples/mirror_example-03/mask.mp4",
+        "fg_pred": "samples/mirror_example-03/fg_pred.mp4",
+        "bg_pred": "samples/mirror_example-03/bg_pred.mp4",
+        "bg_gt": "samples/mirror_example-03/bg_gt.mp4"
+      }
+    },
+    {
+      "id": "mirror_example-04",
+      "source": "ROSE-Bench",
+      "prompt": "Isolate the two stacked blue plastic bins, where the top bin has its hinged lid open to reveal its empty interior, placing them on a plain, uniform neutral gray background. Remove the bins, the soft shadow they cast on the floor to their left, and their faint reflection on the metal lockers, restoring the floor and the lower section of the metal lockers that were directly behind them. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.3720067739486694,
+      "bg_mse": 0.04017173871397972,
+      "total_mse": 1.4121785126626492,
+      "videos": {
+        "composite": "samples/mirror_example-04/composite.mp4",
+        "mask": "samples/mirror_example-04/mask.mp4",
+        "fg_pred": "samples/mirror_example-04/fg_pred.mp4",
+        "bg_pred": "samples/mirror_example-04/bg_pred.mp4",
+        "bg_gt": "samples/mirror_example-04/bg_gt.mp4"
+      }
+    },
+    {
+      "id": "mirror_example-05",
+      "source": "ROSE-Bench",
+      "prompt": "Remove the two stacked blue plastic crates, where the top crate has its lid open to reveal an empty interior, along with the soft shadows they cast downward onto the carpeted floor and to the right onto the grey metal boxes. In the area directly behind the removed crates, restore the grey carpeted floor and the lower portion of the stacked grey metal boxes that were previously occluded. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.299883484840393,
+      "bg_mse": 0.15501739084720612,
+      "total_mse": 1.4549008756875992,
+      "videos": {
+        "composite": "samples/mirror_example-05/composite.mp4",
+        "mask": "samples/mirror_example-05/mask.mp4",
+        "fg_pred": "samples/mirror_example-05/fg_pred.mp4",
+        "bg_pred": "samples/mirror_example-05/bg_pred.mp4",
+        "bg_gt": "samples/mirror_example-05/bg_gt.mp4"
+      }
+    },
+    {
+      "id": "mirror_example-06",
+      "source": "ROSE-Bench",
+      "prompt": "Remove the tall, slender blue and white porcelain vase with its intricate floral patterns, along with the soft shadow it casts on the white pedestal and its faint reflection in the glass wall behind it. The foreground layer should show only this porcelain vase over a plain, uniform neutral gray background. In the background layer, restore the white rectangular pedestal and the glass wall that were occluded behind the vase, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.3967509269714355,
+      "bg_mse": 0.21768662333488464,
+      "total_mse": 1.6144375503063202,
+      "videos": {
+        "composite": "samples/mirror_example-06/composite.mp4",
+        "mask": "samples/mirror_example-06/mask.mp4",
+        "fg_pred": "samples/mirror_example-06/fg_pred.mp4",
+        "bg_pred": "samples/mirror_example-06/bg_pred.mp4",
+        "bg_gt": "samples/mirror_example-06/bg_gt.mp4"
+      }
+    },
+    {
+      "id": "mirror_example-07",
+      "source": "ROSE-Bench",
+      "prompt": "Remove the small blue and white porcelain vase with its flared rim and bulbous body, along with the soft shadow it casts on the display base and its faint reflection on the glass surface. The removed vase should be isolated on a plain, uniform neutral gray background, while the area it occluded is restored by filling in the light-colored display base and the glass wall behind it. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.6421194076538086,
+      "bg_mse": 0.1862528920173645,
+      "total_mse": 1.828372299671173,
+      "videos": {
+        "composite": "samples/mirror_example-07/composite.mp4",
+        "mask": "samples/mirror_example-07/mask.mp4",
+        "fg_pred": "samples/mirror_example-07/fg_pred.mp4",
+        "bg_pred": "samples/mirror_example-07/bg_pred.mp4",
+        "bg_gt": "samples/mirror_example-07/bg_gt.mp4"
+      }
+    },
+    {
+      "id": "mirror_example-08",
+      "source": "ROSE-Bench",
+      "prompt": "Remove the small, detailed statue of a kneeling terracotta warrior with its faded paint, topknot, and armor, along with the soft shadows it casts on the white pedestal beneath it and the wall behind it. The removed statue should be isolated on a plain, uniform neutral gray background, while the museum display area directly behind it is restored with the warm, tan-colored wall and the top of the white pedestal. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.0267302989959717,
+      "bg_mse": 0.11623360216617584,
+      "total_mse": 1.1429639011621475,
+      "videos": {
+        "composite": "samples/mirror_example-08/composite.mp4",
+        "mask": "samples/mirror_example-08/mask.mp4",
+        "fg_pred": "samples/mirror_example-08/fg_pred.mp4",
+        "bg_pred": "samples/mirror_example-08/bg_pred.mp4",
+        "bg_gt": "samples/mirror_example-08/bg_gt.mp4"
+      }
+    },
+    {
+      "id": "mirror_example-09",
+      "source": "ROSE-Bench",
+      "prompt": "Remove the ceramic pitcher with its blue, yellow, and brown glazes, rounded body, and narrow neck, along with the soft shadow it casts on the white pedestal and its faint reflection on the glass front of the display case. The pitcher should be isolated on a plain, uniform neutral gray background, while the main video is inpainted to restore the white pedestal and the dark red wall that were occluded behind it. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.5254343748092651,
+      "bg_mse": 0.04662404581904411,
+      "total_mse": 1.5720584206283092,
+      "videos": {
+        "composite": "samples/mirror_example-09/composite.mp4",
+        "mask": "samples/mirror_example-09/mask.mp4",
+        "fg_pred": "samples/mirror_example-09/fg_pred.mp4",
+        "bg_pred": "samples/mirror_example-09/bg_pred.mp4",
+        "bg_gt": "samples/mirror_example-09/bg_gt.mp4"
+      }
+    },
+    {
+      "id": "mirror_example-10",
+      "source": "ROSE-Bench",
+      "prompt": "Remove the motionless, slightly bunched and folded white towel, along with the soft shadow it casts on the wall behind it and its blurry reflection in the frosted glass panel to the left. The foreground layer should display only the white towel over a plain, uniform neutral gray background, while the background layer restores the beige wall and the dark hook that were directly behind the towel. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.2940504550933838,
+      "bg_mse": 0.021840935572981834,
+      "total_mse": 1.3158913906663656,
+      "videos": {
+        "composite": "samples/mirror_example-10/composite.mp4",
+        "mask": "samples/mirror_example-10/mask.mp4",
+        "fg_pred": "samples/mirror_example-10/fg_pred.mp4",
+        "bg_pred": "samples/mirror_example-10/bg_pred.mp4",
+        "bg_gt": "samples/mirror_example-10/bg_gt.mp4"
+      }
+    },
+    {
+      "id": "mirror_example-11",
+      "source": "ROSE-Bench",
+      "prompt": "Remove the rectangular white ceramic sink and its silver metal faucet, along with the soft shadow inside its basin and its reflection in the mirror above. The removed sink and faucet should be isolated on a plain, uniform neutral gray background as a separate foreground layer. In the background layer, restore the tiled countertop cutout and the lower portion of the mirror that were occluded behind the sink, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.075951099395752,
+      "bg_mse": 0.05680294334888458,
+      "total_mse": 1.1327540427446365,
+      "videos": {
+        "composite": "samples/mirror_example-11/composite.mp4",
+        "mask": "samples/mirror_example-11/mask.mp4",
+        "fg_pred": "samples/mirror_example-11/fg_pred.mp4",
+        "bg_pred": "samples/mirror_example-11/bg_pred.mp4",
+        "bg_gt": "samples/mirror_example-11/bg_gt.mp4"
+      }
+    },
+    {
+      "id": "reflection_example-01",
+      "source": "ROSE-Bench",
+      "prompt": "Remove the black cylindrical bollard with the yellow base and the green leaf passing in front of it, along with its dark reflection in the puddle below and the shadow cast to its right across the pavement. The area directly behind the removed bollard should be filled in by restoring the paved street and the puddle reflecting the sky. The foreground layer should isolate the bollard and the leaf over a plain, uniform neutral gray background, while the rest of the scene stays exactly the same.",
+      "fg_mse": 2.490752935409546,
+      "bg_mse": 0.0046094730496406555,
+      "total_mse": 2.4953624084591866,
+      "videos": {
+        "composite": "samples/reflection_example-01/composite.mp4",
+        "mask": "samples/reflection_example-01/mask.mp4",
+        "fg_pred": "samples/reflection_example-01/fg_pred.mp4",
+        "bg_pred": "samples/reflection_example-01/bg_pred.mp4",
+        "bg_gt": "samples/reflection_example-01/bg_gt.mp4"
+      }
+    },
+    {
+      "id": "reflection_example-02",
+      "source": "ROSE-Bench",
+      "prompt": "Remove the stationary black toaster with its two top slots and glossy finish, along with the soft shadow and faint reflection it casts on the black counter. The removed toaster is isolated as a foreground layer against a plain, uniform neutral gray background, while the area it occluded is filled by restoring the black kitchen counter surface that was directly behind it. The rest of the scene remains exactly the same.",
+      "fg_mse": 1.548019289970398,
+      "bg_mse": 0.011588428169488907,
+      "total_mse": 1.5596077181398869,
+      "videos": {
+        "composite": "samples/reflection_example-02/composite.mp4",
+        "mask": "samples/reflection_example-02/mask.mp4",
+        "fg_pred": "samples/reflection_example-02/fg_pred.mp4",
+        "bg_pred": "samples/reflection_example-02/bg_pred.mp4",
+        "bg_gt": "samples/reflection_example-02/bg_gt.mp4"
+      }
+    },
+    {
+      "id": "reflection_example-03",
+      "source": "ROSE-Bench",
+      "prompt": "Remove the cluster of green lily pads, including the flat and curled pads and the single pink lotus bud, along with their reflections and shadows on the water's surface. In the area where they were removed, restore the gently rippling water of the tranquil pond that was directly behind them. The rest of the scene stays exactly the same.",
+      "fg_mse": 3.023473024368286,
+      "bg_mse": 0.041737150400877,
+      "total_mse": 3.065210174769163,
+      "videos": {
+        "composite": "samples/reflection_example-03/composite.mp4",
+        "mask": "samples/reflection_example-03/mask.mp4",
+        "fg_pred": "samples/reflection_example-03/fg_pred.mp4",
+        "bg_pred": "samples/reflection_example-03/bg_pred.mp4",
+        "bg_gt": "samples/reflection_example-03/bg_gt.mp4"
+      }
+    },
+    {
+      "id": "reflection_example-04",
+      "source": "ROSE-Bench",
+      "prompt": "Remove the dark, textured tree trunk and its branches from the top of the frame, along with the dark shadow they cast on the water surface and lily pads below. The removed tree trunk should be isolated on a plain, uniform neutral gray background, while the area it occluded is restored with the tranquil pond water and floating lily pads. The rest of the scene stays exactly the same.",
+      "fg_mse": 3.3321914672851562,
+      "bg_mse": 0.07206759601831436,
+      "total_mse": 3.4042590633034706,
+      "videos": {
+        "composite": "samples/reflection_example-04/composite.mp4",
+        "mask": "samples/reflection_example-04/mask.mp4",
+        "fg_pred": "samples/reflection_example-04/fg_pred.mp4",
+        "bg_pred": "samples/reflection_example-04/bg_pred.mp4",
+        "bg_gt": "samples/reflection_example-04/bg_gt.mp4"
+      }
+    },
+    {
+      "id": "reflection_example-05",
+      "source": "ROSE-Bench",
+      "prompt": "Remove the large tree with its pink blossoms, green leaves, and textured trunk from the scene, along with the dark shadow and reflection it casts on the water and lily pads below. The isolated tree should be placed on a plain, uniform neutral gray background. In the original video, restore the tranquil pond surface and the floating lily pads that were directly behind the removed tree, while the rest of the scene remains exactly the same.",
+      "fg_mse": 3.1850202083587646,
+      "bg_mse": 0.12413161993026733,
+      "total_mse": 3.309151828289032,
+      "videos": {
+        "composite": "samples/reflection_example-05/composite.mp4",
+        "mask": "samples/reflection_example-05/mask.mp4",
+        "fg_pred": "samples/reflection_example-05/fg_pred.mp4",
+        "bg_pred": "samples/reflection_example-05/bg_pred.mp4",
+        "bg_gt": "samples/reflection_example-05/bg_gt.mp4"
+      }
+    },
+    {
+      "id": "reflection_example-06",
+      "source": "ROSE-Bench",
+      "prompt": "Remove the large, heavily rusted section of the ship's hull, which features a pointed bow and remnants of a railing along its top edge, along with the dark reflection it casts on the water surface directly below it. The removed hull should be isolated as a foreground layer against a plain, uniform neutral gray background, while the area it occluded is restored by filling in the calm water surface and the distant decaying ships that were behind it. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.8007557392120361,
+      "bg_mse": 0.02635323442518711,
+      "total_mse": 1.8271089736372232,
+      "videos": {
+        "composite": "samples/reflection_example-06/composite.mp4",
+        "mask": "samples/reflection_example-06/mask.mp4",
+        "fg_pred": "samples/reflection_example-06/fg_pred.mp4",
+        "bg_pred": "samples/reflection_example-06/bg_pred.mp4",
+        "bg_gt": "samples/reflection_example-06/bg_gt.mp4"
+      }
+    },
+    {
+      "id": "reflection_example-07",
+      "source": "ROSE-Bench",
+      "prompt": "Remove the tall, leaning dark metal mast with its small railed platform and flat cap, along with its soft, dark reflection in the water below. Inpaint the area directly behind the removed mast by restoring the calm river water and the distant cloudy sky that were occluded by it. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.4213379621505737,
+      "bg_mse": 0.006723726633936167,
+      "total_mse": 1.42806168878451,
+      "videos": {
+        "composite": "samples/reflection_example-07/composite.mp4",
+        "mask": "samples/reflection_example-07/mask.mp4",
+        "fg_pred": "samples/reflection_example-07/fg_pred.mp4",
+        "bg_pred": "samples/reflection_example-07/bg_pred.mp4",
+        "bg_gt": "samples/reflection_example-07/bg_gt.mp4"
+      }
+    },
+    {
+      "id": "reflection_example-08",
+      "source": "ROSE-Bench",
+      "prompt": "Remove the heavily rusted and dilapidated shipwreck, including its dark brown and orange skeletal hull structure and partially intact cabin, along with its dark reflection and soft shadow on the water's surface. Place this stationary shipwreck as a separate foreground layer against a plain, uniform neutral gray background. In the original video, restore the calm water surface and the submerged remains that were directly behind the removed wreck, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.3591207265853882,
+      "bg_mse": 0.024678679183125496,
+      "total_mse": 1.3837994057685137,
+      "videos": {
+        "composite": "samples/reflection_example-08/composite.mp4",
+        "mask": "samples/reflection_example-08/mask.mp4",
+        "fg_pred": "samples/reflection_example-08/fg_pred.mp4",
+        "bg_pred": "samples/reflection_example-08/bg_pred.mp4",
+        "bg_gt": "samples/reflection_example-08/bg_gt.mp4"
+      }
+    },
+    {
+      "id": "reflection_example-09",
+      "source": "ROSE-Bench",
+      "prompt": "Remove the large, jagged iceberg with its flat top, steep textured sides, and white and light blue ice from the scene, along with its reflection and soft shadow on the water's surface. The foreground layer should show only this iceberg over a plain, uniform neutral gray background, while the background layer restores the dark blue water and distant ice formations that were directly behind it. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.219002604484558,
+      "bg_mse": 0.030613800510764122,
+      "total_mse": 1.2496164049953222,
+      "videos": {
+        "composite": "samples/reflection_example-09/composite.mp4",
+        "mask": "samples/reflection_example-09/mask.mp4",
+        "fg_pred": "samples/reflection_example-09/fg_pred.mp4",
+        "bg_pred": "samples/reflection_example-09/bg_pred.mp4",
+        "bg_gt": "samples/reflection_example-09/bg_gt.mp4"
+      }
+    },
+    {
+      "id": "reflection_example-10",
+      "source": "ROSE-Bench",
+      "prompt": "Remove the flat, tabular iceberg from the center of the frame, along with its dark reflection on the water's surface and the subtle shadow cast on the water to its right. The removed iceberg, composed of white ice with blue hues in its crevices, should be isolated on a plain, uniform neutral gray background. In the main video, restore the dark, rippling water that was occluded behind the iceberg, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.8034014701843262,
+      "bg_mse": 0.01604498364031315,
+      "total_mse": 1.8194464538246393,
+      "videos": {
+        "composite": "samples/reflection_example-10/composite.mp4",
+        "mask": "samples/reflection_example-10/mask.mp4",
+        "fg_pred": "samples/reflection_example-10/fg_pred.mp4",
+        "bg_pred": "samples/reflection_example-10/bg_pred.mp4",
+        "bg_gt": "samples/reflection_example-10/bg_gt.mp4"
+      }
+    },
+    {
+      "id": "reflection_example-11",
+      "source": "ROSE-Bench",
+      "prompt": "Isolate the large, jagged iceberg made of white and light blue ice with its rough, textured surface and snow-covered flat top, placing it on a plain, uniform neutral gray background. Remove the iceberg and its dark, rippled reflection from the water below, and restore the dark, rippling water and the distant ice shelf that were occluded behind it. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.7580034732818604,
+      "bg_mse": 0.028584357351064682,
+      "total_mse": 1.786587830632925,
+      "videos": {
+        "composite": "samples/reflection_example-11/composite.mp4",
+        "mask": "samples/reflection_example-11/mask.mp4",
+        "fg_pred": "samples/reflection_example-11/fg_pred.mp4",
+        "bg_pred": "samples/reflection_example-11/bg_pred.mp4",
+        "bg_gt": "samples/reflection_example-11/bg_gt.mp4"
+      }
+    },
+    {
+      "id": "shadow_example-01",
+      "source": "ROSE-Bench",
+      "prompt": "Remove the stationary leafy green plant in the simple terracotta pot along with the dark, distinct shadow it casts onto the sidewalk to its right. The removed plant should be isolated as a foreground layer against a plain, uniform neutral gray background, while the area it occluded is filled in to restore the sidewalk and the metal railing directly behind it. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.7255988121032715,
+      "bg_mse": 0.13680745661258698,
+      "total_mse": 1.8624062687158585,
+      "videos": {
+        "composite": "samples/shadow_example-01/composite.mp4",
+        "mask": "samples/shadow_example-01/mask.mp4",
+        "fg_pred": "samples/shadow_example-01/fg_pred.mp4",
+        "bg_pred": "samples/shadow_example-01/bg_pred.mp4",
+        "bg_gt": "samples/shadow_example-01/bg_gt.mp4"
+      }
+    },
+    {
+      "id": "shadow_example-02",
+      "source": "ROSE-Bench",
+      "prompt": "Remove the silver four-door sedan and the soft shadow it casts on the ground to its left. The removed car, featuring a slightly dirty and dull silver surface, a sunroof, and dark tinted windows, should be isolated on a plain, uniform neutral gray background. In the original video, restore the cracked pavement and overgrown weeds that were directly behind the car, while the rest of the scene stays exactly the same.",
+      "fg_mse": 2.6043059825897217,
+      "bg_mse": 0.008517716079950333,
+      "total_mse": 2.612823698669672,
+      "videos": {
+        "composite": "samples/shadow_example-02/composite.mp4",
+        "mask": "samples/shadow_example-02/mask.mp4",
+        "fg_pred": "samples/shadow_example-02/fg_pred.mp4",
+        "bg_pred": "samples/shadow_example-02/bg_pred.mp4",
+        "bg_gt": "samples/shadow_example-02/bg_gt.mp4"
+      }
+    },
+    {
+      "id": "shadow_example-03",
+      "source": "ROSE-Bench",
+      "prompt": "Remove the stationary orange traffic barrel with two reflective white stripes and the long, soft shadow it casts on the sidewalk to its right. Fill the area directly behind the removed barrel by restoring the concrete sidewalk and the fallen leaves that were occluded by it. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.714567184448242,
+      "bg_mse": 0.00439049955457449,
+      "total_mse": 2.7189576840028167,
+      "videos": {
+        "composite": "samples/shadow_example-03/composite.mp4",
+        "mask": "samples/shadow_example-03/mask.mp4",
+        "fg_pred": "samples/shadow_example-03/fg_pred.mp4",
+        "bg_pred": "samples/shadow_example-03/bg_pred.mp4",
+        "bg_gt": "samples/shadow_example-03/bg_gt.mp4"
+      }
+    },
+    {
+      "id": "shadow_example-04",
+      "source": "ROSE-Bench",
+      "prompt": "Remove the motionless wooden chair with its slatted back and four straight legs, along with the soft shadow it casts on the carpet below, splitting the video into two layers. The foreground layer should show only the wooden chair isolated against a plain, uniform neutral gray background, while the background layer restores the blue patterned carpet with yellow squares that was directly behind and beneath the chair. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.8840062618255615,
+      "bg_mse": 0.01639898680150509,
+      "total_mse": 1.9004052486270666,
+      "videos": {
+        "composite": "samples/shadow_example-04/composite.mp4",
+        "mask": "samples/shadow_example-04/mask.mp4",
+        "fg_pred": "samples/shadow_example-04/fg_pred.mp4",
+        "bg_pred": "samples/shadow_example-04/bg_pred.mp4",
+        "bg_gt": "samples/shadow_example-04/bg_gt.mp4"
+      }
+    },
+    {
+      "id": "shadow_example-05",
+      "source": "ROSE-Bench",
+      "prompt": "Remove the bright red fire extinguisher with its black hose, white label, and black metal bracket from the scene, along with the soft shadow it casts downwards and to the left onto the grooved wall. The foreground layer should show only this fire extinguisher over a plain, uniform neutral gray background. In the background layer, restore the wall with vertical grooves that was directly behind the removed extinguisher, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.5134028196334839,
+      "bg_mse": 0.019697371870279312,
+      "total_mse": 1.5331001915037632,
+      "videos": {
+        "composite": "samples/shadow_example-05/composite.mp4",
+        "mask": "samples/shadow_example-05/mask.mp4",
+        "fg_pred": "samples/shadow_example-05/fg_pred.mp4",
+        "bg_pred": "samples/shadow_example-05/bg_pred.mp4",
+        "bg_gt": "samples/shadow_example-05/bg_gt.mp4"
+      }
+    },
+    {
+      "id": "shadow_example-06",
+      "source": "ROSE-Bench",
+      "prompt": "Remove the stationary wooden park bench with dark metal legs along with the hard shadow it casts on the brick pavement to its left. The removed bench should be isolated on a plain, uniform neutral gray background to create the foreground layer, while the main video is filled in by restoring the red brick pavement that was occluded behind it. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.6012778282165527,
+      "bg_mse": 0.0045182048343122005,
+      "total_mse": 2.605796033050865,
+      "videos": {
+        "composite": "samples/shadow_example-06/composite.mp4",
+        "mask": "samples/shadow_example-06/mask.mp4",
+        "fg_pred": "samples/shadow_example-06/fg_pred.mp4",
+        "bg_pred": "samples/shadow_example-06/bg_pred.mp4",
+        "bg_gt": "samples/shadow_example-06/bg_gt.mp4"
+      }
+    },
+    {
+      "id": "shadow_example-07",
+      "source": "ROSE-Bench",
+      "prompt": "Remove the dog lying on the ground and the tall rectangular sign to its left, along with the soft shadows they both cast onto the brick pavement. In the empty space left behind, restore the brick-paved plaza surface that was occluded by them, ensuring the rest of the scene stays exactly the same. The removed dog and sign should be isolated on a plain, uniform neutral gray background as a separate foreground layer.",
+      "fg_mse": 1.8475691080093384,
+      "bg_mse": 0.007154821418225765,
+      "total_mse": 1.8547239294275641,
+      "videos": {
+        "composite": "samples/shadow_example-07/composite.mp4",
+        "mask": "samples/shadow_example-07/mask.mp4",
+        "fg_pred": "samples/shadow_example-07/fg_pred.mp4",
+        "bg_pred": "samples/shadow_example-07/bg_pred.mp4",
+        "bg_gt": "samples/shadow_example-07/bg_gt.mp4"
+      }
+    },
+    {
+      "id": "shadow_example-08",
+      "source": "ROSE-Bench",
+      "prompt": "Remove the stationary dark classic bicycle with its front wire basket and rear rack, along with the sharp shadow it casts onto the brick walkway. The bicycle should be isolated on its own layer against a plain, uniform neutral gray background, while the area it occluded is restored with the brick-paved walkway and the low stone wall behind it. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.3875858783721924,
+      "bg_mse": 0.00354112614877522,
+      "total_mse": 2.3911270045209676,
+      "videos": {
+        "composite": "samples/shadow_example-08/composite.mp4",
+        "mask": "samples/shadow_example-08/mask.mp4",
+        "fg_pred": "samples/shadow_example-08/fg_pred.mp4",
+        "bg_pred": "samples/shadow_example-08/bg_pred.mp4",
+        "bg_gt": "samples/shadow_example-08/bg_gt.mp4"
+      }
+    },
+    {
+      "id": "shadow_example-09",
+      "source": "ROSE-Bench",
+      "prompt": "Remove the large, dark brown ceramic jar with a slightly glossy finish and the soft shadow it casts on the stone paving to its right. The removed jar should be isolated on a plain, uniform neutral gray background, while the area it occluded is filled in by restoring the stone paving and the base of the wooden building directly behind it. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.0960464477539062,
+      "bg_mse": 0.003850206034258008,
+      "total_mse": 2.0998966537881643,
+      "videos": {
+        "composite": "samples/shadow_example-09/composite.mp4",
+        "mask": "samples/shadow_example-09/mask.mp4",
+        "fg_pred": "samples/shadow_example-09/fg_pred.mp4",
+        "bg_pred": "samples/shadow_example-09/bg_pred.mp4",
+        "bg_gt": "samples/shadow_example-09/bg_gt.mp4"
+      }
+    },
+    {
+      "id": "shadow_example-10",
+      "source": "ROSE-Bench",
+      "prompt": "Remove the stationary cylindrical metal trash can with two side handles and the shadow it casts on the dirt and rocks to its right. The foreground layer should show only this metal trash can over a plain, uniform neutral gray background. In the background layer, restore the dirt, scattered rocks, and bricks that were directly behind the removed trash can, while the rest of the scene stays exactly the same.",
+      "fg_mse": 2.0711355209350586,
+      "bg_mse": 0.011294327676296234,
+      "total_mse": 2.082429848611355,
+      "videos": {
+        "composite": "samples/shadow_example-10/composite.mp4",
+        "mask": "samples/shadow_example-10/mask.mp4",
+        "fg_pred": "samples/shadow_example-10/fg_pred.mp4",
+        "bg_pred": "samples/shadow_example-10/bg_pred.mp4",
+        "bg_gt": "samples/shadow_example-10/bg_gt.mp4"
+      }
+    },
+    {
+      "id": "shadow_example-11",
+      "source": "ROSE-Bench",
+      "prompt": "Remove the tall, rusty street lamp with its weathered, brownish-orange pole and curved top, along with the soft shadow it casts on the brick wall behind it. In its place, restore the brick wall and the urban building details that were occluded by the lamp, ensuring the rest of the scene stays exactly the same. The isolated street lamp should be placed on a plain, uniform neutral gray background.",
+      "fg_mse": 2.16575026512146,
+      "bg_mse": 0.002686333144083619,
+      "total_mse": 2.1684365982655436,
+      "videos": {
+        "composite": "samples/shadow_example-11/composite.mp4",
+        "mask": "samples/shadow_example-11/mask.mp4",
+        "fg_pred": "samples/shadow_example-11/fg_pred.mp4",
+        "bg_pred": "samples/shadow_example-11/bg_pred.mp4",
+        "bg_gt": "samples/shadow_example-11/bg_gt.mp4"
+      }
+    },
+    {
+      "id": "shadow_example-12",
+      "source": "ROSE-Bench",
+      "prompt": "Remove the round analog wall clock with its brown rim, white face, and black hands, along with the soft shadow it casts on the wall below and to the right. Place the clock on a plain, uniform neutral gray background to create the foreground layer, and restore the plain, light-colored wall section illuminated by the spotlight that was previously occluded behind it to complete the clean background layer. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.1263539791107178,
+      "bg_mse": 0.020693745464086533,
+      "total_mse": 1.1470477245748043,
+      "videos": {
+        "composite": "samples/shadow_example-12/composite.mp4",
+        "mask": "samples/shadow_example-12/mask.mp4",
+        "fg_pred": "samples/shadow_example-12/fg_pred.mp4",
+        "bg_pred": "samples/shadow_example-12/bg_pred.mp4",
+        "bg_gt": "samples/shadow_example-12/bg_gt.mp4"
+      }
+    },
+    {
+      "id": "translucent_example-01",
+      "source": "ROSE-Bench",
+      "prompt": "Remove the digital laboratory scale, which features a white base, a blue control panel, a stainless steel weighing pan, and a clear glass draft shield, along with its soft shadow and faint reflection on the black countertop. The scale should be isolated on its own layer against a plain, uniform neutral gray background, while the main video is restored by filling in the black countertop and the silver edge that were occluded behind it. The rest of the scene stays exactly the same.",
+      "fg_mse": 0.9007600545883179,
+      "bg_mse": 0.03607536107301712,
+      "total_mse": 0.936835415661335,
+      "videos": {
+        "composite": "samples/translucent_example-01/composite.mp4",
+        "mask": "samples/translucent_example-01/mask.mp4",
+        "fg_pred": "samples/translucent_example-01/fg_pred.mp4",
+        "bg_pred": "samples/translucent_example-01/bg_pred.mp4",
+        "bg_gt": "samples/translucent_example-01/bg_gt.mp4"
+      }
+    },
+    {
+      "id": "translucent_example-02",
+      "source": "ROSE-Bench",
+      "prompt": "Remove the stationary white and light blue digital laboratory scale and its clear glass draft shield from the scene, along with the soft shadow and faint reflection it casts on the black countertop. In the area where the scale was removed, restore the clean black countertop that was occluded behind it. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.2160909175872803,
+      "bg_mse": 0.03519980609416962,
+      "total_mse": 1.25129072368145,
+      "videos": {
+        "composite": "samples/translucent_example-02/composite.mp4",
+        "mask": "samples/translucent_example-02/mask.mp4",
+        "fg_pred": "samples/translucent_example-02/fg_pred.mp4",
+        "bg_pred": "samples/translucent_example-02/bg_pred.mp4",
+        "bg_gt": "samples/translucent_example-02/bg_gt.mp4"
+      }
+    },
+    {
+      "id": "translucent_example-03",
+      "source": "ROSE-Bench",
+      "prompt": "Remove the stationary rectangular coffee table with its dark metal frame and clear glass top, along with the soft shadow and leg reflections it casts on the floor beneath it. The foreground layer should isolate only this table against a plain, uniform neutral gray background. In the background layer, restore the polished wood parquet floor that was occluded behind the table, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.4049829244613647,
+      "bg_mse": 0.024851946160197258,
+      "total_mse": 1.429834870621562,
+      "videos": {
+        "composite": "samples/translucent_example-03/composite.mp4",
+        "mask": "samples/translucent_example-03/mask.mp4",
+        "fg_pred": "samples/translucent_example-03/fg_pred.mp4",
+        "bg_pred": "samples/translucent_example-03/bg_pred.mp4",
+        "bg_gt": "samples/translucent_example-03/bg_gt.mp4"
+      }
+    },
+    {
+      "id": "translucent_example-04",
+      "source": "ROSE-Bench",
+      "prompt": "Remove the out-of-focus clear glass jar containing thin brown dried stems, along with its soft shadow on the table to the right and its blurry reflection on the glossy surface directly below. The removed jar should be isolated on a plain, uniform neutral gray background, while the area it occluded is filled by restoring the glossy, light-colored round table surface that was behind it. The rest of the scene stays exactly the same.",
+      "fg_mse": 0.5058628916740417,
+      "bg_mse": 0.013679337687790394,
+      "total_mse": 0.5195422293618321,
+      "videos": {
+        "composite": "samples/translucent_example-04/composite.mp4",
+        "mask": "samples/translucent_example-04/mask.mp4",
+        "fg_pred": "samples/translucent_example-04/fg_pred.mp4",
+        "bg_pred": "samples/translucent_example-04/bg_pred.mp4",
+        "bg_gt": "samples/translucent_example-04/bg_gt.mp4"
+      }
+    },
+    {
+      "id": "translucent_example-05",
+      "source": "ROSE-Bench",
+      "prompt": "Remove the stationary arrangement of thin, brown stems with delicate dried flowers and seed pods, along with the soft shadows they cast on the white window frame and their refraction through the clear glass bottle. The removed floral arrangement should be isolated on a plain, uniform neutral gray background as a separate foreground layer. In the background layer, restore the empty clear glass bottle and the sunlit windowsill that were directly behind the stems, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.6990009546279907,
+      "bg_mse": 0.031373463571071625,
+      "total_mse": 1.7303744181990623,
+      "videos": {
+        "composite": "samples/translucent_example-05/composite.mp4",
+        "mask": "samples/translucent_example-05/mask.mp4",
+        "fg_pred": "samples/translucent_example-05/fg_pred.mp4",
+        "bg_pred": "samples/translucent_example-05/bg_pred.mp4",
+        "bg_gt": "samples/translucent_example-05/bg_gt.mp4"
+      }
+    },
+    {
+      "id": "translucent_example-06",
+      "source": "ROSE-Bench",
+      "prompt": "Remove the stationary white glass-paned door, along with the soft, thin shadow it casts on the floor at its base, placing the door on a plain, uniform neutral gray background to create a separate foreground layer. In the background layer, restore the polished wooden floor and the view of the sunlit outdoor patio that were previously occluded behind the door. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.7548397779464722,
+      "bg_mse": 0.055660080164670944,
+      "total_mse": 1.8104998581111431,
+      "videos": {
+        "composite": "samples/translucent_example-06/composite.mp4",
+        "mask": "samples/translucent_example-06/mask.mp4",
+        "fg_pred": "samples/translucent_example-06/fg_pred.mp4",
+        "bg_pred": "samples/translucent_example-06/bg_pred.mp4",
+        "bg_gt": "samples/translucent_example-06/bg_gt.mp4"
+      }
+    },
+    {
+      "id": "translucent_example-07",
+      "source": "ROSE-Bench",
+      "prompt": "Remove the clear, highly reflective wine glass from the scene, along with the soft shadow and faint reflection it casts on the dark marble table. The foreground layer should isolate only the wine glass over a uniform neutral gray background, while the background layer restores the dark marble table surface that was previously occluded behind the glass. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.8367478847503662,
+      "bg_mse": 0.007332588545978069,
+      "total_mse": 1.8440804732963443,
+      "videos": {
+        "composite": "samples/translucent_example-07/composite.mp4",
+        "mask": "samples/translucent_example-07/mask.mp4",
+        "fg_pred": "samples/translucent_example-07/fg_pred.mp4",
+        "bg_pred": "samples/translucent_example-07/bg_pred.mp4",
+        "bg_gt": "samples/translucent_example-07/bg_gt.mp4"
+      }
+    },
+    {
+      "id": "translucent_example-08",
+      "source": "ROSE-Bench",
+      "prompt": "Remove the clear, empty glass flute with its slender stem and bright reflections, along with the soft shadow it casts on the dark marble table surface to the right. The foreground layer should show only this glass flute over a plain, uniform neutral gray background. In the background layer, restore the dark, textured marble table surface that was occluded behind the glass, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.9215526580810547,
+      "bg_mse": 0.03175576403737068,
+      "total_mse": 1.9533084221184254,
+      "videos": {
+        "composite": "samples/translucent_example-08/composite.mp4",
+        "mask": "samples/translucent_example-08/mask.mp4",
+        "fg_pred": "samples/translucent_example-08/fg_pred.mp4",
+        "bg_pred": "samples/translucent_example-08/bg_pred.mp4",
+        "bg_gt": "samples/translucent_example-08/bg_gt.mp4"
+      }
+    },
+    {
+      "id": "REAL_ENV900_00001_001_03",
+      "source": "VOR-Eval",
+      "prompt": "Remove the white rectangular cooler with its lid slightly open and the dense, billowing white smoke pouring out of it, along with the soft shadow and the rolling smoke it casts on the grass. In the area where the cooler and its smoke were removed, restore the lush green grassy lawn that was occluded behind them, while the rest of the scene remains exactly the same.",
+      "fg_mse": 3.289508104324341,
+      "bg_mse": 0.025348294526338577,
+      "total_mse": 3.3148563988506794,
+      "videos": {
+        "composite": "samples/REAL_ENV900_00001_001_03/composite.mp4",
+        "mask": "samples/REAL_ENV900_00001_001_03/mask.mp4",
+        "fg_pred": "samples/REAL_ENV900_00001_001_03/fg_pred.mp4",
+        "bg_pred": "samples/REAL_ENV900_00001_001_03/bg_pred.mp4",
+        "bg_gt": "samples/REAL_ENV900_00001_001_03/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:occlusion",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9,
+          "scene:occlusion": 0.95,
+          "scene:textured_background": 0.9
+        },
+        "evidence": "The target container is partially occluded by the thick white smoke/vapor flowing over and around it. It sits on a textured grass background and casts a subtle contact shadow underneath.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:47:18.886690+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 18.150009155273438,
+          "mpsnr": 14.933915138244629,
+          "rc_s": 0.6151030708752673,
+          "rc_t": 0.1969088043678468
+        },
+        "score": 0.625,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "REAL_ENV900_00002_002_05",
+      "source": "VOR-Eval",
+      "prompt": "Remove the small, sleek toy speedboat with its bright blue top and white hull as it moves rapidly in a tight circular path, along with its reflection on the water, the expanding circular ripples, and the wake of bubbles trailing behind it. In its place, restore the calm, murky pond water and the reflections of the withered brown lotus stems and green leaves that were occluded by the boat and its disturbances. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.632730484008789,
+      "bg_mse": 0.2638090252876282,
+      "total_mse": 2.8965395092964172,
+      "videos": {
+        "composite": "samples/REAL_ENV900_00002_002_05/composite.mp4",
+        "mask": "samples/REAL_ENV900_00002_002_05/mask.mp4",
+        "fg_pred": "samples/REAL_ENV900_00002_002_05/fg_pred.mp4",
+        "bg_pred": "samples/REAL_ENV900_00002_002_05/bg_pred.mp4",
+        "bg_gt": "samples/REAL_ENV900_00002_002_05/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:multi_effect",
+        "effect:reflection",
+        "effect:secondary_physical_effect",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "large",
+        "mask_area": "small",
+        "reflection_type": "water",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:multi_effect": 0.9,
+          "effect:reflection": 0.95,
+          "effect:secondary_physical_effect": 0.95,
+          "scene:textured_background": 0.85
+        },
+        "evidence": "The toy boat creates water ripples, bubbles, and a reflection on the water surface as it moves.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:47:26.563987+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 15.312767028808594,
+          "mpsnr": 16.952455520629883,
+          "rc_s": 0.520466582682046,
+          "rc_t": 1.0588611683088567
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+        "score": 0.7559523809523809,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "REAL_ENV900_00003_001_04",
+      "source": "VOR-Eval",
+      "prompt": "Isolate the stationary classic metal lantern with its glowing orange glass chamber, removing it along with the warm orange glow it casts on the surrounding grass and the soft shadow beneath its base. Place the isolated lantern on a plain, uniform neutral gray background, and in the original video, restore the patch of green grassy lawn and dry brown fallen leaves that were directly behind it. The rest of the scene must stay exactly the same.",
+      "fg_mse": 3.084843873977661,
+      "bg_mse": 0.025165950879454613,
+      "total_mse": 3.1100098248571157,
+      "videos": {
+        "composite": "samples/REAL_ENV900_00003_001_04/composite.mp4",
+        "mask": "samples/REAL_ENV900_00003_001_04/mask.mp4",
+        "fg_pred": "samples/REAL_ENV900_00003_001_04/fg_pred.mp4",
+        "bg_pred": "samples/REAL_ENV900_00003_001_04/bg_pred.mp4",
+        "bg_gt": "samples/REAL_ENV900_00003_001_04/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:lighting_or_color_spill",
+        "effect:multi_effect",
+        "effect:shadow",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:lighting_or_color_spill": 0.95,
+          "effect:multi_effect": 0.9,
+          "effect:shadow": 0.85,
+          "scene:textured_background": 0.95
+        },
+        "evidence": "The lantern casts a warm orange light spill onto the surrounding grass and leaves, along with a subtle contact shadow at its base. The background is highly textured grass.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:47:35.324025+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 21.28487777709961,
+          "mpsnr": 15.034196853637695,
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+        "score": 0.6190476190476191,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "REAL_ENV900_00004_004_02",
+      "source": "VOR-Eval",
+      "prompt": "Remove the four yellow rubber ducks with orange beaks from the water, along with their reflections and the radiating ripples they cast on the pond's surface. Place the bobbing ducks on a plain, uniform neutral gray background as a separate foreground layer, and restore the calm, dark pond water reflecting the green willow branches in the area they previously occluded. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.563011407852173,
+      "bg_mse": 0.2741124629974365,
+      "total_mse": 2.8371238708496094,
+      "videos": {
+        "composite": "samples/REAL_ENV900_00004_004_02/composite.mp4",
+        "mask": "samples/REAL_ENV900_00004_004_02/mask.mp4",
+        "fg_pred": "samples/REAL_ENV900_00004_004_02/fg_pred.mp4",
+        "bg_pred": "samples/REAL_ENV900_00004_004_02/bg_pred.mp4",
+        "bg_gt": "samples/REAL_ENV900_00004_004_02/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:lighting_or_color_spill",
+        "effect:multi_effect",
+        "effect:reflection",
+        "scene:crowd_or_many_instances",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "large",
+        "reflection_type": "water",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:lighting_or_color_spill": 0.9,
+          "effect:multi_effect": 0.9,
+          "effect:reflection": 1.0,
+          "scene:crowd_or_many_instances": 0.95,
+          "scene:textured_background": 0.95
+        },
+        "evidence": "The yellow rubber ducks floating on the water surface create clear reflections on the water, along with some yellow color spill/glow on the surrounding water surface. The background is highly textured with reflections of trees and leaves.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:47:42.532828+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 14.658205032348633,
+          "mpsnr": 14.372178077697754,
+          "rc_s": 0.5599185444691279,
+          "rc_t": 0.04021755334157068
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+        "score": 0.5535714285714286,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "REAL_ENV900_00005_001_04",
+      "source": "VOR-Eval",
+      "prompt": "Remove the dark, rustic lantern with its glowing orange light, along with the soft shadow it casts on the wooden surface to its left and the warm orange glow it casts on the wooden surface and the figurine to its right. The lantern should be isolated as a foreground layer over a plain, uniform neutral gray background, while the main video is restored by filling in the light wooden surface that was occluded behind it. The rest of the scene stays exactly the same.",
+      "fg_mse": 0.42889147996902466,
+      "bg_mse": 0.06652841717004776,
+      "total_mse": 0.4954198971390724,
+      "videos": {
+        "composite": "samples/REAL_ENV900_00005_001_04/composite.mp4",
+        "mask": "samples/REAL_ENV900_00005_001_04/mask.mp4",
+        "fg_pred": "samples/REAL_ENV900_00005_001_04/fg_pred.mp4",
+        "bg_pred": "samples/REAL_ENV900_00005_001_04/bg_pred.mp4",
+        "bg_gt": "samples/REAL_ENV900_00005_001_04/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:lighting_or_color_spill",
+        "effect:multi_effect",
+        "effect:shadow",
+        "motion:camera_motion"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "large",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:lighting_or_color_spill": 0.95,
+          "effect:multi_effect": 0.9,
+          "effect:shadow": 0.9,
+          "motion:camera_motion": 0.95
+        },
+        "evidence": "The lantern target casts a contact shadow and a soft cast shadow on the table surface. Additionally, it emits a strong orange light spill onto the table surface and the nearby figurine, which is a lighting/color spill effect.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:47:49.206563+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 26.44272232055664,
+          "mpsnr": 28.074073791503906,
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+          "rc_t": 0.08862556920125264
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+        "score": 0.39880952380952384,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "REAL_ENV900_00007_004_03",
+      "source": "VOR-Eval",
+      "prompt": "Remove the small, sleek toy boat with its light blue hull and red rudder, along with the V-shaped wake, small ripples, and faint reflection it casts on the water's surface. Inpaint the area where the boat and its water effects were removed by restoring the calm, dark, and reflective lake water that was behind them. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.8038181066513062,
+      "bg_mse": 0.17075707018375397,
+      "total_mse": 1.9745751768350601,
+      "videos": {
+        "composite": "samples/REAL_ENV900_00007_004_03/composite.mp4",
+        "mask": "samples/REAL_ENV900_00007_004_03/mask.mp4",
+        "fg_pred": "samples/REAL_ENV900_00007_004_03/fg_pred.mp4",
+        "bg_pred": "samples/REAL_ENV900_00007_004_03/bg_pred.mp4",
+        "bg_gt": "samples/REAL_ENV900_00007_004_03/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:multi_effect",
+        "effect:reflection",
+        "effect:secondary_physical_effect"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "small",
+        "reflection_type": "water",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:multi_effect": 0.9,
+          "effect:reflection": 0.95,
+          "effect:secondary_physical_effect": 0.9
+        },
+        "evidence": "The toy boat creates ripples on the water surface as a secondary physical effect, and also casts a subtle reflection on the water.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:48:01.177931+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 20.911035537719727,
+          "mpsnr": 21.274492263793945,
+          "rc_s": 0.47411977243472747,
+          "rc_t": 1.0585865857221664
+        },
+        "score": 0.6607142857142857,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "REAL_ENV900_00008_003_01",
+      "source": "VOR-Eval",
+      "prompt": "Remove the slouching man in the dark jacket, dark pants, and white sneakers along with the soft shadow he casts on the grass to his right, placing him on a plain, uniform neutral gray background. In his place, restore the paved path, grass, and dark treeline that were directly behind him, while keeping the rest of the scene exactly the same.",
+      "fg_mse": 2.0705878734588623,
+      "bg_mse": 0.05407068878412247,
+      "total_mse": 2.1246585622429848,
+      "videos": {
+        "composite": "samples/REAL_ENV900_00008_003_01/composite.mp4",
+        "mask": "samples/REAL_ENV900_00008_003_01/mask.mp4",
+        "fg_pred": "samples/REAL_ENV900_00008_003_01/fg_pred.mp4",
+        "bg_pred": "samples/REAL_ENV900_00008_003_01/bg_pred.mp4",
+        "bg_gt": "samples/REAL_ENV900_00008_003_01/bg_gt.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:shadow",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 0.9,
+          "effect:shadow": 0.95,
+          "scene:occlusion": 0.95
+        },
+        "evidence": "The target is a person walking behind a tree at night. The street lamp casts a distinct shadow of the person onto the grass to the right, which becomes disconnected from the target's body as they walk behind the tree trunk.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:48:08.659650+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 14.279264450073242,
+          "mpsnr": 17.249910354614258,
+          "rc_s": 0.4943386956400971,
+          "rc_t": 0.10587360439061529
+        },
+        "score": 0.6547619047619048,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "REAL_ENV900_00009_002_02",
+      "source": "VOR-Eval",
+      "prompt": "Remove the classic metal lantern and its flickering orange light from the scene, including the bright warm glow and the soft dark shadow it casts onto the stone pathway. The removed lantern should be isolated on a plain, uniform neutral gray background, while the area it occluded is filled by restoring the dark, textured stone pathway that was behind it. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.0738563537597656,
+      "bg_mse": 0.33487996459007263,
+      "total_mse": 2.4087363183498383,
+      "videos": {
+        "composite": "samples/REAL_ENV900_00009_002_02/composite.mp4",
+        "mask": "samples/REAL_ENV900_00009_002_02/mask.mp4",
+        "fg_pred": "samples/REAL_ENV900_00009_002_02/fg_pred.mp4",
+        "bg_pred": "samples/REAL_ENV900_00009_002_02/bg_pred.mp4",
+        "bg_gt": "samples/REAL_ENV900_00009_002_02/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:lighting_or_color_spill",
+        "effect:multi_effect",
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "large",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:lighting_or_color_spill": 0.95,
+          "effect:multi_effect": 0.9,
+          "effect:shadow": 0.9
+        },
+        "evidence": "The lantern casts a strong orange light spill onto the surrounding ground, along with a dark shadow cast behind it.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:48:15.269494+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 22.302207946777344,
+          "mpsnr": 21.520090103149414,
+          "rc_s": 0.6506175241415509,
+          "rc_t": 0.12091240813542328
+        },
+        "score": 0.36904761904761907,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "REAL_ENV900_00010_001_04",
+      "source": "VOR-Eval",
+      "prompt": "Remove the person in the dark hooded jacket and loose-fitting dark pants walking away, along with the soft, elongated shadow they cast forward and to the right on the concrete path. The removed person should be isolated on a plain, uniform neutral gray background, while the main video is restored by filling in the concrete path that was directly behind them. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.389622688293457,
+      "bg_mse": 0.0449933297932148,
+      "total_mse": 1.4346160180866718,
+      "videos": {
+        "composite": "samples/REAL_ENV900_00010_001_04/composite.mp4",
+        "mask": "samples/REAL_ENV900_00010_001_04/mask.mp4",
+        "fg_pred": "samples/REAL_ENV900_00010_001_04/fg_pred.mp4",
+        "bg_pred": "samples/REAL_ENV900_00010_001_04/bg_pred.mp4",
+        "bg_gt": "samples/REAL_ENV900_00010_001_04/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "motion:camera_motion"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95,
+          "motion:camera_motion": 0.9
+        },
+        "evidence": "The target is a person walking at night, casting a visible shadow on the ground that moves with them. The camera also exhibits slight motion.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:48:21.926583+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 35.91147232055664,
+          "mpsnr": 29.865209579467773,
+          "rc_s": 0.596677549967548,
+          "rc_t": 0.12611523434902625
+        },
+        "score": 0.2142857142857143,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "REAL_ENV900_00011_001_04",
+      "source": "VOR-Eval",
+      "prompt": "Remove the small, black-framed glowing orange lantern along with the warm orange glow it casts on the adjacent tree trunk and the wooden support stakes. In the area where the lantern was, restore the dark night scene, specifically filling in the tree trunk and wooden stakes that were occluded behind it. The rest of the scene stays exactly the same.",
+      "fg_mse": 3.7234325408935547,
+      "bg_mse": 0.05173972249031067,
+      "total_mse": 3.7751722633838654,
+      "videos": {
+        "composite": "samples/REAL_ENV900_00011_001_04/composite.mp4",
+        "mask": "samples/REAL_ENV900_00011_001_04/mask.mp4",
+        "fg_pred": "samples/REAL_ENV900_00011_001_04/fg_pred.mp4",
+        "bg_pred": "samples/REAL_ENV900_00011_001_04/bg_pred.mp4",
+        "bg_gt": "samples/REAL_ENV900_00011_001_04/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:lighting_or_color_spill",
+        "motion:camera_motion"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:lighting_or_color_spill": 0.95,
+          "motion:camera_motion": 0.9
+        },
+        "evidence": "The target is a glowing lantern hanging on a tree trunk at night. It casts a visible orange light spill onto the adjacent tree bark and supporting wooden poles, which is a lighting/color spill effect. The camera exhibits slight handheld motion throughout the clip.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:48:32.129180+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 20.923343658447266,
+          "mpsnr": 27.95182991027832,
+          "rc_s": 0.452340231849057,
+          "rc_t": 1.059549941635188
+        },
+        "score": 0.6130952380952381,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "REAL_ENV900_00012_002_02",
+      "source": "VOR-Eval",
+      "prompt": "Remove the person in the dark jacket and pants walking away from the camera, along with the glowing orange lantern they are carrying, their elongated shadow on the road, and the warm orange glow cast on their leg and the pavement. The removed person and lantern should be isolated on a plain, uniform neutral gray background. In the main video, restore the paved road surface and the dark background trees that were occluded behind them, while the rest of the scene stays exactly the same.",
+      "fg_mse": 2.861609935760498,
+      "bg_mse": 0.0519130676984787,
+      "total_mse": 2.9135230034589767,
+      "videos": {
+        "composite": "samples/REAL_ENV900_00012_002_02/composite.mp4",
+        "mask": "samples/REAL_ENV900_00012_002_02/mask.mp4",
+        "fg_pred": "samples/REAL_ENV900_00012_002_02/fg_pred.mp4",
+        "bg_pred": "samples/REAL_ENV900_00012_002_02/bg_pred.mp4",
+        "bg_gt": "samples/REAL_ENV900_00012_002_02/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:lighting_or_color_spill",
+        "effect:multi_effect",
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:lighting_or_color_spill": 0.95,
+          "effect:multi_effect": 0.9,
+          "effect:shadow": 0.9
+        },
+        "evidence": "The target is a person walking at night carrying a glowing lantern. The lantern casts a bright orange light spill onto the ground and the person's legs, and there is a subtle cast shadow on the road surface.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:48:39.195578+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 24.59052276611328,
+          "mpsnr": 26.67699432373047,
+          "rc_s": 0.6111297259200177,
+          "rc_t": 0.12942653173714683
+        },
+        "score": 0.35119047619047616,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "REAL_ENV900_00013_004_03",
+      "source": "VOR-Eval",
+      "prompt": "Isolate the young man wearing a blue textured jacket, dark pants, and white sneakers as he walks away with his hands in his pockets, placing him on a uniform neutral gray background. Remove him and the soft shadows he casts on the paved path, the curb, and the grass to the right. Inpaint the empty paved path and the painted white arrow that were directly behind him, ensuring the rest of the scene stays exactly the same.",
+      "fg_mse": 1.5726115703582764,
+      "bg_mse": 0.04111814871430397,
+      "total_mse": 1.6137297190725803,
+      "videos": {
+        "composite": "samples/REAL_ENV900_00013_004_03/composite.mp4",
+        "mask": "samples/REAL_ENV900_00013_004_03/mask.mp4",
+        "fg_pred": "samples/REAL_ENV900_00013_004_03/fg_pred.mp4",
+        "bg_pred": "samples/REAL_ENV900_00013_004_03/bg_pred.mp4",
+        "bg_gt": "samples/REAL_ENV900_00013_004_03/bg_gt.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 0.9,
+          "effect:shadow": 0.95
+        },
+        "evidence": "The walking person casts a distinct shadow onto the curb and road surface, which is physically separated from the main body mask at several points, indicating a disconnected shadow effect.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:48:50.639598+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 29.591808319091797,
+          "mpsnr": 27.409137725830078,
+          "rc_s": 0.5981191730835734,
+          "rc_t": 0.10370285590161643
+        },
+        "score": 0.23809523809523808,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "REAL_ENV900_00017_001_01",
+      "source": "VOR-Eval",
+      "prompt": "Remove the person walking away in a dark jacket, dark pants, and white sneakers, along with the bright flashlight they are holding, the moving beam of light illuminating the ground, and the soft shadow cast onto the grass. Isolate this person and their flashlight onto a plain, uniform neutral gray background. In the original video, restore the grassy ground and the distant trees that were occluded behind them, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.6448510885238647,
+      "bg_mse": 0.2842976152896881,
+      "total_mse": 1.9291487038135529,
+      "videos": {
+        "composite": "samples/REAL_ENV900_00017_001_01/composite.mp4",
+        "mask": "samples/REAL_ENV900_00017_001_01/mask.mp4",
+        "fg_pred": "samples/REAL_ENV900_00017_001_01/fg_pred.mp4",
+        "bg_pred": "samples/REAL_ENV900_00017_001_01/bg_pred.mp4",
+        "bg_gt": "samples/REAL_ENV900_00017_001_01/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:lighting_or_color_spill"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "large",
+        "reflection_type": "none",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:lighting_or_color_spill": 0.95
+        },
+        "evidence": "The target is a person holding a bright flashlight at night. The flashlight casts a strong beam of light onto the ground and surrounding environment, which is a lighting/color spill effect that needs to be removed along with the target.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:48:57.711213+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 29.62869644165039,
+          "mpsnr": 27.69698715209961,
+          "rc_s": 0.43424548426610926,
+          "rc_t": 0.043908137663129766
+        },
+        "score": 0.2916666666666667,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "REAL_ENV900_00018_005_05",
+      "source": "VOR-Eval",
+      "prompt": "Isolate the young man with glasses, who is wearing a white collared shirt under a dark knit cardigan while adjusting his hair, onto a plain, uniform neutral gray background. Remove him and his reflection from the mirror cabinet, and restore the clean surfaces of the bathroom vanity and the mirror cabinet doors that were directly behind him. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.2410019636154175,
+      "bg_mse": 0.03473347797989845,
+      "total_mse": 1.275735441595316,
+      "videos": {
+        "composite": "samples/REAL_ENV900_00018_005_05/composite.mp4",
+        "mask": "samples/REAL_ENV900_00018_005_05/mask.mp4",
+        "fg_pred": "samples/REAL_ENV900_00018_005_05/fg_pred.mp4",
+        "bg_pred": "samples/REAL_ENV900_00018_005_05/bg_pred.mp4",
+        "bg_gt": "samples/REAL_ENV900_00018_005_05/bg_gt.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:reflection",
+        "motion:camera_motion"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "large",
+        "reflection_type": "mirror",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 1.0,
+          "effect:reflection": 1.0,
+          "motion:camera_motion": 0.9
+        },
+        "evidence": "The target's reflection is clearly visible in the bathroom mirror, which is spatially disconnected from the target itself. The camera also exhibits slight motion throughout the clip.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:49:03.776477+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 31.202238082885742,
+          "mpsnr": 25.842300415039062,
+          "rc_s": 0.48130094434963455,
+          "rc_t": 0.06545420700380289
+        },
+        "score": 0.32142857142857145,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "REAL_ENV900_00019_002_01",
+      "source": "VOR-Eval",
+      "prompt": "Isolate the young man wearing glasses and a dark knit sweater over a white collared shirt as he stands in profile, shifting his posture from leaning forward to standing straight, placing him alone against a solid neutral gray background. Remove him and his reflection from the large bathroom mirror, and restore the light grey tiled wall, the wooden shelf, and the mirror surface that were occluded behind him. The rest of the scene must remain exactly the same.",
+      "fg_mse": 1.323879361152649,
+      "bg_mse": 0.03670810908079147,
+      "total_mse": 1.3605874702334404,
+      "videos": {
+        "composite": "samples/REAL_ENV900_00019_002_01/composite.mp4",
+        "mask": "samples/REAL_ENV900_00019_002_01/mask.mp4",
+        "fg_pred": "samples/REAL_ENV900_00019_002_01/fg_pred.mp4",
+        "bg_pred": "samples/REAL_ENV900_00019_002_01/bg_pred.mp4",
+        "bg_gt": "samples/REAL_ENV900_00019_002_01/bg_gt.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:reflection"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "mirror",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 0.9,
+          "effect:reflection": 0.95
+        },
+        "evidence": "The target is a person standing in front of a bathroom mirror. His reflection is clearly visible in the mirror, which is spatially disconnected from the target mask.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:49:10.148177+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 29.986621856689453,
+          "mpsnr": 22.83684730529785,
+          "rc_s": 0.47941959645029886,
+          "rc_t": 0.01617462210934561
+        },
+        "score": 0.2678571428571428,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "REAL_ENV900_00020_002_01",
+      "source": "VOR-Eval",
+      "prompt": "Remove the young man with spiky black hair, glasses, and a dark blue knit sweater, along with his reflection in the large mirror and his soft shadow on the tiled wall. The foreground layer should isolate the man in his leaning and hair-adjusting motion against a plain, uniform neutral gray background. For the background layer, restore the tiled wall and the large mirror that were directly behind him, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.0883764028549194,
+      "bg_mse": 0.14599154889583588,
+      "total_mse": 1.2343679517507553,
+      "videos": {
+        "composite": "samples/REAL_ENV900_00020_002_01/composite.mp4",
+        "mask": "samples/REAL_ENV900_00020_002_01/mask.mp4",
+        "fg_pred": "samples/REAL_ENV900_00020_002_01/fg_pred.mp4",
+        "bg_pred": "samples/REAL_ENV900_00020_002_01/bg_pred.mp4",
+        "bg_gt": "samples/REAL_ENV900_00020_002_01/bg_gt.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:reflection",
+        "geometry:thin_structure",
+        "motion:camera_motion"
+      ],
+      "attributes": {
+        "effect_extent": "large",
+        "mask_area": "medium",
+        "reflection_type": "mirror",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 1.0,
+          "effect:reflection": 1.0,
+          "geometry:thin_structure": 0.95,
+          "motion:camera_motion": 0.9
+        },
+        "evidence": "The target is a person standing in front of a mirror. Their reflection is clearly visible in the mirror on the right side of the frame, which is spatially disconnected from the target mask. The target also has spiky hair, representing a thin structure challenge.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:49:17.179628+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 22.88785743713379,
+          "mpsnr": 23.114486694335938,
+          "rc_s": 0.39766135164777894,
+          "rc_t": 0.03307405911608495
+        },
+        "score": 0.4285714285714286,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "REAL_ENV900_00021_004_03",
+      "source": "VOR-Eval",
+      "prompt": "Remove the stationary classic metal lantern, along with its bright orange glow from the floor tiles, the wall behind it, and the left doorframe, as well as its soft shadow on the floor. The foreground layer should isolate only the lantern with its glowing glass globe against a plain, uniform neutral gray background. For the background layer, restore the light-colored tiled hallway floor and the neutral wall that were occluded behind the lantern, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.492533564567566,
+      "bg_mse": 0.02588791586458683,
+      "total_mse": 1.5184214804321527,
+      "videos": {
+        "composite": "samples/REAL_ENV900_00021_004_03/composite.mp4",
+        "mask": "samples/REAL_ENV900_00021_004_03/mask.mp4",
+        "fg_pred": "samples/REAL_ENV900_00021_004_03/fg_pred.mp4",
+        "bg_pred": "samples/REAL_ENV900_00021_004_03/bg_pred.mp4",
+        "bg_gt": "samples/REAL_ENV900_00021_004_03/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:lighting_or_color_spill",
+        "effect:multi_effect",
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:lighting_or_color_spill": 0.95,
+          "effect:multi_effect": 0.9,
+          "effect:shadow": 0.9
+        },
+        "evidence": "The lantern casts a warm orange light spill onto the surrounding floor and walls, along with a subtle cast shadow behind it.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:49:25.362311+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 34.92411804199219,
+          "mpsnr": 32.48564910888672,
+          "rc_s": 0.5686243996553,
+          "rc_t": 0.5878291186970273
+        },
+        "score": 0.32142857142857145,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "REAL_ENV900_00022_006_05",
+      "source": "VOR-Eval",
+      "prompt": "Remove the person's lower legs and feet wearing a light blue polka-dot skirt and light pink slide sandals, along with the soft shadow they cast on the sand. Place this foreground object on a plain, uniform neutral gray background, showing the subtle shifting of weight from side to side. In the original video, restore the sandy beach surface covered with footprints and uneven textures that was occluded behind them, while the rest of the scene remains exactly the same.",
+      "fg_mse": 2.0424702167510986,
+      "bg_mse": 0.03625486046075821,
+      "total_mse": 2.078725077211857,
+      "videos": {
+        "composite": "samples/REAL_ENV900_00022_006_05/composite.mp4",
+        "mask": "samples/REAL_ENV900_00022_006_05/mask.mp4",
+        "fg_pred": "samples/REAL_ENV900_00022_006_05/fg_pred.mp4",
+        "bg_pred": "samples/REAL_ENV900_00022_006_05/bg_pred.mp4",
+        "bg_gt": "samples/REAL_ENV900_00022_006_05/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:multi_effect",
+        "effect:shadow",
+        "effect:transparency_or_refraction"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:multi_effect": 0.8,
+          "effect:shadow": 0.8,
+          "effect:transparency_or_refraction": 0.9
+        },
+        "evidence": "The target is a person wearing polka dot pants and pink slippers walking on sand. There is a transparent plastic sheet or object held in front of them which refracts the background, and subtle contact shadows under the slippers.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:49:32.331735+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 18.0604190826416,
+          "mpsnr": 17.93858528137207,
+          "rc_s": 0.5832863574101151,
+          "rc_t": 0.13381953095752935
+        },
+        "score": 0.5714285714285714,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "REAL_ENV900_00024_002_01",
+      "source": "VOR-Eval",
+      "prompt": "Remove the person's lower legs and feet wearing black pants and black Puma sneakers, along with the distinct shadow they cast on the ground. The removed legs and feet should be isolated on a plain, uniform neutral gray background. In the original video, restore the reddish-brown concrete ground and the scattered dry autumn leaves that were occluded behind them, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.7476173639297485,
+      "bg_mse": 0.04503500461578369,
+      "total_mse": 1.7926523685455322,
+      "videos": {
+        "composite": "samples/REAL_ENV900_00024_002_01/composite.mp4",
+        "mask": "samples/REAL_ENV900_00024_002_01/mask.mp4",
+        "fg_pred": "samples/REAL_ENV900_00024_002_01/fg_pred.mp4",
+        "bg_pred": "samples/REAL_ENV900_00024_002_01/bg_pred.mp4",
+        "bg_gt": "samples/REAL_ENV900_00024_002_01/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95
+        },
+        "evidence": "The target legs cast distinct shadows onto the ground, including contact shadows under the shoes and cast shadows extending to the left.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:49:38.957516+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 17.393115997314453,
+          "mpsnr": 15.615718841552734,
+          "rc_s": 0.6284499770263366,
+          "rc_t": 0.03836714154845357
+        },
+        "score": 0.41071428571428575,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "REAL_ENV900_00025_001_01",
+      "source": "VOR-Eval",
+      "prompt": "Remove the dry, brown maple leaf with curled edges and the soft, dark shadow it casts to its left. Inpaint the area directly behind the removed leaf by restoring the red concrete pathway that was occluded beneath it, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.8232507705688477,
+      "bg_mse": 0.06656316667795181,
+      "total_mse": 1.8898139372467995,
+      "videos": {
+        "composite": "samples/REAL_ENV900_00025_001_01/composite.mp4",
+        "mask": "samples/REAL_ENV900_00025_001_01/mask.mp4",
+        "fg_pred": "samples/REAL_ENV900_00025_001_01/fg_pred.mp4",
+        "bg_pred": "samples/REAL_ENV900_00025_001_01/bg_pred.mp4",
+        "bg_gt": "samples/REAL_ENV900_00025_001_01/bg_gt.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 0.9,
+          "effect:shadow": 0.95
+        },
+        "evidence": "The target leaf casts a distinct shadow onto the red ground, which is partially disconnected from the main body of the leaf due to its curled shape.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:49:45.145589+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 29.02935791015625,
+          "mpsnr": 17.885862350463867,
+          "rc_s": 0.5956474946812167,
+          "rc_t": 0.13995292804016918
+        },
+        "score": 0.41071428571428575,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "REAL_ENV900_00026_006_03",
+      "source": "VOR-Eval",
+      "prompt": "Remove the stationary dark grey electric scooter, which has a black delivery box on its rear rack, side mirrors, and a deployed kickstand, along with the soft shadow it casts on the green floor. The foreground layer should display only this scooter over a plain, uniform neutral gray background. For the background layer, restore the green painted floor and the white parking lines that were directly behind the scooter, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.312840461730957,
+      "bg_mse": 0.09950163215398788,
+      "total_mse": 1.412342093884945,
+      "videos": {
+        "composite": "samples/REAL_ENV900_00026_006_03/composite.mp4",
+        "mask": "samples/REAL_ENV900_00026_006_03/mask.mp4",
+        "fg_pred": "samples/REAL_ENV900_00026_006_03/fg_pred.mp4",
+        "bg_pred": "samples/REAL_ENV900_00026_006_03/bg_pred.mp4",
+        "bg_gt": "samples/REAL_ENV900_00026_006_03/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:crowd_or_many_instances",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "large",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95,
+          "scene:crowd_or_many_instances": 0.9,
+          "scene:occlusion": 0.85
+        },
+        "evidence": "The target is a large electric scooter parked in a crowded parking lot. It casts a contact shadow and a subtle cast shadow on the green floor beneath it. It is partially occluded by other scooters nearby.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:49:53.166369+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 27.75676727294922,
+          "mpsnr": 15.305967330932617,
+          "rc_s": 0.4177376645658283,
+          "rc_t": 0.058940922220547996
+        },
+        "score": 0.5297619047619048,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "REAL_ENV900_00027_001_03",
+      "source": "VOR-Eval",
+      "prompt": "Remove the swinging yellow plastic stick from the video, ensuring that the green grass lawn and any training cones directly behind it are seamlessly restored. The foreground layer should isolate only the yellow plastic stick as it moves dynamically, placed over a plain, uniform neutral gray background. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.564384937286377,
+      "bg_mse": 0.0740123763680458,
+      "total_mse": 2.6383973136544228,
+      "videos": {
+        "composite": "samples/REAL_ENV900_00027_001_03/composite.mp4",
+        "mask": "samples/REAL_ENV900_00027_001_03/mask.mp4",
+        "fg_pred": "samples/REAL_ENV900_00027_001_03/fg_pred.mp4",
+        "bg_pred": "samples/REAL_ENV900_00027_001_03/bg_pred.mp4",
+        "bg_gt": "samples/REAL_ENV900_00027_001_03/bg_gt.mp4"
+      },
+      "tags": [
+        "motion:fast_subject_motion",
+        "motion:motion_blur"
+      ],
+      "attributes": {
+        "effect_extent": "none",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "motion:fast_subject_motion": 0.9,
+          "motion:motion_blur": 0.9
+        },
+        "evidence": "The target is a yellow stick being waved quickly in front of the camera, causing fast motion and motion blur. There are no visible shadows or reflections associated with the stick on the grass or surrounding objects.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:49:59.994214+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 13.373676300048828,
+          "mpsnr": 15.555020332336426,
+          "rc_s": 0.46627887124478284,
+          "rc_t": 0.021632420323831898
+        },
+        "score": 0.6011904761904762,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "REAL_ENV900_00028_002_01",
+      "source": "VOR-Eval",
+      "prompt": "Remove the long, smooth orange plastic stick that moves diagonally in a waving motion, along with any of its visual effects, and place it on a plain, uniform neutral gray background to create the foreground layer. For the background layer, restore the colorful plastic training cones and the green grass that were directly behind the stick. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.9262465238571167,
+      "bg_mse": 0.7971225380897522,
+      "total_mse": 2.723369061946869,
+      "videos": {
+        "composite": "samples/REAL_ENV900_00028_002_01/composite.mp4",
+        "mask": "samples/REAL_ENV900_00028_002_01/mask.mp4",
+        "fg_pred": "samples/REAL_ENV900_00028_002_01/fg_pred.mp4",
+        "bg_pred": "samples/REAL_ENV900_00028_002_01/bg_pred.mp4",
+        "bg_gt": "samples/REAL_ENV900_00028_002_01/bg_gt.mp4"
+      },
+      "tags": [
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "none",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "scene:occlusion": 0.95
+        },
+        "evidence": "The target is a yellow plastic stick being held and moved in front of several colorful cones. There are no visible shadows or reflections cast by the stick onto the cones or the grass background.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:50:06.559006+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 10.79036808013916,
+          "mpsnr": 11.303144454956055,
+          "rc_s": 0.6168405679444988,
+          "rc_t": 0.06939428506908009
+        },
+        "score": 0.6130952380952381,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "REAL_ENV900_00029_002_01",
+      "source": "VOR-Eval",
+      "prompt": "Remove the single long, orange plastic tube that lies diagonally pointing towards the top right corner, along with the soft shadow it casts on the grass directly beneath and to its left. The removed tube should be isolated on a plain, uniform neutral gray background as a separate foreground layer, while the area it occluded is filled by restoring the green, textured grass that was behind it. The rest of the scene stays exactly the same.",
+      "fg_mse": 3.117918014526367,
+      "bg_mse": 0.4271998405456543,
+      "total_mse": 3.5451178550720215,
+      "videos": {
+        "composite": "samples/REAL_ENV900_00029_002_01/composite.mp4",
+        "mask": "samples/REAL_ENV900_00029_002_01/mask.mp4",
+        "fg_pred": "samples/REAL_ENV900_00029_002_01/fg_pred.mp4",
+        "bg_pred": "samples/REAL_ENV900_00029_002_01/bg_pred.mp4",
+        "bg_gt": "samples/REAL_ENV900_00029_002_01/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95,
+          "scene:textured_background": 0.95
+        },
+        "evidence": "The target is one of the orange poles lying on the grass. It casts a subtle shadow onto the grass below it, which is a textured background.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:50:13.327346+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 21.742210388183594,
+          "mpsnr": 9.854484558105469,
+          "rc_s": 0.43190165625732596,
+          "rc_t": 0.056629978282160834
+        },
+        "score": 0.6488095238095238,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "REAL_ENV900_00030_005_03",
+      "source": "VOR-Eval",
+      "prompt": "Remove the person wearing a black zip-up hoodie, black pants, and a dark cap, along with the contact shadows they cast on the grass and the physical displacement they cause to the tall grass. The removed person should be isolated on a plain, uniform neutral gray background to create a clean foreground layer. In the background layer, restore the lush green grass and distant foliage that were occluded behind the person, while the rest of the scene remains exactly the same.",
+      "fg_mse": 2.2082271575927734,
+      "bg_mse": 0.034519266337156296,
+      "total_mse": 2.2427464239299297,
+      "videos": {
+        "composite": "samples/REAL_ENV900_00030_005_03/composite.mp4",
+        "mask": "samples/REAL_ENV900_00030_005_03/mask.mp4",
+        "fg_pred": "samples/REAL_ENV900_00030_005_03/fg_pred.mp4",
+        "bg_pred": "samples/REAL_ENV900_00030_005_03/bg_pred.mp4",
+        "bg_gt": "samples/REAL_ENV900_00030_005_03/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9,
+          "scene:textured_background": 0.95
+        },
+        "evidence": "The target is a person walking on a grassy, textured lawn. There is a subtle contact shadow beneath their feet as they step, but no prominent cast shadow or reflection is visible.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:50:30.305404+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 27.402362823486328,
+          "mpsnr": 17.338191986083984,
+          "rc_s": 0.5378466550541612,
+          "rc_t": 0.04982887561100476
+        },
+        "score": 0.375,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "REAL_ENV900_00032_001_04",
+      "source": "VOR-Eval",
+      "prompt": "Remove the stationary dark grey electric scooter with the black delivery box on its rear rack, along with the dark shadow it casts on the concrete path underneath and to its left. In the area where the scooter was, restore the concrete path, the curb with dry leaves, and the grassy lawn that were occluded behind it. The rest of the scene stays exactly the same.",
+      "fg_mse": 0.9275354146957397,
+      "bg_mse": 0.21019481122493744,
+      "total_mse": 1.1377302259206772,
+      "videos": {
+        "composite": "samples/REAL_ENV900_00032_001_04/composite.mp4",
+        "mask": "samples/REAL_ENV900_00032_001_04/mask.mp4",
+        "fg_pred": "samples/REAL_ENV900_00032_001_04/fg_pred.mp4",
+        "bg_pred": "samples/REAL_ENV900_00032_001_04/bg_pred.mp4",
+        "bg_gt": "samples/REAL_ENV900_00032_001_04/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "large",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9,
+          "scene:occlusion": 0.8
+        },
+        "evidence": "The target is a parked electric scooter with a delivery box. It casts a contact shadow on the ground beneath it, and is partially occluded by the leaves of a tree in the upper left corner.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:50:41.901794+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 18.884017944335938,
+          "mpsnr": 14.93516731262207,
+          "rc_s": 0.362993692925952,
+          "rc_t": 0.05226733902144054
+        },
+        "score": 0.6607142857142857,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "REAL_ENV900_00033_001_03",
+      "source": "VOR-Eval",
+      "prompt": "Remove the vintage-style metal lantern with its glowing orange bulb, along with the soft dark shadow and the bright orange reflection it casts on the tiles around its base. The foreground layer should show only the glowing lantern over a plain, uniform neutral gray background. In the background layer, restore the light-colored ceramic tiles and dark grout lines that were occluded behind the lantern, while the rest of the scene stays exactly the same.",
+      "fg_mse": 0.5296034812927246,
+      "bg_mse": 0.060984592884778976,
+      "total_mse": 0.5905880741775036,
+      "videos": {
+        "composite": "samples/REAL_ENV900_00033_001_03/composite.mp4",
+        "mask": "samples/REAL_ENV900_00033_001_03/mask.mp4",
+        "fg_pred": "samples/REAL_ENV900_00033_001_03/fg_pred.mp4",
+        "bg_pred": "samples/REAL_ENV900_00033_001_03/bg_pred.mp4",
+        "bg_gt": "samples/REAL_ENV900_00033_001_03/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:lighting_or_color_spill",
+        "effect:multi_effect",
+        "effect:shadow",
+        "effect:transparency_or_refraction",
+        "geometry:thin_structure"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:lighting_or_color_spill": 0.95,
+          "effect:multi_effect": 0.95,
+          "effect:shadow": 0.95,
+          "effect:transparency_or_refraction": 0.9,
+          "geometry:thin_structure": 0.9
+        },
+        "evidence": "The lantern has a cast shadow on the tiled floor, orange light spill/glow on the floor, and transparent glass in the center. It also features thin metal wire structures.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:50:48.717103+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 18.21540069580078,
+          "mpsnr": 17.148103713989258,
+          "rc_s": 0.5557807138481718,
+          "rc_t": 0.07880246112603104
+        },
+        "score": 0.5714285714285715,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "REAL_ENV900_00034_001_03",
+      "source": "VOR-Eval",
+      "prompt": "Remove the person in the dark jacket and grey pants walking upwards with the glowing lantern, along with the soft shadow and faint orange glow they cast on the stairs and the white wall. The removed person and their lantern should be isolated on a plain, uniform neutral gray background to create a separate foreground layer. In the background layer, restore the grey granite steps and the white wall that were occluded behind them, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.4811670780181885,
+      "bg_mse": 0.06354251503944397,
+      "total_mse": 1.5447095930576324,
+      "videos": {
+        "composite": "samples/REAL_ENV900_00034_001_03/composite.mp4",
+        "mask": "samples/REAL_ENV900_00034_001_03/mask.mp4",
+        "fg_pred": "samples/REAL_ENV900_00034_001_03/fg_pred.mp4",
+        "bg_pred": "samples/REAL_ENV900_00034_001_03/bg_pred.mp4",
+        "bg_gt": "samples/REAL_ENV900_00034_001_03/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:lighting_or_color_spill"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:lighting_or_color_spill": 0.95
+        },
+        "evidence": "The lantern held by the person casts an orange light spill onto the person's trousers, which is part of the masked target.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:51:05.518678+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 23.09958267211914,
+          "mpsnr": 24.05202865600586,
+          "rc_s": 0.356377939448393,
+          "rc_t": 0.06230501021373799
+        },
+        "score": 0.4880952380952381,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "REAL_ENV900_00035_001_02",
+      "source": "VOR-Eval",
+      "prompt": "Remove the single silver Monster Energy Ultra can with its textured metallic surface and prominent black logo, along with the soft cast shadow it throws on the red surface to its right and the soft shadow falling onto the lower left side of the adjacent can. In its place, restore the red surface and the plain white wall that were occluded behind it, while the rest of the scene stays exactly the same. The removed can should be isolated on a plain, uniform neutral gray background.",
+      "fg_mse": 0.7573655247688293,
+      "bg_mse": 0.20558977127075195,
+      "total_mse": 0.9629552960395813,
+      "videos": {
+        "composite": "samples/REAL_ENV900_00035_001_02/composite.mp4",
+        "mask": "samples/REAL_ENV900_00035_001_02/mask.mp4",
+        "fg_pred": "samples/REAL_ENV900_00035_001_02/fg_pred.mp4",
+        "bg_pred": "samples/REAL_ENV900_00035_001_02/bg_pred.mp4",
+        "bg_gt": "samples/REAL_ENV900_00035_001_02/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9
+        },
+        "evidence": "The target is the leftmost Monster energy drink can. It casts a small contact shadow onto the red surface it stands on.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:51:11.702120+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 15.16236400604248,
+          "mpsnr": 13.551460266113281,
+          "rc_s": 0.6550062106270625,
+          "rc_t": 0.038398844855172296
+        },
+        "score": 0.47023809523809523,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "REAL_ENV900_00036_002_02",
+      "source": "VOR-Eval",
+      "prompt": "Remove the stationary black metal lantern with its glowing glass globe, along with the bright orange glow cast on the surrounding grass and leaves, the warm orange reflections on the yellow and green cones, and the soft shadow on the grass to its left. In the area where the lantern was, restore the grassy lawn and scattered dry autumn leaves that were occluded behind it. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.134265184402466,
+      "bg_mse": 0.12810221314430237,
+      "total_mse": 2.262367397546768,
+      "videos": {
+        "composite": "samples/REAL_ENV900_00036_002_02/composite.mp4",
+        "mask": "samples/REAL_ENV900_00036_002_02/mask.mp4",
+        "fg_pred": "samples/REAL_ENV900_00036_002_02/fg_pred.mp4",
+        "bg_pred": "samples/REAL_ENV900_00036_002_02/bg_pred.mp4",
+        "bg_gt": "samples/REAL_ENV900_00036_002_02/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:lighting_or_color_spill",
+        "effect:multi_effect",
+        "effect:shadow",
+        "effect:transparency_or_refraction",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "large",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:lighting_or_color_spill": 0.95,
+          "effect:multi_effect": 0.9,
+          "effect:shadow": 0.9,
+          "effect:transparency_or_refraction": 0.85,
+          "scene:textured_background": 0.95
+        },
+        "evidence": "The target is a glowing lantern on the grass. It casts a strong orange light spill (lighting effect) onto the surrounding grass and the adjacent green cone, as well as casting a shadow. The lantern itself has a glass globe causing transparency/refraction effects.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:51:18.795010+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 12.295835494995117,
+          "mpsnr": 11.702569961547852,
+          "rc_s": 0.5584095352448499,
+          "rc_t": 0.14655005127664594
+        },
+        "score": 0.7678571428571428,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "REAL_ENV900_00037_003_01",
+      "source": "VOR-Eval",
+      "prompt": "Remove the glowing vintage metal lantern along with the bright orange glow and soft shadows it casts on the surrounding grass and leaves. In the foreground layer, isolate the stationary lantern with its glass chamber emitting a warm orange light against a plain, uniform neutral gray background. For the background layer, restore the patch of dark green grass and fallen autumn leaves that were directly behind the lantern, keeping the rest of the scene exactly the same.",
+      "fg_mse": 2.2070562839508057,
+      "bg_mse": 0.09873692691326141,
+      "total_mse": 2.305793210864067,
+      "videos": {
+        "composite": "samples/REAL_ENV900_00037_003_01/composite.mp4",
+        "mask": "samples/REAL_ENV900_00037_003_01/mask.mp4",
+        "fg_pred": "samples/REAL_ENV900_00037_003_01/fg_pred.mp4",
+        "bg_pred": "samples/REAL_ENV900_00037_003_01/bg_pred.mp4",
+        "bg_gt": "samples/REAL_ENV900_00037_003_01/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:lighting_or_color_spill",
+        "effect:multi_effect",
+        "effect:shadow",
+        "geometry:thin_structure",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:lighting_or_color_spill": 0.95,
+          "effect:multi_effect": 0.85,
+          "effect:shadow": 0.85,
+          "geometry:thin_structure": 0.9,
+          "scene:textured_background": 0.9
+        },
+        "evidence": "The lantern casts a strong orange glow (lighting spill) onto the surrounding grass and leaves, along with subtle contact shadows underneath it. The background consists of textured grass and fallen leaves, and the lantern has a thin wire handle at the top.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:51:25.456025+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 18.250696182250977,
+          "mpsnr": 14.195660591125488,
+          "rc_s": 0.5576921726647843,
+          "rc_t": 0.05022488522216408
+        },
+        "score": 0.5476190476190477,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "REAL_ENV900_00040_002_04",
+      "source": "VOR-Eval",
+      "prompt": "Remove the dark, vintage-style lantern with its glowing orange light source from the scene, along with the warm orange glow cast on the white wall, the bright reflection on the tiled floor, and the subtle tint on the black baseboard. The foreground layer should show only the flickering lantern over a plain, uniform neutral gray background. In the background layer, restore the white wall, black baseboard, and tiled floor that were directly behind the removed lantern, while the rest of the scene stays exactly the same.",
+      "fg_mse": 0.7019846439361572,
+      "bg_mse": 0.13109315931797028,
+      "total_mse": 0.8330778032541275,
+      "videos": {
+        "composite": "samples/REAL_ENV900_00040_002_04/composite.mp4",
+        "mask": "samples/REAL_ENV900_00040_002_04/mask.mp4",
+        "fg_pred": "samples/REAL_ENV900_00040_002_04/fg_pred.mp4",
+        "bg_pred": "samples/REAL_ENV900_00040_002_04/bg_pred.mp4",
+        "bg_gt": "samples/REAL_ENV900_00040_002_04/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:lighting_or_color_spill",
+        "effect:multi_effect",
+        "effect:reflection"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "small",
+        "reflection_type": "specular",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:lighting_or_color_spill": 0.95,
+          "effect:multi_effect": 0.9,
+          "effect:reflection": 0.9
+        },
+        "evidence": "The lantern casts a strong orange glow (lighting spill) onto the wall behind it and the floor in front of it, as well as a specular reflection on the tiled floor.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:51:31.972360+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 27.70610809326172,
+          "mpsnr": 27.049291610717773,
+          "rc_s": 0.5786101542550268,
+          "rc_t": 0.2298448478255562
+        },
+        "score": 0.38690476190476186,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "REAL_ENV900_00042_003_02",
+      "source": "VOR-Eval",
+      "prompt": "Remove the person's legs and feet in dark trousers and shoes walking away, along with the soft shadow and faint reflection they cast on the floor. The removed person should be isolated on a plain, uniform neutral gray background, while the empty hallway floor and walls that were directly behind them are seamlessly restored. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.2695852518081665,
+      "bg_mse": 0.033500637859106064,
+      "total_mse": 1.3030858896672726,
+      "videos": {
+        "composite": "samples/REAL_ENV900_00042_003_02/composite.mp4",
+        "mask": "samples/REAL_ENV900_00042_003_02/mask.mp4",
+        "fg_pred": "samples/REAL_ENV900_00042_003_02/fg_pred.mp4",
+        "bg_pred": "samples/REAL_ENV900_00042_003_02/bg_pred.mp4",
+        "bg_gt": "samples/REAL_ENV900_00042_003_02/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9
+        },
+        "evidence": "The target is a person walking down a hallway. There is a subtle contact shadow under their feet as they walk on the polished floor, but no significant cast shadow or reflection is clearly visible.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:51:38.640451+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 26.918527603149414,
+          "mpsnr": 28.299753189086914,
+          "rc_s": 0.43409866553708387,
+          "rc_t": 0.10733668369955525
+        },
+        "score": 0.4226190476190476,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "REAL_ENV900_00043_003_04",
+      "source": "VOR-Eval",
+      "prompt": "Isolate the person wearing glasses and a dark hoodie as they sit and raise their left hand in a high-five motion, placing them alone on a plain, uniform neutral gray background. Remove the soft shadow they cast on the desk and their reflection in the computer monitor, and restore the office desk surface and the window blinds that were occluded behind them. The rest of the scene must stay exactly the same.",
+      "fg_mse": 0.4461664855480194,
+      "bg_mse": 0.2905227243900299,
+      "total_mse": 0.7366892099380493,
+      "videos": {
+        "composite": "samples/REAL_ENV900_00043_003_04/composite.mp4",
+        "mask": "samples/REAL_ENV900_00043_003_04/mask.mp4",
+        "fg_pred": "samples/REAL_ENV900_00043_003_04/fg_pred.mp4",
+        "bg_pred": "samples/REAL_ENV900_00043_003_04/bg_pred.mp4",
+        "bg_gt": "samples/REAL_ENV900_00043_003_04/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:no_visible_associated_effect"
+      ],
+      "attributes": {
+        "effect_extent": "none",
+        "mask_area": "large",
+        "reflection_type": "none",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:no_visible_associated_effect": 0.9
+        },
+        "evidence": "The target is a person sitting in front of a computer monitor. There are no visible shadows, reflections, or other physical effects associated with the person on the desk or monitor screen.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:51:46.359562+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 13.289209365844727,
+          "mpsnr": 17.35796356201172,
+          "rc_s": 0.34246468424574245,
+          "rc_t": 0.07732688244564315
+        },
+        "score": 0.738095238095238,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "REAL_ENV900_00044_002_04",
+      "source": "VOR-Eval",
+      "prompt": "Remove the blue umbrella canopy and its thin black metal shaft, along with the soft, diffuse shadow it casts on the tiled floor below. In the empty space left behind, restore the light-colored square ceramic tiles and dark grout lines that were occluded by the umbrella and its shadow. The rest of the scene stays exactly the same.",
+      "fg_mse": 0.587744951248169,
+      "bg_mse": 0.11047212779521942,
+      "total_mse": 0.6982170790433884,
+      "videos": {
+        "composite": "samples/REAL_ENV900_00044_002_04/composite.mp4",
+        "mask": "samples/REAL_ENV900_00044_002_04/mask.mp4",
+        "fg_pred": "samples/REAL_ENV900_00044_002_04/fg_pred.mp4",
+        "bg_pred": "samples/REAL_ENV900_00044_002_04/bg_pred.mp4",
+        "bg_gt": "samples/REAL_ENV900_00044_002_04/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "geometry:thin_structure"
+      ],
+      "attributes": {
+        "effect_extent": "large",
+        "mask_area": "large",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95,
+          "geometry:thin_structure": 0.9
+        },
+        "evidence": "The target is the blue umbrella canopy and its thin support pole. The umbrella casts a large, soft shadow on the tiled floor beneath it, which is visibly associated with the target.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:51:52.776951+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 22.119449615478516,
+          "mpsnr": 19.48935317993164,
+          "rc_s": 0.6144382491579451,
+          "rc_t": 0.22943742000139675
+        },
+        "score": 0.47619047619047616,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "REAL_ENV900_00045_002_04",
+      "source": "VOR-Eval",
+      "prompt": "Isolate the person wearing a black zippered jacket and dark trousers walking forward with their hands in their pockets, placing them on a plain, uniform neutral gray background. Remove this person along with the soft shadow they cast on the tiled floor and their dark reflection in the window glass, restoring the tiled floor, metal railing, and windowed wall that were directly behind them. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.2241193056106567,
+      "bg_mse": 0.04628896340727806,
+      "total_mse": 1.2704082690179348,
+      "videos": {
+        "composite": "samples/REAL_ENV900_00045_002_04/composite.mp4",
+        "mask": "samples/REAL_ENV900_00045_002_04/mask.mp4",
+        "fg_pred": "samples/REAL_ENV900_00045_002_04/fg_pred.mp4",
+        "bg_pred": "samples/REAL_ENV900_00045_002_04/bg_pred.mp4",
+        "bg_gt": "samples/REAL_ENV900_00045_002_04/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "large",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9,
+          "scene:occlusion": 0.95
+        },
+        "evidence": "The target person casts a shadow on the floor behind them. Additionally, the target is occluded by the metal railing on the right side of the frame.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:51:59.621221+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 28.773460388183594,
+          "mpsnr": 25.88990020751953,
+          "rc_s": 0.4710967625871236,
+          "rc_t": 0.11204581545078536
+        },
+        "score": 0.41666666666666663,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "REAL_ENV900_00046_001_03",
+      "source": "VOR-Eval",
+      "prompt": "Remove the stationary black plastic parking cone, which features a white label with Chinese characters and a red parking symbol, along with the dark shadow it casts on the concrete surface to its right. Place this foreground cone on a plain, uniform neutral gray background, and inpaint the original video to restore the concrete parking lot surface and the white painted line that were directly behind it. The rest of the scene remains exactly the same.",
+      "fg_mse": 1.4425499439239502,
+      "bg_mse": 0.07606104761362076,
+      "total_mse": 1.518610991537571,
+      "videos": {
+        "composite": "samples/REAL_ENV900_00046_001_03/composite.mp4",
+        "mask": "samples/REAL_ENV900_00046_001_03/mask.mp4",
+        "fg_pred": "samples/REAL_ENV900_00046_001_03/fg_pred.mp4",
+        "bg_pred": "samples/REAL_ENV900_00046_001_03/bg_pred.mp4",
+        "bg_gt": "samples/REAL_ENV900_00046_001_03/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95
+        },
+        "evidence": "The parking cone casts a soft contact and cast shadow onto the concrete ground directly beneath and slightly behind it.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:52:05.951587+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 25.21969985961914,
+          "mpsnr": 23.464508056640625,
+          "rc_s": 0.5782362735330617,
+          "rc_t": 0.06700954715278266
+        },
+        "score": 0.33333333333333337,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "REAL_ENV900_00047_002_01",
+      "source": "VOR-Eval",
+      "prompt": "Remove the stationary vintage-style metal lantern with its glowing yellow bulb, along with the bright yellow glow on the floor tiles, the reflections on the plastic container, and the soft shadow to its right. In its place, restore the dark tiled floor and the clear plastic storage container that were directly behind it, while the rest of the scene stays exactly the same. The isolated lantern should be placed on a plain, uniform neutral gray background.",
+      "fg_mse": 1.3346645832061768,
+      "bg_mse": 0.07206755131483078,
+      "total_mse": 1.4067321345210075,
+      "videos": {
+        "composite": "samples/REAL_ENV900_00047_002_01/composite.mp4",
+        "mask": "samples/REAL_ENV900_00047_002_01/mask.mp4",
+        "fg_pred": "samples/REAL_ENV900_00047_002_01/fg_pred.mp4",
+        "bg_pred": "samples/REAL_ENV900_00047_002_01/bg_pred.mp4",
+        "bg_gt": "samples/REAL_ENV900_00047_002_01/bg_gt.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:lighting_or_color_spill",
+        "effect:multi_effect",
+        "effect:reflection",
+        "effect:transparency_or_refraction",
+        "geometry:thin_structure"
+      ],
+      "attributes": {
+        "effect_extent": "large",
+        "mask_area": "medium",
+        "reflection_type": "multiple",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 0.9,
+          "effect:lighting_or_color_spill": 0.95,
+          "effect:multi_effect": 0.95,
+          "effect:reflection": 0.95,
+          "effect:transparency_or_refraction": 0.9,
+          "geometry:thin_structure": 0.85
+        },
+        "evidence": "The lantern is placed inside a transparent plastic container, which creates multiple reflections (on the container walls and the floor) and refracts the light. The lantern's bright yellow light spills extensively onto the surrounding surfaces, and its thin wire handle is also part of the target mask.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:52:12.968292+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 19.46535873413086,
+          "mpsnr": 13.946045875549316,
+          "rc_s": 0.4908339904879281,
+          "rc_t": 0.06307242115345608
+        },
+        "score": 0.613095238095238,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "REAL_ENV900_00048_001_03",
+      "source": "VOR-Eval",
+      "prompt": "Remove the old-fashioned lantern with its dark metal frame and glowing yellow light, along with the bright yellow reflection on the water, the warm glow illuminating the glass container, and the faint reflection on the back wall. Inpaint the area directly behind the removed lantern by restoring the clear glass container, the water inside, and the dimly lit background that were occluded. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.2653584480285645,
+      "bg_mse": 0.3309209644794464,
+      "total_mse": 1.5962794125080109,
+      "videos": {
+        "composite": "samples/REAL_ENV900_00048_001_03/composite.mp4",
+        "mask": "samples/REAL_ENV900_00048_001_03/mask.mp4",
+        "fg_pred": "samples/REAL_ENV900_00048_001_03/fg_pred.mp4",
+        "bg_pred": "samples/REAL_ENV900_00048_001_03/bg_pred.mp4",
+        "bg_gt": "samples/REAL_ENV900_00048_001_03/bg_gt.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:lighting_or_color_spill",
+        "effect:multi_effect",
+        "effect:reflection"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "small",
+        "reflection_type": "multiple",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 0.85,
+          "effect:lighting_or_color_spill": 0.9,
+          "effect:multi_effect": 0.9,
+          "effect:reflection": 0.95
+        },
+        "evidence": "The yellow balloon's reflection is visible on the surface of the water and the bottom of the plastic container, along with a strong yellow light spill/glow on the surrounding container walls.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:52:19.601685+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 18.350797653198242,
+          "mpsnr": 17.284866333007812,
+          "rc_s": 0.48184438328588414,
+          "rc_t": 0.32186065520230206
+        },
+        "score": 0.7023809523809523,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "REAL_ENV900_00051_001_05",
+      "source": "VOR-Eval",
+      "prompt": "Remove the person walking away in the black hooded sweatshirt, black pants, black sneakers, and black cap, along with the soft shadow and physical contact effects they cast on the grass. The foreground layer should show only this walking person over a plain, uniform neutral gray background, while the background layer is restored by filling the occluded area with the vibrant green lawn that was directly behind them. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.4624149799346924,
+      "bg_mse": 0.16255898773670197,
+      "total_mse": 2.6249739676713943,
+      "videos": {
+        "composite": "samples/REAL_ENV900_00051_001_05/composite.mp4",
+        "mask": "samples/REAL_ENV900_00051_001_05/mask.mp4",
+        "fg_pred": "samples/REAL_ENV900_00051_001_05/fg_pred.mp4",
+        "bg_pred": "samples/REAL_ENV900_00051_001_05/bg_pred.mp4",
+        "bg_gt": "samples/REAL_ENV900_00051_001_05/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95,
+          "scene:textured_background": 0.9
+        },
+        "evidence": "The target is a person walking on a grassy lawn. The target casts a subtle contact and cast shadow on the grass, which is a textured background.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:52:26.482613+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 21.97660255432129,
+          "mpsnr": 21.610815048217773,
+          "rc_s": 0.5545810758805302,
+          "rc_t": 0.05711584889866135
+        },
+        "score": 0.39285714285714285,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "REAL_ENV900_00053_001_01",
+      "source": "VOR-Eval",
+      "prompt": "Remove the whole, unpeeled yellow banana that falls vertically, rotates, and floats horizontally on its side, along with the splash, ripples, distorted reflection on the water's surface, and its faint shadow on the bottom of the container. The foreground layer should show only this banana and its motion against a plain, uniform neutral gray background. To complete the clean background layer, restore the clear, still water and the bottom of the plastic container that were occluded behind the banana, while the rest of the scene stays exactly the same.",
+      "fg_mse": 0.7349596619606018,
+      "bg_mse": 0.05967986211180687,
+      "total_mse": 0.7946395240724087,
+      "videos": {
+        "composite": "samples/REAL_ENV900_00053_001_01/composite.mp4",
+        "mask": "samples/REAL_ENV900_00053_001_01/mask.mp4",
+        "fg_pred": "samples/REAL_ENV900_00053_001_01/fg_pred.mp4",
+        "bg_pred": "samples/REAL_ENV900_00053_001_01/bg_pred.mp4",
+        "bg_gt": "samples/REAL_ENV900_00053_001_01/bg_gt.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:multi_effect",
+        "effect:reflection",
+        "effect:secondary_physical_effect",
+        "effect:transparency_or_refraction"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "small",
+        "reflection_type": "water",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 0.85,
+          "effect:multi_effect": 0.9,
+          "effect:reflection": 0.95,
+          "effect:secondary_physical_effect": 0.95,
+          "effect:transparency_or_refraction": 0.9
+        },
+        "evidence": "The banana is dropped into a container of water, creating a reflection on the water surface, refraction as it enters the water, and secondary physical effects in the form of splashes and ripples upon impact.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:52:33.430938+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 26.061260223388672,
+          "mpsnr": 28.438465118408203,
+          "rc_s": 0.43391236271976685,
+          "rc_t": 0.2432752049615245
+        },
+        "score": 0.5178571428571429,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "REAL_ENV900_00054_001_02",
+      "source": "VOR-Eval",
+      "prompt": "Remove the metal can that starts stationary near the top edge of the frame and falls straight down, along with its soft shadow on the bottom of the container, its reflection on the water, and the large splashes and ripples it creates upon impact. The removed can should be isolated on a plain, uniform neutral gray background to create the foreground layer. In the background layer, restore the clear water and the tiled surface that were occluded behind the falling can and its splashes, while the rest of the scene remains exactly the same.",
+      "fg_mse": 0.7032030820846558,
+      "bg_mse": 0.10665806382894516,
+      "total_mse": 0.8098611459136009,
+      "videos": {
+        "composite": "samples/REAL_ENV900_00054_001_02/composite.mp4",
+        "mask": "samples/REAL_ENV900_00054_001_02/mask.mp4",
+        "fg_pred": "samples/REAL_ENV900_00054_001_02/fg_pred.mp4",
+        "bg_pred": "samples/REAL_ENV900_00054_001_02/bg_pred.mp4",
+        "bg_gt": "samples/REAL_ENV900_00054_001_02/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:no_visible_associated_effect"
+      ],
+      "attributes": {
+        "effect_extent": "none",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:no_visible_associated_effect": 0.9
+        },
+        "evidence": "The target is a small portion of a cup or container being held above the water. There are no visible shadows, reflections, or other physical effects associated with this specific masked region.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:52:39.723061+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 21.40403938293457,
+          "mpsnr": 20.023422241210938,
+          "rc_s": 0.4058313845692296,
+          "rc_t": 0.16543053554527926
+        },
+        "score": 0.6666666666666666,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "REAL_ENV900_00055_001_05",
+      "source": "VOR-Eval",
+      "prompt": "Remove the person's lower legs and feet in cuffed blue jeans and black shoes as they walk steadily from right to left, along with the soft shadows and physical contact marks they make on the sand. Isolate the walking legs and feet on a plain, uniform neutral gray background, and fill the area directly behind them by restoring the coarse, golden-brown sand textured with overlapping footprints and uneven ridges. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.0760114192962646,
+      "bg_mse": 0.028018292039632797,
+      "total_mse": 2.1040297113358974,
+      "videos": {
+        "composite": "samples/REAL_ENV900_00055_001_05/composite.mp4",
+        "mask": "samples/REAL_ENV900_00055_001_05/mask.mp4",
+        "fg_pred": "samples/REAL_ENV900_00055_001_05/fg_pred.mp4",
+        "bg_pred": "samples/REAL_ENV900_00055_001_05/bg_pred.mp4",
+        "bg_gt": "samples/REAL_ENV900_00055_001_05/bg_gt.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95,
+          "scene:textured_background": 0.9
+        },
+        "evidence": "The target is a person's legs and feet walking on sand. The feet cast contact and subtle cast shadows onto the textured sand background.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:52:46.089889+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "bgpsnr": 20.165725708007812,
+          "mpsnr": 19.626771926879883,
+          "rc_s": 0.5915636245744831,
+          "rc_t": 0.11941384670913494
+        },
+        "score": 0.48214285714285715,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00001",
+      "source": "VOR-Wild",
+      "prompt": "Decompose the video by removing the young man in the yellow t-shirt, yellow cap, denim shorts, and white sneakers, along with the hard cast shadow he throws onto the asphalt court. Place the man and his dynamic shuffling and bending movements onto a separate foreground layer over a plain, uniform neutral gray background. For the background layer, restore the green-lined asphalt court and the wire fence that were directly behind him, keeping the rest of the scene exactly the same.",
+      "fg_mse": 1.9309961795806885,
+      "bg_mse": 0.0426706001162529,
+      "total_mse": 1.9736667796969414,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00001/composite.mp4",
+        "mask": "samples/WILD_ENV001_00001/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00001/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00001/bg_pred.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:shadow",
+        "motion:camera_motion",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 0.95,
+          "effect:shadow": 1.0,
+          "motion:camera_motion": 0.9,
+          "scene:occlusion": 0.95
+        },
+        "evidence": "The target is the basketball player in the yellow shirt. He casts a distinct shadow on the ground that is partially disconnected from his feet during movement. He is also occluded by the other player at various points in the clip.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:52:52.642337+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.6087033269408121,
+          "rc_t": 0.17957536359331921
+        },
+        "score": 0.36855670103092786,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00002",
+      "source": "VOR-Wild",
+      "prompt": "Remove the black flashlight and the small hand holding it from the scene, along with the bright beam of light illuminating the book's pages, the bright light cast on the father and daughter's faces and clothing, and the soft shadows cast on the book and clothing. In the area where the hand and flashlight were removed, restore the book's pages and the daughter's hand resting on the book. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.671132802963257,
+      "bg_mse": 0.013275095261633396,
+      "total_mse": 2.6844078982248902,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00002/composite.mp4",
+        "mask": "samples/WILD_ENV001_00002/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00002/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00002/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:no_visible_associated_effect"
+      ],
+      "attributes": {
+        "effect_extent": "none",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:no_visible_associated_effect": 0.9
+        },
+        "evidence": "The target is a flashlight held by the child. There are no visible shadows, reflections, or light spills directly cast by the flashlight body itself onto the surroundings that are tracked in the mask, as the light beam itself is not part of the target mask.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:52:59.119467+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.4506135415481897,
+          "rc_t": 0.09064053485106938
+        },
+        "score": 0.5979381443298969,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00003",
+      "source": "VOR-Wild",
+      "prompt": "Remove the single zebra walking slowly from left to right in profile, along with its contact points and the soft cast shadow it throws onto the dirt road. The foreground layer should show only this zebra over a plain, uniform neutral gray background, while the background layer is restored by filling in the dusty dirt road and dry savanna grass that were directly behind it. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.8861548900604248,
+      "bg_mse": 0.022376634180545807,
+      "total_mse": 1.9085315242409706,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00003/composite.mp4",
+        "mask": "samples/WILD_ENV001_00003/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00003/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00003/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "motion:camera_motion",
+        "scene:crowd_or_many_instances"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95,
+          "motion:camera_motion": 0.8,
+          "scene:crowd_or_many_instances": 0.9
+        },
+        "evidence": "The target zebra has subtle contact shadows beneath its hooves as it walks on the dirt road. The scene contains multiple other zebras in close proximity, and the camera is moving forward.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:53:05.701251+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5745183872731521,
+          "rc_t": 0.22086159349756757
+        },
+        "score": 0.48195876288659795,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00004",
+      "source": "VOR-Wild",
+      "prompt": "Remove the large dark duck with the white chest patch and red facial caruncle, along with the cast shadow it throws onto the dirt ground. The foreground layer should display only this duck walking slowly to the left over a plain, uniform neutral gray background. In the background layer, restore the dusty dirt yard that was occluded behind the duck, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.5733232498168945,
+      "bg_mse": 0.07924304157495499,
+      "total_mse": 1.6525662913918495,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00004/composite.mp4",
+        "mask": "samples/WILD_ENV001_00004/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00004/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00004/bg_pred.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:shadow",
+        "scene:crowd_or_many_instances",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "large",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 0.9,
+          "effect:shadow": 0.95,
+          "scene:crowd_or_many_instances": 0.95,
+          "scene:occlusion": 0.85
+        },
+        "evidence": "The target duck casts a long, prominent shadow on the ground that is disconnected from its body due to the low sun angle. The scene is crowded with many other ducks, some of which occasionally occlude or stand very close to the target.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:53:12.812971+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5534457418923461,
+          "rc_t": 0.11219234477233382
+        },
+        "score": 0.41752577319587625,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00005",
+      "source": "VOR-Wild",
+      "prompt": "Isolate the white duck with dark markings on its head as it stands near the right edge, turns, and walks away, placing it on a plain, uniform neutral gray background. Remove the duck and the soft shadow it casts on the dirt ground, and restore the dirt backyard, rocks, and debris that were occluded behind it. The rest of the scene stays exactly the same.",
+      "fg_mse": 3.319617748260498,
+      "bg_mse": 0.1177850291132927,
+      "total_mse": 3.4374027773737907,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00005/composite.mp4",
+        "mask": "samples/WILD_ENV001_00005/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00005/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00005/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:crowd_or_many_instances",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9,
+          "scene:crowd_or_many_instances": 0.95,
+          "scene:occlusion": 0.95
+        },
+        "evidence": "The target is a white duck in the background, which is partially occluded by other ducks and casts a subtle shadow on the ground.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:53:19.342523+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.47074071909734827,
+          "rc_t": 0.3471300121648796
+        },
+        "score": 0.7757731958762887,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00006",
+      "source": "VOR-Wild",
+      "prompt": "Remove the small, fuzzy brown and orange tarantula along with the soft cast shadow it throws onto the blue wooden railing, and place the crawling spider on a plain, uniform neutral gray background. In the original video, restore the weathered, blue-painted wooden railing with its visible grain and peeling paint that was occluded behind the spider, while the rest of the scene stays exactly the same.",
+      "fg_mse": 2.186386823654175,
+      "bg_mse": 0.028649862855672836,
+      "total_mse": 2.2150366865098476,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00006/composite.mp4",
+        "mask": "samples/WILD_ENV001_00006/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00006/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00006/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "geometry:thin_structure",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9,
+          "geometry:thin_structure": 0.95,
+          "scene:textured_background": 0.9
+        },
+        "evidence": "The spider has thin legs (geometry:thin_structure) moving on a textured wooden railing (scene:textured_background), casting small contact shadows underneath its body and legs.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:53:26.075854+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5819484503974987,
+          "rc_t": 0.6130088274313892
+        },
+        "score": 0.5567010309278351,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00007",
+      "source": "VOR-Wild",
+      "prompt": "Isolate the glowing warm yellow streetlight lamp head from the scene, placing it as a stationary foreground layer against a plain, uniform neutral gray background. Remove the warm yellow glow it casts on the surrounding fog, the light it shines on the snow below, and the illumination on the nearby street sign and tree branches. In the background layer, restore the dark, foggy night sky and the hazy atmosphere that were directly behind the removed lamp head, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.6496014595031738,
+      "bg_mse": 0.008603161200881004,
+      "total_mse": 1.6582046207040548,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00007/composite.mp4",
+        "mask": "samples/WILD_ENV001_00007/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00007/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00007/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:no_visible_associated_effect"
+      ],
+      "attributes": {
+        "effect_extent": "none",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:no_visible_associated_effect": 0.9
+        },
+        "evidence": "The target mask is the glowing street lamp head at the top right. There are no visible associated effects like shadows, reflections, or light spills on the surrounding foggy environment that are tracked as part of the target mask.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:53:32.745730+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.36027938914453617,
+          "rc_t": 0.11621753374735515
+        },
+        "score": 0.7319587628865979,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00008",
+      "source": "VOR-Wild",
+      "prompt": "Isolate the small, bright, stationary point of yellow light into a separate foreground layer displayed over a plain, uniform neutral gray background. Remove this light source along with the yellow glow it casts on the surrounding fog, the yellow illumination on the nearby snow, and the yellow illumination on the trunks and branches of nearby trees. In the background layer, restore the dark, foggy park at night, filling the area directly behind the removed light with the distant, hazy, snow-covered ground and bare trees, while the rest of the scene stays exactly the same.",
+      "fg_mse": 2.1980199813842773,
+      "bg_mse": 0.006291667465120554,
+      "total_mse": 2.204311648849398,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00008/composite.mp4",
+        "mask": "samples/WILD_ENV001_00008/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00008/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00008/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:no_visible_associated_effect"
+      ],
+      "attributes": {
+        "effect_extent": "none",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:no_visible_associated_effect": 0.9
+        },
+        "evidence": "The target mask is a static street lamp light source in a foggy park. There are no visible shadows, reflections, or other physical effects directly associated with this specific light source that change or require removal beyond the light itself.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:53:39.813264+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.39147605179372913,
+          "rc_t": 0.0984942342036019
+        },
+        "score": 0.6701030927835052,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00009",
+      "source": "VOR-Wild",
+      "prompt": "Isolate the white wolf standing on all fours into a separate foreground layer over a plain, uniform neutral gray background, capturing its subtle head turn to the right. Remove the wolf and the soft shadow it casts on the dirt path from the original video, and restore the dirt path and grassy area that were directly behind it. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.6047370433807373,
+      "bg_mse": 0.03278626874089241,
+      "total_mse": 2.6375233121216297,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00009/composite.mp4",
+        "mask": "samples/WILD_ENV001_00009/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00009/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00009/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95,
+          "scene:occlusion": 0.9
+        },
+        "evidence": "The white wolf walking forward has contact and cast shadows on the ground beneath its paws. It also passes behind a thin hanging chain, causing slight occlusion.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:53:51.454234+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.6045466148612761,
+          "rc_t": 0.028100986590121495
+        },
+        "score": 0.1056701030927835,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00010",
+      "source": "VOR-Wild",
+      "prompt": "Remove the white horse with dark patches on its back, including its saddle, its grazing motion, its physical contact with the grass, and the soft shadow it casts on the ground. In its place, restore the green grassy hillside and scattered rocks that were directly behind it, ensuring the rest of the scene stays exactly the same. The removed horse should be isolated on a plain, uniform neutral gray background.",
+      "fg_mse": 1.1955963373184204,
+      "bg_mse": 0.027491159737110138,
+      "total_mse": 1.2230874970555305,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00010/composite.mp4",
+        "mask": "samples/WILD_ENV001_00010/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00010/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00010/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9,
+          "scene:occlusion": 0.8
+        },
+        "evidence": "The horse grazing on the foggy hillside has subtle contact shadows under its hooves. The grass partially occludes the lower parts of its hooves.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:53:57.829040+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5181931746627174,
+          "rc_t": 0.2163365427054412
+        },
+        "score": 0.6082474226804123,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00011",
+      "source": "VOR-Wild",
+      "prompt": "Remove the small, dark-colored duckling swimming and paddling forward, along with the ripples, wake, and reflection it casts on the water surface. In the area where the duckling was removed, restore the serene blue pond water with its gentle ripples to match the surrounding water, while the rest of the scene remains exactly the same.",
+      "fg_mse": 1.099531650543213,
+      "bg_mse": 0.09326770901679993,
+      "total_mse": 1.1927993595600128,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00011/composite.mp4",
+        "mask": "samples/WILD_ENV001_00011/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00011/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00011/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:reflection",
+        "effect:secondary_physical_effect",
+        "scene:crowd_or_many_instances"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "small",
+        "reflection_type": "water",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:reflection": 0.95,
+          "effect:secondary_physical_effect": 0.9,
+          "scene:crowd_or_many_instances": 0.95
+        },
+        "evidence": "The target is a duckling swimming in water, which creates water ripples (secondary physical effect) and a reflection on the water surface. It is surrounded by many other similar ducklings.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:54:05.539410+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.439853388228234,
+          "rc_t": 0.6749998312636855
+        },
+        "score": 0.884020618556701,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00012",
+      "source": "VOR-Wild",
+      "prompt": "Remove the walking white goose with its long neck, grey head markings, and orange beak, along with the soft shadow and reflection it casts on the wet paved path. The removed goose should be isolated on a plain, uniform neutral gray background, while the area directly behind it is filled by restoring the wet paved path. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.8377726078033447,
+      "bg_mse": 0.03421905264258385,
+      "total_mse": 2.8719916604459286,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00012/composite.mp4",
+        "mask": "samples/WILD_ENV001_00012/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00012/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00012/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "motion:camera_motion",
+        "scene:crowd_or_many_instances",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9,
+          "motion:camera_motion": 0.9,
+          "scene:crowd_or_many_instances": 0.95,
+          "scene:occlusion": 0.8
+        },
+        "evidence": "The target is a goose walking forward on a wet path. It has a small contact shadow beneath its feet. The scene contains many other geese (crowd/many instances) and the camera is moving forward dynamically.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:54:12.394532+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5395787351714458,
+          "rc_t": 0.25151042138122237
+        },
+        "score": 0.5721649484536082,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00013",
+      "source": "VOR-Wild",
+      "prompt": "Remove the glowing, rounded orange light bulb along with the warm orange glow it casts on the adjacent metal pole and the soft orange glare in the surrounding sky. The foreground layer should isolate only the static orange bulb against a plain, uniform neutral gray background. For the background layer, restore the dark teal and grey cloudy sky that was directly behind the bulb, leaving the rest of the scene exactly the same.",
+      "fg_mse": 0.9904342293739319,
+      "bg_mse": 0.015163213945925236,
+      "total_mse": 1.0055974433198571,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00013/composite.mp4",
+        "mask": "samples/WILD_ENV001_00013/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00013/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00013/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:lighting_or_color_spill",
+        "scene:dynamic_background"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:lighting_or_color_spill": 0.9,
+          "scene:dynamic_background": 0.95
+        },
+        "evidence": "The target is a glowing street lamp. The light emitted from the lamp creates a subtle lighting/color spill effect on the surrounding dark clouds, which are dynamically moving in the background.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:54:19.078047+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.29491841167568994,
+          "rc_t": 0.03515159783626946
+        },
+        "score": 0.5644329896907216,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00014",
+      "source": "VOR-Wild",
+      "prompt": "Remove the green and brown spotted frog, which is shown from the neck up sitting still with its head tilted slightly upward, along with its reflection, ripples, and contact points in the water. In its place, restore the murky, muddy puddle of water that was occluded behind it, ensuring the water surface appears completely undisturbed. The foreground frog should be isolated on a plain, uniform neutral gray background, while the rest of the scene stays exactly the same.",
+      "fg_mse": 0.8588564395904541,
+      "bg_mse": 0.18963396549224854,
+      "total_mse": 1.0484904050827026,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00014/composite.mp4",
+        "mask": "samples/WILD_ENV001_00014/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00014/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00014/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:reflection"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "small",
+        "reflection_type": "water",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:reflection": 0.95
+        },
+        "evidence": "The frog's body is reflected in the muddy water surface directly below it.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:54:25.587486+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.45169865734325054,
+          "rc_t": 0.009079723276643671
+        },
+        "score": 0.40463917525773196,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00015",
+      "source": "VOR-Wild",
+      "prompt": "Remove the tan lioness lying down with her front paws extended forward, along with the soft shadow she casts to her right and the flattened grass beneath her. The foreground layer should show only the lioness turning her head upward on a plain, uniform neutral gray background. To complete the clean background layer, restore the patches of green grass and dry, bare dirt that were directly behind her, while the rest of the scene stays exactly the same.",
+      "fg_mse": 2.2240543365478516,
+      "bg_mse": 0.13338424265384674,
+      "total_mse": 2.3574385792016983,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00015/composite.mp4",
+        "mask": "samples/WILD_ENV001_00015/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00015/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00015/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "large",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9,
+          "scene:textured_background": 0.95
+        },
+        "evidence": "The lioness is lying on a grassy and sandy ground, casting a subtle contact and cast shadow directly underneath and behind her body. The background is highly textured with grass blades and dirt.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:54:32.287697+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5630956760360525,
+          "rc_t": 0.013483586636456577
+        },
+        "score": 0.1701030927835052,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00016",
+      "source": "VOR-Wild",
+      "prompt": "Remove the young man with dark hair in the white t-shirt and black shorts dribbling the basketball, along with his contact points and the soft cast shadow he throws onto the court surface. The removed young man and his basketball should be isolated on a plain, uniform neutral gray background, while the area he occluded is restored by filling in the blue and green basketball court surface and the black chain-link fence directly behind him. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.3208084106445312,
+      "bg_mse": 0.02961103431880474,
+      "total_mse": 2.350419444963336,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00016/composite.mp4",
+        "mask": "samples/WILD_ENV001_00016/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00016/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00016/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:crowd_or_many_instances",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95,
+          "scene:crowd_or_many_instances": 0.85,
+          "scene:occlusion": 0.9
+        },
+        "evidence": "The target is a basketball player dribbling and shooting. The target casts a shadow on the court floor, which includes both contact and cast shadows. The target is partially occluded by other players during the action, and there are multiple other players on the court.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:54:39.657473+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5850061295115614,
+          "rc_t": 0.08894019510350772
+        },
+        "score": 0.28350515463917525,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00017",
+      "source": "VOR-Wild",
+      "prompt": "Remove the vibrant green frog resting in the water, along with its reflection, the ripples around its body, and the displacement of the floating debris. The foreground layer should isolate the frog in its semi-submerged pose against a uniform neutral gray background, while the background layer restores the tranquil pond surface covered with green algae and floating organic debris that was previously occluded. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.5258347988128662,
+      "bg_mse": 0.03173772618174553,
+      "total_mse": 1.5575725249946117,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00017/composite.mp4",
+        "mask": "samples/WILD_ENV001_00017/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00017/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00017/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:reflection",
+        "scene:dynamic_background"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "small",
+        "reflection_type": "water",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:reflection": 0.9,
+          "scene:dynamic_background": 0.8
+        },
+        "evidence": "The frog is partially submerged in water, creating a subtle reflection on the water surface directly beneath its head.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:54:46.132869+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5893121675378226,
+          "rc_t": 0.009984199121163117
+        },
+        "score": 0.08762886597938145,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00018",
+      "source": "VOR-Wild",
+      "prompt": "Isolate the single mallard duck with dark brown and grey plumage floating calmly to the right, placing it on a plain, uniform neutral gray background. Remove the duck along with its reflection and the subtle contact ripples from the water surface, and restore the calm, grey lake water that was directly behind them. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.5319368839263916,
+      "bg_mse": 0.28188958764076233,
+      "total_mse": 1.813826471567154,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00018/composite.mp4",
+        "mask": "samples/WILD_ENV001_00018/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00018/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00018/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:reflection",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "small",
+        "reflection_type": "water",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:reflection": 1.0,
+          "scene:occlusion": 0.9
+        },
+        "evidence": "The target duck has a clear reflection on the water surface directly beneath it, which is partially occluded by foreground leaves.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:54:54.386851+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5114108747636735,
+          "rc_t": 0.7990186494498389
+        },
+        "score": 0.75,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00019",
+      "source": "VOR-Wild",
+      "prompt": "Remove the large orange-and-black striped tiger from the scene, including the soft shadows it casts on the wet dirt path and its reflections in the shallow stream water. The removed tiger should be isolated on a plain, uniform neutral gray background as a separate foreground layer. In the background layer, restore the wet, reddish-brown dirt path and the shallow stream that were occluded behind the tiger, while the rest of the scene remains exactly the same.",
+      "fg_mse": 1.0005549192428589,
+      "bg_mse": 0.292454332113266,
+      "total_mse": 1.2930092513561249,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00019/composite.mp4",
+        "mask": "samples/WILD_ENV001_00019/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00019/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00019/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9,
+          "scene:textured_background": 0.8
+        },
+        "evidence": "The tiger stands on a dirt path with a subtle contact shadow beneath its paws. The background consists of textured dirt, water, and foliage.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:55:00.914362+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5657045588457985,
+          "rc_t": 0.05516118155075953
+        },
+        "score": 0.26804123711340205,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00020",
+      "source": "VOR-Wild",
+      "prompt": "Remove the white and black duck standing on the concrete ledge, along with its contact shadow on the ledge and its reflection in the water below. In its place, restore the smooth concrete ledge and the gently rippling water surface that were occluded behind it, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.5669761896133423,
+      "bg_mse": 0.027264436706900597,
+      "total_mse": 1.5942406263202429,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00020/composite.mp4",
+        "mask": "samples/WILD_ENV001_00020/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00020/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00020/bg_pred.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:reflection"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "small",
+        "reflection_type": "water",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 0.9,
+          "effect:reflection": 0.95
+        },
+        "evidence": "The target duck has a clear reflection on the water surface below the ice edge, which is spatially disconnected from the duck itself.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:55:07.293976+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.4818578990991871,
+          "rc_t": 0.36506041895640945
+        },
+        "score": 0.7603092783505154,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00021",
+      "source": "VOR-Wild",
+      "prompt": "Remove the small tan dog with the light brown coat and dark tail as it runs forward, along with the soft shadow it casts on the asphalt road. The foreground layer should show only this running dog over a plain, uniform neutral gray background. In the background layer, restore the asphalt road surface that was occluded behind the dog, while the rest of the scene stays exactly the same.",
+      "fg_mse": 2.771881341934204,
+      "bg_mse": 0.1434820145368576,
+      "total_mse": 2.9153633564710617,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00021/composite.mp4",
+        "mask": "samples/WILD_ENV001_00021/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00021/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00021/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "geometry:thin_structure"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95,
+          "geometry:thin_structure": 0.9
+        },
+        "evidence": "The target is a small dog walking on the road, which has a thin leash attached to it and a small contact shadow underneath its paws.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:55:15.335390+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5967674382498506,
+          "rc_t": 0.42911938843854414
+        },
+        "score": 0.5051546391752577,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00022",
+      "source": "VOR-Wild",
+      "prompt": "Isolate the small, light green frog with dark spots from the scene, placing it in its alert, tucked posture against a solid, neutral gray background. Remove the frog along with the soft cast shadows it throws onto the pinecone and the surrounding grass blades, and restore the dark pinecone and the dense green grass that were directly behind it. The rest of the scene stays exactly the same.",
+      "fg_mse": 4.2242817878723145,
+      "bg_mse": 0.01614295318722725,
+      "total_mse": 4.240424741059542,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00022/composite.mp4",
+        "mask": "samples/WILD_ENV001_00022/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00022/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00022/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9,
+          "scene:textured_background": 0.95
+        },
+        "evidence": "The frog is sitting on a pinecone in a grassy field, casting a subtle shadow onto the pinecone and surrounding grass. The background is highly textured with grass blades.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:55:21.605013+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.6497406347682786,
+          "rc_t": 0.0399243373137254
+        },
+        "score": 0.10567010309278349,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00023",
+      "source": "VOR-Wild",
+      "prompt": "Remove the single dark duck as it swims slowly to the right with its head slightly raised, along with the ripples and reflection it casts in the water. The removed duck should be isolated on a plain, uniform neutral gray background, while the area it occluded is filled by restoring the tranquil, gently rippling pond water. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.146324396133423,
+      "bg_mse": 0.08045648783445358,
+      "total_mse": 2.2267808839678764,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00023/composite.mp4",
+        "mask": "samples/WILD_ENV001_00023/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00023/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00023/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:reflection",
+        "effect:secondary_physical_effect",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "small",
+        "reflection_type": "water",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:reflection": 0.95,
+          "effect:secondary_physical_effect": 0.85,
+          "scene:occlusion": 0.9
+        },
+        "evidence": "The target duck creates a subtle reflection on the water surface and generates small ripples (secondary physical effect) as it moves. It is also partially occluded by the foreground foliage at the bottom of the frame.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:55:28.731056+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.49386771854243683,
+          "rc_t": 1.2919347512107726
+        },
+        "score": 0.8247422680412371,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00024",
+      "source": "VOR-Wild",
+      "prompt": "Remove the speckled grey duck as it stands in place and turns its head back to preen its feathers, along with its contact points, the ripples, its reflection in the water, and its shadow on the submerged rocks. Inpaint the area where the duck was to restore the shallow, dark water flowing gently over the submerged rocks and the sunlight reflecting on the rippling surface. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.934051513671875,
+      "bg_mse": 0.09638455510139465,
+      "total_mse": 2.0304360687732697,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00024/composite.mp4",
+        "mask": "samples/WILD_ENV001_00024/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00024/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00024/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:multi_effect",
+        "effect:reflection",
+        "effect:shadow",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "medium",
+        "reflection_type": "water",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:multi_effect": 0.9,
+          "effect:reflection": 0.9,
+          "effect:shadow": 0.9,
+          "scene:occlusion": 0.8
+        },
+        "evidence": "The target duck casts a dark shadow and a subtle reflection onto the water surface and the submerged rock below it. Additionally, the other duck swims behind the target duck, causing brief occlusion.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:55:36.358646+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.550628303262311,
+          "rc_t": 0.43104077840978816
+        },
+        "score": 0.615979381443299,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00025",
+      "source": "VOR-Wild",
+      "prompt": "Isolate the white goose with its bright orange beak as it flaps its wings and shakes its body, placing it on a plain, uniform neutral gray background. Remove the goose along with its reflection, the water splashes, airborne droplets, and radiating ripples from the pond, and restore the calm, dark green water surface that was directly behind them. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.7712388038635254,
+      "bg_mse": 0.057439982891082764,
+      "total_mse": 2.828678786754608,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00025/composite.mp4",
+        "mask": "samples/WILD_ENV001_00025/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00025/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00025/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:secondary_physical_effect",
+        "motion:fast_subject_motion",
+        "motion:motion_blur"
+      ],
+      "attributes": {
+        "effect_extent": "large",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:secondary_physical_effect": 0.95,
+          "motion:fast_subject_motion": 0.9,
+          "motion:motion_blur": 0.85
+        },
+        "evidence": "The white goose is vigorously flapping its wings in the water, creating a large amount of water splashes and droplets (secondary physical effect) that surround the subject. The wings move rapidly, causing fast subject motion and motion blur.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:55:43.708440+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.6124932245297443,
+          "rc_t": 0.25124651052300295
+        },
+        "score": 0.41494845360824745,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00026",
+      "source": "VOR-Wild",
+      "prompt": "Remove the small green and brown resting frog along with the soft contact shadow it casts on the blue concrete. The removed frog should be isolated on a plain, uniform neutral gray background, while the area it occluded is filled in by restoring the weathered, blue-painted concrete edge. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.4694318771362305,
+      "bg_mse": 0.025857960805296898,
+      "total_mse": 2.4952898379415274,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00026/composite.mp4",
+        "mask": "samples/WILD_ENV001_00026/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00026/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00026/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9,
+          "scene:textured_background": 0.85
+        },
+        "evidence": "The frog is sitting on a highly textured, peeling blue surface. It casts a small contact shadow directly underneath its body.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:55:50.320873+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5813231035656699,
+          "rc_t": 0.04394648137810993
+        },
+        "score": 0.2036082474226804,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00027",
+      "source": "VOR-Wild",
+      "prompt": "Remove the brown sheep with the black face and legs from the scene, along with its soft cast shadow on the grass and the contact points beneath its hooves. Isolate this sheep on a plain, uniform neutral gray background as it stands facing forward and occasionally turns its head. In the original video, restore the grassy green hillside that was occluded directly behind the sheep, while the rest of the scene stays exactly the same.",
+      "fg_mse": 3.087191343307495,
+      "bg_mse": 0.08300302922725677,
+      "total_mse": 3.170194372534752,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00027/composite.mp4",
+        "mask": "samples/WILD_ENV001_00027/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00027/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00027/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "geometry:thin_structure",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95,
+          "geometry:thin_structure": 0.85,
+          "scene:textured_background": 0.9
+        },
+        "evidence": "The target is a brown sheep standing on a grassy field. It casts a subtle contact and cast shadow on the grass beneath its feet. The background consists of textured grass and other sheep, and there are thin blades of grass and weeds partially obscuring the sheep's legs.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:55:58.368420+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.6163704076853104,
+          "rc_t": 0.10661619188616638
+        },
+        "score": 0.2757731958762887,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00028",
+      "source": "VOR-Wild",
+      "prompt": "Remove the tabby cat wearing a black and white patterned harness as it leaps downward, lands on its front paws, and walks forward, along with the shadows and contact points it casts on the wooden platform and the grassy ground. The removed cat should be isolated on a plain, uniform neutral gray background to create a clean foreground layer. For the background layer, restore the wooden playground structure and the grassy field that were occluded behind the cat, keeping the rest of the scene exactly the same.",
+      "fg_mse": 2.4596633911132812,
+      "bg_mse": 0.033796731382608414,
+      "total_mse": 2.4934601224958897,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00028/composite.mp4",
+        "mask": "samples/WILD_ENV001_00028/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00028/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00028/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "motion:camera_motion",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95,
+          "motion:camera_motion": 0.9,
+          "scene:textured_background": 0.85
+        },
+        "evidence": "The cat walking on the wooden playground structure casts a subtle contact shadow on the wooden planks. The background consists of textured grass and playground structures, and there is noticeable camera motion as the camera follows the cat's movement.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:56:08.668598+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5293118445580327,
+          "rc_t": 0.29507396739662467
+        },
+        "score": 0.615979381443299,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00029",
+      "source": "VOR-Wild",
+      "prompt": "Remove the tabby cat with dark stripes and a black harness, along with the soft cast shadow it throws onto the wooden platform. The foreground layer should isolate the cat walking forward with its tail raised against a plain, uniform neutral gray background. In the background layer, restore the wooden platform and the vertical posts of the playground structure that were occluded behind the cat, while the rest of the scene stays exactly the same.",
+      "fg_mse": 2.3161404132843018,
+      "bg_mse": 0.0723598524928093,
+      "total_mse": 2.388500265777111,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00029/composite.mp4",
+        "mask": "samples/WILD_ENV001_00029/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00029/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00029/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "motion:camera_motion",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95,
+          "motion:camera_motion": 0.9,
+          "scene:occlusion": 0.95
+        },
+        "evidence": "The cat walking on the wooden playground structure casts a subtle shadow on the wooden planks. It is also partially occluded by the wooden posts of the structure as it moves.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:56:16.496346+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.519240236202083,
+          "rc_t": 0.2475345242757241
+        },
+        "score": 0.615979381443299,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00030",
+      "source": "VOR-Wild",
+      "prompt": "Remove the brown and white cow that is standing facing away from the camera, along with its soft cast shadow on the grass and the slight displacement under its hooves. To fill the area directly behind the removed cow, restore the steep, grassy green alpine slope that was occluded by its body. The foreground layer should show only the cow over a plain, uniform neutral gray background, while the rest of the scene stays exactly the same.",
+      "fg_mse": 2.410796642303467,
+      "bg_mse": 0.007731809746474028,
+      "total_mse": 2.418528452049941,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00030/composite.mp4",
+        "mask": "samples/WILD_ENV001_00030/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00030/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00030/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:crowd_or_many_instances",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9,
+          "scene:crowd_or_many_instances": 0.95,
+          "scene:textured_background": 0.9
+        },
+        "evidence": "The target is a single cow standing on a grassy hillside. It casts a small shadow on the grass beneath it. The scene contains a herd of cows (crowd/many instances) and a highly textured grassy background.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:56:23.260691+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5535691939822159,
+          "rc_t": 0.20197385011388472
+        },
+        "score": 0.5025773195876289,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00031",
+      "source": "VOR-Wild",
+      "prompt": "Remove the mallard duck with its glossy green head, yellow bill, and brown chest, along with the ripples, wake, and soft reflection it casts on the water surface. The duck should be isolated on a plain, uniform neutral gray background, while the main video is restored by filling the area directly behind the duck with dark, gently rippling water featuring soft reflections of green and pink foliage. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.526162624359131,
+      "bg_mse": 0.07478518784046173,
+      "total_mse": 2.6009478121995926,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00031/composite.mp4",
+        "mask": "samples/WILD_ENV001_00031/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00031/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00031/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:multi_effect",
+        "effect:reflection",
+        "effect:secondary_physical_effect"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "small",
+        "reflection_type": "water",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:multi_effect": 0.9,
+          "effect:reflection": 0.95,
+          "effect:secondary_physical_effect": 0.9
+        },
+        "evidence": "The duck swimming in the water creates ripples (secondary physical effect) and a subtle reflection on the water surface.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:56:29.747643+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5180681100468577,
+          "rc_t": 0.9167658893958383
+        },
+        "score": 0.75,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00032",
+      "source": "VOR-Wild",
+      "prompt": "Remove the white cat that is curled up on its side grooming its front paw, along with the soft shadow and contact points it casts on the windowsill. The removed cat should be isolated on its own layer against a plain, uniform neutral gray background, while the area it was occluding is filled in by restoring the clean white windowsill and the sharp, striped shadows cast by the window blinds. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.8989965915679932,
+      "bg_mse": 0.21053849160671234,
+      "total_mse": 2.1095350831747055,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00032/composite.mp4",
+        "mask": "samples/WILD_ENV001_00032/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00032/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00032/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95
+        },
+        "evidence": "The white cat sitting on the windowsill casts a contact shadow directly beneath its body and paws, as well as a subtle cast shadow on the window frame behind it.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:56:36.020724+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5360307893789082,
+          "rc_t": 0.10023816142607345
+        },
+        "score": 0.4201030927835051,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00033",
+      "source": "VOR-Wild",
+      "prompt": "Remove the small, stationary table lamp with its textured, glowing glass shade, along with the warm yellow glow it casts on the brick wall, the dark wooden desk, the person's hands and arms, the silver keyboard, the black phone, and the decorative object, as well as its soft shadow on the desk. Place this glowing lamp on a plain, uniform neutral gray background to create a separate foreground layer. In the background layer, restore the dark wooden desk and the exposed brick wall that were directly behind the removed lamp, while the rest of the scene stays exactly the same.",
+      "fg_mse": 3.02374529838562,
+      "bg_mse": 0.00906962901353836,
+      "total_mse": 3.0328149273991585,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00033/composite.mp4",
+        "mask": "samples/WILD_ENV001_00033/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00033/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00033/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:lighting_or_color_spill",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:lighting_or_color_spill": 0.9,
+          "scene:textured_background": 0.95
+        },
+        "evidence": "The target is a small desk lamp. Its primary effect is the warm light spill cast onto the textured brick wall behind it and the wooden desk surface below it.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:56:42.524698+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5048910487768337,
+          "rc_t": 0.23346360240663802
+        },
+        "score": 0.6597938144329898,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00034",
+      "source": "VOR-Wild",
+      "prompt": "Remove the glowing floor lamp, which has a slender stand and a warm yellow shade, along with the warm yellow glow and soft shadow it casts on the wall, floor, adjacent armchair, and small table. The isolated lamp should be placed on a plain, uniform neutral gray background, while the main video is restored by filling in the plain, smooth wall and floor that were previously occluded behind it. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.4689390659332275,
+      "bg_mse": 0.010209743864834309,
+      "total_mse": 1.4791488097980618,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00034/composite.mp4",
+        "mask": "samples/WILD_ENV001_00034/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00034/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00034/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:lighting_or_color_spill",
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:lighting_or_color_spill": 0.9,
+          "effect:shadow": 0.8
+        },
+        "evidence": "The target is a floor lamp. Its removal requires handling the cast shadow on the wall behind it, as well as the warm light spill and illumination it casts onto the surrounding wall and curtains.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:56:48.873367+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5016717053574606,
+          "rc_t": 0.2820085428257081
+        },
+        "score": 0.7036082474226804,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00035",
+      "source": "VOR-Wild",
+      "prompt": "Remove the trotting brown horse with the white blaze and white leg markings, along with its dark halter, trailing lead rope, and the hard cast shadow it throws onto the dirt ground. The horse should be isolated on its own layer against a plain, uniform neutral gray background, while the main video is restored by filling in the dirt ground and white wooden fence that were occluded behind it. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.2531473636627197,
+      "bg_mse": 0.05043840780854225,
+      "total_mse": 2.303585771471262,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00035/composite.mp4",
+        "mask": "samples/WILD_ENV001_00035/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00035/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00035/bg_pred.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:shadow",
+        "geometry:thin_structure",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 0.9,
+          "effect:shadow": 0.95,
+          "geometry:thin_structure": 0.9,
+          "scene:occlusion": 0.85
+        },
+        "evidence": "The horse casts a distinct shadow on the ground which is disconnected from its body as it trots. Additionally, the thin rope attached to the horse is part of the target mask, and the horse's legs are partially occluded by the uneven ground and dirt.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:56:57.677415+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.6336735305042382,
+          "rc_t": 0.10086061092693788
+        },
+        "score": 0.24226804123711343,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00036",
+      "source": "VOR-Wild",
+      "prompt": "Remove the small, dark blue motorboat with its red interior and passengers, along with the turbulent white water wake, splashes, and ripples it creates in the water. The removed boat and its passengers should be isolated as a foreground layer against a plain, uniform neutral gray background. Inpaint the area where the boat and its wake were to restore the dark, choppy open water with its natural ripples and waves, ensuring the rest of the scene stays exactly the same.",
+      "fg_mse": 2.156428813934326,
+      "bg_mse": 0.042637504637241364,
+      "total_mse": 2.1990663185715675,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00036/composite.mp4",
+        "mask": "samples/WILD_ENV001_00036/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00036/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00036/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:secondary_physical_effect",
+        "scene:dynamic_background",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:secondary_physical_effect": 0.9,
+          "scene:dynamic_background": 0.95,
+          "scene:textured_background": 0.95
+        },
+        "evidence": "The boat creates a prominent wake and foam trail in the water, which are secondary physical effects. The background consists of dynamic, textured ocean waves.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:57:04.461957+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.6553687413902689,
+          "rc_t": 0.36081514860454356
+        },
+        "score": 0.41752577319587625,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00037",
+      "source": "VOR-Wild",
+      "prompt": "Isolate the spotted cheetah lying on its side, along with the soft cast shadow and the displaced grass beneath it, placing the cheetah over a uniform neutral gray background. In the background video, remove this cheetah and its shadow entirely, restoring the dry, yellowish-green grass that was occluded behind it so the field looks untouched, while the rest of the scene stays exactly the same.",
+      "fg_mse": 2.8079192638397217,
+      "bg_mse": 0.04142031446099281,
+      "total_mse": 2.8493395783007145,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00037/composite.mp4",
+        "mask": "samples/WILD_ENV001_00037/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00037/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00037/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:occlusion",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9,
+          "scene:occlusion": 0.85,
+          "scene:textured_background": 0.95
+        },
+        "evidence": "The cheetah on the left is the target. It casts a subtle contact and cast shadow on the grassy ground beneath it. The background is highly textured grass, and there is slight occlusion where the grass blades overlap the cheetah's body.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:57:11.415627+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5763589007522977,
+          "rc_t": 0.03825282790489717
+        },
+        "score": 0.19587628865979378,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00038",
+      "source": "VOR-Wild",
+      "prompt": "Remove the person in light-colored clothing riding a dark horse at a fast gallop from the scene, including the splashes and ripples they create in the shallow water, their reflection in the wet sand, and their cast shadow on the wet sand. The foreground layer should display only the horse and rider over a plain, uniform neutral gray background, while the background layer restores the wet sandy beach and shallow water that were occluded behind them. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.4905812740325928,
+      "bg_mse": 0.004427322652190924,
+      "total_mse": 2.4950085966847837,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00038/composite.mp4",
+        "mask": "samples/WILD_ENV001_00038/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00038/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00038/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:multi_effect",
+        "effect:reflection",
+        "effect:shadow",
+        "motion:camera_motion"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "small",
+        "reflection_type": "water",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:multi_effect": 0.9,
+          "effect:reflection": 0.95,
+          "effect:shadow": 0.95,
+          "motion:camera_motion": 0.9
+        },
+        "evidence": "The horse and rider running on the wet beach cast a dark shadow and a soft reflection on the wet sand/water surface.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:57:18.289999+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.502334306733379,
+          "rc_t": 2.1522252823285943
+        },
+        "score": 0.8170103092783505,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00039",
+      "source": "VOR-Wild",
+      "prompt": "Remove the mallard duck with its dark head and body as it swims forward, along with the V-shaped wake, ripples, and dark reflection it casts on the water surface. The foreground duck should be isolated on its own layer against a plain, uniform neutral gray background, while the area directly behind it is filled by restoring the murky pond water and its gentle ripples. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.5776708126068115,
+      "bg_mse": 0.10822197049856186,
+      "total_mse": 2.6858927831053734,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00039/composite.mp4",
+        "mask": "samples/WILD_ENV001_00039/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00039/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00039/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:multi_effect",
+        "effect:reflection",
+        "effect:secondary_physical_effect"
+      ],
+      "attributes": {
+        "effect_extent": "large",
+        "mask_area": "small",
+        "reflection_type": "water",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:multi_effect": 0.9,
+          "effect:reflection": 0.95,
+          "effect:secondary_physical_effect": 0.95
+        },
+        "evidence": "The duck swimming in the water creates a reflection on the water surface and generates physical ripples (secondary physical effect) that spread across a large area of the pond.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:57:24.704913+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5808353217518356,
+          "rc_t": 0.7868900606120024
+        },
+        "score": 0.5773195876288659,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00040",
+      "source": "VOR-Wild",
+      "prompt": "Remove the single black and white cow and the small, dark cast shadow on the grass directly beneath it from the video, separating the cow onto a plain, uniform neutral gray background. In the clean background layer, restore the bright green, grassy pasture that was directly behind the cow, ensuring the rest of the scene stays exactly the same.",
+      "fg_mse": 4.078760623931885,
+      "bg_mse": 0.005031912121921778,
+      "total_mse": 4.0837925360538065,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00040/composite.mp4",
+        "mask": "samples/WILD_ENV001_00040/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00040/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00040/bg_pred.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:shadow",
+        "scene:crowd_or_many_instances"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 0.9,
+          "effect:shadow": 0.95,
+          "scene:crowd_or_many_instances": 0.95
+        },
+        "evidence": "The target is a cow in a field, which casts a distinct shadow onto the grass. Because of the aerial perspective and sun angle, the cast shadow is detached from the cow's body, making it disconnected. The scene also contains many other cows.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:57:32.056921+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5858292176292166,
+          "rc_t": 0.3188040650468267
+        },
+        "score": 0.48195876288659795,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00041",
+      "source": "VOR-Wild",
+      "prompt": "Remove the small, fluffy brown dog and the soft cast shadow it casts on the grey stone tiles from the video. The foreground layer should display only the dog bounding forward with its ears flapping over a plain, uniform neutral gray background. In the background layer, restore the grey stone tiles that were occluded behind the dog, while the rest of the scene stays exactly the same.",
+      "fg_mse": 3.0951740741729736,
+      "bg_mse": 0.01030209381133318,
+      "total_mse": 3.105476167984307,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00041/composite.mp4",
+        "mask": "samples/WILD_ENV001_00041/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00041/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00041/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "motion:camera_motion",
+        "motion:fast_subject_motion"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95,
+          "motion:camera_motion": 0.85,
+          "motion:fast_subject_motion": 0.9
+        },
+        "evidence": "The dog running across the square has a faint cast shadow on the pavement beneath it, which moves along with the dog.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:57:38.653053+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5389746824889701,
+          "rc_t": 0.5052054973070179
+        },
+        "score": 0.6469072164948453,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00042",
+      "source": "VOR-Wild",
+      "prompt": "Remove the single brown cow and the cast shadow it throws onto the grass from the video. The foreground layer should isolate the cow, viewed from directly above as it stands and shifts, against a plain, uniform neutral gray background. In the background layer, restore the green grassy pasture and dry soil that were occluded behind the cow, while the rest of the scene remains exactly the same.",
+      "fg_mse": 3.3545877933502197,
+      "bg_mse": 0.0022141786757856607,
+      "total_mse": 3.3568019720260054,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00042/composite.mp4",
+        "mask": "samples/WILD_ENV001_00042/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00042/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00042/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:crowd_or_many_instances",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95,
+          "scene:crowd_or_many_instances": 0.9,
+          "scene:textured_background": 0.95
+        },
+        "evidence": "The target is a single cow in a herd on a grassy field. It casts a small shadow to its upper-left side, which is the primary associated effect.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:57:49.558421+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.6031349852683581,
+          "rc_t": 0.6224540577278723
+        },
+        "score": 0.5231958762886597,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00043",
+      "source": "VOR-Wild",
+      "prompt": "Isolate the brown hare, characterized by its long black-tipped ears, white tail, and alert side-profile pose, placing it alone on a plain, uniform neutral gray background. Remove the hare along with its contact points and the soft shadow it casts on the grass beneath it, and restore the continuous stretch of green grass that was occluded directly behind its body. The rest of the scene must stay exactly the same.",
+      "fg_mse": 2.4953255653381348,
+      "bg_mse": 0.10124132037162781,
+      "total_mse": 2.5965668857097626,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00043/composite.mp4",
+        "mask": "samples/WILD_ENV001_00043/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00043/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00043/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "geometry:thin_structure",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "large",
+        "reflection_type": "none",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9,
+          "geometry:thin_structure": 0.85,
+          "scene:textured_background": 0.95
+        },
+        "evidence": "The rabbit has a subtle contact shadow on the grass beneath its paws. The background consists of highly textured grass and soil, and the rabbit's long, thin ears represent thin structures.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:57:56.423165+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5476088136265366,
+          "rc_t": 0.04454339042080958
+        },
+        "score": 0.28865979381443296,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00044",
+      "source": "VOR-Wild",
+      "prompt": "Remove the small, light brown dachshund puppy along with its playful movements, its soft cast shadow on the grey carpet, and its reflection in the sliding mirror closet door. The foreground layer should isolate only the puppy over a plain, uniform neutral gray background, while the background layer restores the grey carpeted floor and the sliding mirror closet door that were directly behind it. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.1659787893295288,
+      "bg_mse": 0.2883435785770416,
+      "total_mse": 1.4543223679065704,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00044/composite.mp4",
+        "mask": "samples/WILD_ENV001_00044/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00044/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00044/bg_pred.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:multi_effect",
+        "effect:reflection",
+        "effect:shadow",
+        "motion:fast_subject_motion"
+      ],
+      "attributes": {
+        "effect_extent": "large",
+        "mask_area": "large",
+        "reflection_type": "mirror",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 0.95,
+          "effect:multi_effect": 0.9,
+          "effect:reflection": 1.0,
+          "effect:shadow": 0.9,
+          "motion:fast_subject_motion": 0.8
+        },
+        "evidence": "The puppy's reflection is clearly visible in the sliding mirror door, which is spatially disconnected from the puppy itself. There are also contact shadows on the carpet.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:58:03.127670+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.42300424681387266,
+          "rc_t": 0.010314883188407457
+        },
+        "score": 0.46134020618556704,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00045",
+      "source": "VOR-Wild",
+      "prompt": "Remove the young child with short brown hair running from right to left in their sleeveless blue patterned top, light-colored shorts, and white shoes, along with the soft cast shadow they throw onto the concrete ground. In their place, restore the concrete court and the chain-link fence that were occluded behind them, while the rest of the scene remains exactly the same. The isolated child should be placed running against a plain, uniform neutral gray background.",
+      "fg_mse": 1.3589372634887695,
+      "bg_mse": 0.11708144843578339,
+      "total_mse": 1.476018711924553,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00045/composite.mp4",
+        "mask": "samples/WILD_ENV001_00045/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00045/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00045/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "motion:fast_subject_motion",
+        "motion:motion_blur",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9,
+          "motion:fast_subject_motion": 0.9,
+          "motion:motion_blur": 0.8,
+          "scene:occlusion": 0.95
+        },
+        "evidence": "The target is a young child running across the foreground. The child exhibits fast motion and motion blur. There is a subtle contact shadow under their feet. The child occludes the stroller and baby in the background as they run past.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:58:09.708422+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5339520712324766,
+          "rc_t": 0.033522736844113804
+        },
+        "score": 0.2809278350515464,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00046",
+      "source": "VOR-Wild",
+      "prompt": "Remove the dark green vintage Chevrolet Corvette sports car with racing number 38 on its door and the hard cast shadow it throws on the paved ground, placing the car alone on a plain, uniform neutral gray background. In the original video, restore the paved ground and the distant stone wall that were occluded behind the car. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.856794834136963,
+      "bg_mse": 0.07018531858921051,
+      "total_mse": 2.9269801527261734,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00046/composite.mp4",
+        "mask": "samples/WILD_ENV001_00046/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00046/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00046/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:multi_effect",
+        "effect:reflection",
+        "effect:shadow",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "specular",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:multi_effect": 0.9,
+          "effect:reflection": 0.9,
+          "effect:shadow": 0.95,
+          "scene:occlusion": 0.95
+        },
+        "evidence": "The target car casts a shadow on the ground beneath it and has specular reflections on its glossy body panels. It is also partially occluded by the foreground posts as it moves.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:58:16.382376+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.4890617333171881,
+          "rc_t": 0.15087701621734106
+        },
+        "score": 0.6314432989690721,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00047",
+      "source": "VOR-Wild",
+      "prompt": "Remove the dark-grey sheep with thick, textured wool and bits of straw caught in its fleece, along with its contact shadows and soft cast shadows on the straw floor. Place this sheep on a plain, uniform neutral gray background as a separate foreground layer. In the main video, restore the straw-covered floor and the dimly lit wooden barn interior that were occluded behind it, while the rest of the scene stays exactly the same.",
+      "fg_mse": 2.2803854942321777,
+      "bg_mse": 0.036765214055776596,
+      "total_mse": 2.3171507082879543,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00047/composite.mp4",
+        "mask": "samples/WILD_ENV001_00047/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00047/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00047/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:crowd_or_many_instances",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95,
+          "scene:crowd_or_many_instances": 0.9,
+          "scene:textured_background": 0.95
+        },
+        "evidence": "The target is a black sheep standing on straw in a barn. It casts a subtle contact shadow on the straw beneath its hooves. The background is highly textured with straw and wooden structures, and there are many other sheep in the scene.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:58:23.565642+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.6101493627774208,
+          "rc_t": 0.03463393304406143
+        },
+        "score": 0.1185567010309278,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00048",
+      "source": "VOR-Wild",
+      "prompt": "Remove the fluffy golden retriever dog wearing a dark collar, along with the soft cast shadows it throws onto the paved path and the grass. In its place, restore the sunny park path and green grass that were occluded behind it, ensuring the rest of the scene stays exactly the same. The removed dog should be isolated on a plain, uniform neutral gray background, capturing its excited walking, circling, tail-wagging, and upward glances.",
+      "fg_mse": 2.233010768890381,
+      "bg_mse": 0.10862356424331665,
+      "total_mse": 2.3416343331336975,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00048/composite.mp4",
+        "mask": "samples/WILD_ENV001_00048/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00048/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00048/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:occlusion",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95,
+          "scene:occlusion": 0.95,
+          "scene:textured_background": 0.9
+        },
+        "evidence": "The golden retriever dog is the target. It casts contact and soft cast shadows on the paved path. It is partially occluded by the person's legs as it walks behind them.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:58:30.545129+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5998794162135233,
+          "rc_t": 0.02258736119543825
+        },
+        "score": 0.10824742268041239,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00049",
+      "source": "VOR-Wild",
+      "prompt": "Remove the classic black and white paneled soccer ball from the scene, along with its soft cast shadow and the contact point on the turf beneath it. The removed soccer ball should be isolated on a plain, uniform neutral gray background as a separate foreground layer, while the area it occluded is filled by restoring the textured green turf of the field. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.3680222034454346,
+      "bg_mse": 0.027074743062257767,
+      "total_mse": 2.3950969465076923,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00049/composite.mp4",
+        "mask": "samples/WILD_ENV001_00049/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00049/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00049/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95,
+          "scene:textured_background": 0.9
+        },
+        "evidence": "The soccer ball casts a clear shadow onto the textured grass field under the spotlight.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:58:37.079809+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.4837905935549217,
+          "rc_t": 0.18927398565653208
+        },
+        "score": 0.6649484536082475,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00050",
+      "source": "VOR-Wild",
+      "prompt": "Remove the classic black-and-white paneled soccer ball and the soft cast shadow it throws onto the turf. In the area directly behind the removed ball, restore the green artificial turf field illuminated by the bright spotlight. The rest of the scene, including the running person, remains exactly the same.",
+      "fg_mse": 2.4931514263153076,
+      "bg_mse": 0.12046003341674805,
+      "total_mse": 2.6136114597320557,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00050/composite.mp4",
+        "mask": "samples/WILD_ENV001_00050/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00050/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00050/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95,
+          "scene:textured_background": 0.9
+        },
+        "evidence": "The soccer ball casts a distinct shadow on the textured grass field, which includes both a contact shadow directly underneath and a cast shadow extending to the left.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:58:43.602871+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5204578202334897,
+          "rc_t": 0.1440554454519942
+        },
+        "score": 0.5335051546391752,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00051",
+      "source": "VOR-Wild",
+      "prompt": "Remove the older, bald man in the dark blue athletic shirt and dark pants along with the soccer ball he is kicking, as well as the soft cast shadow he throws onto the green turf. The foreground layer should display only this man and the soccer ball against a plain, uniform neutral gray background, while the background layer restores the green turf field and the distant fence that were directly behind him. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.599364995956421,
+      "bg_mse": 0.03509163111448288,
+      "total_mse": 2.634456627070904,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00051/composite.mp4",
+        "mask": "samples/WILD_ENV001_00051/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00051/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00051/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9,
+          "scene:textured_background": 0.8
+        },
+        "evidence": "The target is the soccer player on the right side of the frame. He casts a small contact shadow on the grass field beneath his feet.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:58:50.663494+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5646727640603635,
+          "rc_t": 0.14973751096460475
+        },
+        "score": 0.4381443298969072,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00052",
+      "source": "VOR-Wild",
+      "prompt": "Remove the brown and white horse as it walks slowly to the left and swishes its tail, along with the soft cast shadows it throws onto the grass and dirt. Place the horse on a plain, uniform neutral gray background to create the foreground layer, and for the background layer, restore the grassy, dirt-patched field that was occluded behind it. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.892536163330078,
+      "bg_mse": 0.009806428104639053,
+      "total_mse": 2.902342591434717,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00052/composite.mp4",
+        "mask": "samples/WILD_ENV001_00052/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00052/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00052/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "geometry:thin_structure",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9,
+          "geometry:thin_structure": 0.85,
+          "scene:textured_background": 0.95
+        },
+        "evidence": "The horse walking on the grassy field has thin legs and casts a subtle contact and cast shadow on the textured ground.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:58:57.808643+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5094509845470385,
+          "rc_t": 0.3553179255880599
+        },
+        "score": 0.6881443298969072,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00053",
+      "source": "VOR-Wild",
+      "prompt": "Isolate the medium-sized brown dog with pointed ears lying curled up on its side in a sleeping position, placing it against a plain, uniform neutral gray background. Remove the dog and the soft cast shadow it throws on the grass to its right, and restore the patch of green grass that was directly behind and underneath it. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.714643716812134,
+      "bg_mse": 0.15007460117340088,
+      "total_mse": 2.8647183179855347,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00053/composite.mp4",
+        "mask": "samples/WILD_ENV001_00053/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00053/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00053/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95,
+          "scene:textured_background": 0.9
+        },
+        "evidence": "The dog sleeping on the grass has a visible contact shadow and a cast shadow on the grass beneath and behind it. The background is highly textured grass.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:59:04.424939+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5598531248197427,
+          "rc_t": 0.03233788644566255
+        },
+        "score": 0.21649484536082472,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00054",
+      "source": "VOR-Wild",
+      "prompt": "Decompose the video by removing the dark brown horse, which is standing in profile with its head lowered to the ground, along with the dark cast shadow it throws onto the grass and dirt beneath it. The foreground layer should show only the horse and its subtle movements over a plain, uniform neutral gray background, while the background layer must restore the patchy green grass and bare soil that were directly behind the horse. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.710305690765381,
+      "bg_mse": 0.07825406640768051,
+      "total_mse": 2.7885597571730614,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00054/composite.mp4",
+        "mask": "samples/WILD_ENV001_00054/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00054/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00054/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "geometry:thin_structure"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95,
+          "geometry:thin_structure": 0.9
+        },
+        "evidence": "The horse has thin legs (thin structure) and casts a subtle shadow on the grassy ground directly beneath its body and hooves.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:59:11.724078+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.4749184920702693,
+          "rc_t": 0.08456348990782714
+        },
+        "score": 0.5412371134020618,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00055",
+      "source": "VOR-Wild",
+      "prompt": "Isolate the fluffy white dog walking forward from behind, along with its attached leash, placing it on a plain, uniform neutral gray background. Remove the dog, its leash, and the soft shadow it casts on the paved path from the original video, and restore the paved path that was directly behind them. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.750325083732605,
+      "bg_mse": 0.10278896242380142,
+      "total_mse": 1.8531140461564064,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00055/composite.mp4",
+        "mask": "samples/WILD_ENV001_00055/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00055/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00055/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95
+        },
+        "evidence": "The target is the white dog being walked on the left. It casts a small contact and cast shadow directly underneath and slightly to its left on the concrete path.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:59:17.891922+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.4726915996226983,
+          "rc_t": 0.16570692609625254
+        },
+        "score": 0.6726804123711341,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00056",
+      "source": "VOR-Wild",
+      "prompt": "Remove the young man wearing an orange t-shirt and dark pants swinging back and forth, along with the moving cast shadow he throws onto the grass. In his place, restore the wooden swing set structure and the green grass that were directly behind him. The rest of the scene stays exactly the same, leaving only the young man swinging over a plain, uniform neutral gray background as the foreground layer.",
+      "fg_mse": 2.919886827468872,
+      "bg_mse": 0.03249086067080498,
+      "total_mse": 2.952377688139677,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00056/composite.mp4",
+        "mask": "samples/WILD_ENV001_00056/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00056/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00056/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95,
+          "scene:occlusion": 0.95
+        },
+        "evidence": "The target is a person in the background on a swing. Their cast shadow is visible on the ground beneath them, and they are partially occluded by the foreground swing structure.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:59:24.353568+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5359967249012312,
+          "rc_t": 0.10421388374086012
+        },
+        "score": 0.4381443298969072,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00057",
+      "source": "VOR-Wild",
+      "prompt": "Remove the large white goose with the orange beak and webbed feet, along with the ripples and reflection it casts in the water, splitting the video into two layers. The foreground layer should show only the swimming goose over a plain, uniform neutral gray background, while the background layer restores the calm, dark pond water that was directly behind it. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.1341472864151,
+      "bg_mse": 0.062143970280885696,
+      "total_mse": 1.1962912566959858,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00057/composite.mp4",
+        "mask": "samples/WILD_ENV001_00057/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00057/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00057/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:multi_effect",
+        "effect:reflection",
+        "effect:secondary_physical_effect",
+        "scene:crowd_or_many_instances"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "small",
+        "reflection_type": "water",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:multi_effect": 0.9,
+          "effect:reflection": 0.95,
+          "effect:secondary_physical_effect": 0.9,
+          "scene:crowd_or_many_instances": 0.8
+        },
+        "evidence": "The target is a white goose swimming in water. It creates water ripples (secondary physical effect) and has a visible reflection on the water surface (reflection).",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:59:31.646120+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5745482226809756,
+          "rc_t": 0.42235646499211477
+        },
+        "score": 0.5515463917525774,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00058",
+      "source": "VOR-Wild",
+      "prompt": "Remove the man from the scene, including the back of his head and left shoulder wearing a black yarmulke and dark suit jacket, along with his reflection in the mirror. In his place, restore the ornate wooden-framed mirror and the reflection of the softly lit room with the warm glowing lamp that he was occluding. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.8215751647949219,
+      "bg_mse": 0.4975164234638214,
+      "total_mse": 2.3190915882587433,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00058/composite.mp4",
+        "mask": "samples/WILD_ENV001_00058/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00058/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00058/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:no_visible_associated_effect"
+      ],
+      "attributes": {
+        "effect_extent": "none",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:no_visible_associated_effect": 0.9
+        },
+        "evidence": "The target is the man standing in the foreground looking into the mirror. Although there is a reflection of him in the mirror, the reflection itself is not masked as part of the target, and the foreground figure does not cast any visible shadows or reflections onto other surfaces that are associated with his movement in this shot.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:59:38.591671+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.2661697052359909,
+          "rc_t": 0.07570847340590788
+        },
+        "score": 0.6701030927835052,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00059",
+      "source": "VOR-Wild",
+      "prompt": "Remove the man wearing glasses and a black suit jacket, who is seen from behind with his right hand raised, along with his reflection in the mirror. In the empty space left behind, restore the wooden-framed mirror and the warm wall behind him so the background is completely clean, while the rest of the scene stays exactly the same. The removed man and his subtle hand adjustments should be isolated on a plain, uniform neutral gray background.",
+      "fg_mse": 1.3989803791046143,
+      "bg_mse": 0.5564382672309875,
+      "total_mse": 1.9554186463356018,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00059/composite.mp4",
+        "mask": "samples/WILD_ENV001_00059/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00059/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00059/bg_pred.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:reflection"
+      ],
+      "attributes": {
+        "effect_extent": "large",
+        "mask_area": "large",
+        "reflection_type": "mirror",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 1.0,
+          "effect:reflection": 1.0
+        },
+        "evidence": "The target is the man in the foreground, whose reflection in the mirror is clearly visible but not included in the mask, representing a disconnected mirror reflection effect.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:59:45.264860+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.36883400908384734,
+          "rc_t": 0.10628899672109567
+        },
+        "score": 0.711340206185567,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00060",
+      "source": "VOR-Wild",
+      "prompt": "Remove the older woman with grey hair in the white button-down shirt along with the black fedora hat she is putting on, including her reflection in the mirror and the soft shadow she casts on the wall and door behind her. Place her on a plain, uniform neutral gray background as a separate foreground layer. In the main video, restore the white painted brick wall and the white paneled door that were occluded behind her, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.0980799198150635,
+      "bg_mse": 0.28086066246032715,
+      "total_mse": 1.3789405822753906,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00060/composite.mp4",
+        "mask": "samples/WILD_ENV001_00060/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00060/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00060/bg_pred.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:reflection"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "large",
+        "reflection_type": "mirror",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 0.9,
+          "effect:reflection": 0.95
+        },
+        "evidence": "The woman and her hat are reflected in the mirror on the right side of the frame, which is spatially disconnected from the main target mask.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:59:51.510789+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.39100087317691173,
+          "rc_t": 0.05214834136242645
+        },
+        "score": 0.5824742268041238,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00061",
+      "source": "VOR-Wild",
+      "prompt": "Remove the large brown dog with a docked tail and cropped ears as it runs forward away from the camera, along with the soft cast shadow it throws onto the dirt path. The dog should be isolated on its own layer against a plain, uniform neutral gray background, while the dirt path and patches of green grass that were occluded behind it are fully restored. The rest of the scene stays exactly the same.",
+      "fg_mse": 3.2258951663970947,
+      "bg_mse": 0.016130536794662476,
+      "total_mse": 3.242025703191757,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00061/composite.mp4",
+        "mask": "samples/WILD_ENV001_00061/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00061/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00061/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "motion:camera_motion",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9,
+          "motion:camera_motion": 0.9,
+          "scene:textured_background": 0.9
+        },
+        "evidence": "The dog running on the dirt path has a subtle contact shadow beneath its paws as it moves, while the camera is moving forward through a textured forest background.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T21:59:58.426099+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5181999021963654,
+          "rc_t": 0.15838131921312487
+        },
+        "score": 0.5618556701030928,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00062",
+      "source": "VOR-Wild",
+      "prompt": "Remove the brown boxer dog with the white chest patch and the soft shadows it casts on the dirt path. In its place, restore the dirt path and dry brush that were occluded behind it, while the rest of the scene stays exactly the same. The removed dog should be isolated on a plain, uniform neutral gray background as a separate foreground layer.",
+      "fg_mse": 2.615851640701294,
+      "bg_mse": 0.06960103660821915,
+      "total_mse": 2.685452677309513,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00062/composite.mp4",
+        "mask": "samples/WILD_ENV001_00062/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00062/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00062/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95,
+          "scene:textured_background": 0.9
+        },
+        "evidence": "The target is a brown dog walking on a dirt path. It casts a subtle contact and cast shadow on the textured ground beneath its paws.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:00:04.923603+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5822790917046159,
+          "rc_t": 0.24186444107385272
+        },
+        "score": 0.45618556701030927,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00063",
+      "source": "VOR-Wild",
+      "prompt": "Remove the brown dog with the short coat and docked tail as it walks away from the camera, along with the soft cast shadow it throws onto the grass and leaves. The foreground layer should isolate only the walking dog over a plain, uniform neutral gray background. For the background layer, restore the grassy path and scattered dry brown leaves that were directly behind the dog, while the rest of the scene stays exactly the same.",
+      "fg_mse": 3.2532596588134766,
+      "bg_mse": 0.03612598776817322,
+      "total_mse": 3.28938564658165,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00063/composite.mp4",
+        "mask": "samples/WILD_ENV001_00063/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00063/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00063/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9,
+          "scene:textured_background": 0.95
+        },
+        "evidence": "The target is a dog walking on a grassy, leaf-covered forest path. It casts a small contact shadow on the ground beneath its paws. The background is highly textured with grass, fallen leaves, and trees.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:00:11.757747+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.6178899710759664,
+          "rc_t": 0.26841291213769036
+        },
+        "score": 0.4175257731958763,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00064",
+      "source": "VOR-Wild",
+      "prompt": "Remove the brown boxer dog standing with its back partially turned and its cast shadow from the dirt path. Place the dog on a plain, uniform neutral gray background as a separate foreground layer, and fill the area directly behind it by restoring the dirt path and the mossy ground that were occluded. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.927457094192505,
+      "bg_mse": 0.016460571438074112,
+      "total_mse": 2.943917665630579,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00064/composite.mp4",
+        "mask": "samples/WILD_ENV001_00064/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00064/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00064/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95,
+          "scene:textured_background": 0.9
+        },
+        "evidence": "The target dog on the path casts a subtle contact and cast shadow onto the dirt trail beneath its paws.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:00:18.209063+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.4250305159652268,
+          "rc_t": 0.0722206111546421
+        },
+        "score": 0.6082474226804123,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00065",
+      "source": "VOR-Wild",
+      "prompt": "Remove the young man in the white t-shirt who is resting his elbow on the table and holding his head in his hand, along with his contact points and the soft cast shadow he throws onto the wooden table. In his place, restore the wooden table surface and the chessboard with its white and brown pieces that were directly behind him, while the rest of the scene stays exactly the same. The removed young man should be isolated on a plain, uniform neutral gray background.",
+      "fg_mse": 1.1652231216430664,
+      "bg_mse": 0.23696604371070862,
+      "total_mse": 1.402189165353775,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00065/composite.mp4",
+        "mask": "samples/WILD_ENV001_00065/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00065/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00065/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "large",
+        "reflection_type": "none",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9,
+          "scene:occlusion": 0.8
+        },
+        "evidence": "The man's arm is resting on the table, creating a contact shadow on the wooden surface. He is also partially occluded by the chess pieces in front of him.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:00:24.546589+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.4315588023148823,
+          "rc_t": 0.00489462191545305
+        },
+        "score": 0.4329896907216495,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00066",
+      "source": "VOR-Wild",
+      "prompt": "Remove the woman with short red hair and her bare shoulder, along with her reflection in the mirror. In her place, restore the dark, rustic wooden wall and the black-framed mirror that were behind her, showing only the plain reflection of the empty room. The rest of the scene stays exactly the same, and the removed woman is isolated on a plain, uniform neutral gray background.",
+      "fg_mse": 1.6556363105773926,
+      "bg_mse": 0.2236201912164688,
+      "total_mse": 1.8792565017938614,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00066/composite.mp4",
+        "mask": "samples/WILD_ENV001_00066/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00066/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00066/bg_pred.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:reflection",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "large",
+        "mask_area": "medium",
+        "reflection_type": "mirror",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 0.9,
+          "effect:reflection": 0.95,
+          "scene:textured_background": 0.85
+        },
+        "evidence": "The target is the woman standing in front of the mirror, whose reflection is visible inside the mirror frame. This reflection is spatially disconnected from the target itself, which is positioned on the right edge of the frame.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:00:31.602927+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5048502899018243,
+          "rc_t": 0.07332286869250035
+        },
+        "score": 0.47164948453608246,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00067",
+      "source": "VOR-Wild",
+      "prompt": "Remove the dark-colored duck swimming forward, along with its v-shaped wake, ripples, and dark reflection from the water surface. The foreground layer should show only the duck over a plain, uniform neutral gray background. In the background layer, restore the calm, blue-tinted water that was occluded behind the duck, leaving the rest of the scene exactly the same.",
+      "fg_mse": 0.6277235746383667,
+      "bg_mse": 0.02075902931392193,
+      "total_mse": 0.6484826039522886,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00067/composite.mp4",
+        "mask": "samples/WILD_ENV001_00067/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00067/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00067/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:multi_effect",
+        "effect:reflection",
+        "effect:secondary_physical_effect"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "small",
+        "reflection_type": "water",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:multi_effect": 0.9,
+          "effect:reflection": 0.95,
+          "effect:secondary_physical_effect": 0.9
+        },
+        "evidence": "The duck swimming on the water creates a small reflection directly beneath it and generates ripples (secondary physical effect) that spread outwards behind it.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:00:37.977266+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5349968560302263,
+          "rc_t": 0.912447011944311
+        },
+        "score": 0.6984536082474226,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00068",
+      "source": "VOR-Wild",
+      "prompt": "Remove the large black and tan German Shepherd as it walks forward and pants, along with its soft cast shadow and contact points on the grass. The dog should be isolated on its own layer against a plain, uniform neutral gray background, while the area directly behind it is filled in to restore the shaded grassy lawn. The rest of the scene stays exactly the same.",
+      "fg_mse": 3.049417734146118,
+      "bg_mse": 0.06133277714252472,
+      "total_mse": 3.110750511288643,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00068/composite.mp4",
+        "mask": "samples/WILD_ENV001_00068/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00068/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00068/bg_pred.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:shadow",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 0.9,
+          "effect:shadow": 0.95,
+          "scene:textured_background": 0.85
+        },
+        "evidence": "The German Shepherd casts a prominent shadow onto the grassy ground, which is disconnected from its body in some frames due to the lighting angle. The background consists of textured grass and foliage.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:00:45.978545+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5877947837103298,
+          "rc_t": 0.38953112864527306
+        },
+        "score": 0.49742268041237114,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00069",
+      "source": "VOR-Wild",
+      "prompt": "Remove the galloping brown horse with its dark mane and tail from the scene, including its soft cast shadow and hoof contact marks on the grass. The removed horse should be isolated on a plain, uniform neutral gray background, while the area it occluded is filled by restoring the rolling green pasture on the hillside. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.8205056190490723,
+      "bg_mse": 0.01496674120426178,
+      "total_mse": 1.835472360253334,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00069/composite.mp4",
+        "mask": "samples/WILD_ENV001_00069/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00069/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00069/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "motion:camera_motion",
+        "motion:fast_subject_motion",
+        "scene:crowd_or_many_instances",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9,
+          "motion:camera_motion": 0.8,
+          "motion:fast_subject_motion": 0.9,
+          "scene:crowd_or_many_instances": 0.95,
+          "scene:occlusion": 0.9
+        },
+        "evidence": "The target is a running horse on a grassy field, which exhibits contact shadows on the grass, fast motion, and is partially occluded by another horse behind it.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:00:52.667664+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.4673472029971484,
+          "rc_t": 0.11931367937499097
+        },
+        "score": 0.6314432989690721,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00070",
+      "source": "VOR-Wild",
+      "prompt": "Remove the dark duck floating in profile from the pond, along with the circular ripples and its dark reflection on the water surface. In the area where the duck was removed, restore the smooth, murky blue-gray water reflecting the bare tree branches overhead. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.096646547317505,
+      "bg_mse": 0.07228600978851318,
+      "total_mse": 2.168932557106018,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00070/composite.mp4",
+        "mask": "samples/WILD_ENV001_00070/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00070/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00070/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:multi_effect",
+        "effect:reflection",
+        "effect:secondary_physical_effect",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "small",
+        "reflection_type": "water",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:multi_effect": 0.9,
+          "effect:reflection": 0.95,
+          "effect:secondary_physical_effect": 0.9,
+          "scene:textured_background": 0.85
+        },
+        "evidence": "The duck creates ripples in the water (secondary physical effect) and has a dark reflection on the water surface directly beneath it (reflection).",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:00:59.287295+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.6240934254190619,
+          "rc_t": 0.28826123152090155
+        },
+        "score": 0.4175257731958763,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00071",
+      "source": "VOR-Wild",
+      "prompt": "Remove the middle white and grey seagull along with its soft reflection and the gentle ripples it casts on the water surface. In its place, restore the serene, misty lake water and the soft reflections of the trees that were occluded behind it. The rest of the scene, including the other floating seagulls and the birds flying past, stays exactly the same.",
+      "fg_mse": 1.193515419960022,
+      "bg_mse": 0.019261198118329048,
+      "total_mse": 1.212776618078351,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00071/composite.mp4",
+        "mask": "samples/WILD_ENV001_00071/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00071/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00071/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:reflection",
+        "effect:secondary_physical_effect"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "small",
+        "reflection_type": "water",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:reflection": 0.9,
+          "effect:secondary_physical_effect": 0.9
+        },
+        "evidence": "The target is a bird floating on a misty lake. Its removal requires handling its reflection on the water surface and the ripples (secondary physical effect) generated around it.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:01:06.126265+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.43444040932745565,
+          "rc_t": 0.45830269662353473
+        },
+        "score": 0.8685567010309279,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00072",
+      "source": "VOR-Wild",
+      "prompt": "Remove the small, fluffy light-brown Pomeranian dog along with its soft cast shadow on the paved stone path and its physical contact with the woman's hand. In the empty space left behind, restore the paved stone path and the woman's outstretched hand that were occluded by the dog. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.167248249053955,
+      "bg_mse": 0.11730639636516571,
+      "total_mse": 2.284554645419121,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00072/composite.mp4",
+        "mask": "samples/WILD_ENV001_00072/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00072/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00072/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "geometry:thin_structure"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9,
+          "geometry:thin_structure": 0.85
+        },
+        "evidence": "The target is a small fluffy dog. It casts a subtle shadow on the pavement beneath it. The dog's fine fur creates thin structures along its silhouette.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:01:12.713082+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.4434398966021922,
+          "rc_t": 0.06096274218405247
+        },
+        "score": 0.5592783505154639,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00073",
+      "source": "VOR-Wild",
+      "prompt": "Remove the fluffy white dog that is being held up by its front paws while howling with its mouth wide open, along with the contact points on the woman's hands and the soft cast shadows it throws onto her and the grass below. In the area directly behind the removed dog, restore the grassy field and the woman's outstretched arms and torso that were previously occluded. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.5721790790557861,
+      "bg_mse": 0.0836397036910057,
+      "total_mse": 1.6558187827467918,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00073/composite.mp4",
+        "mask": "samples/WILD_ENV001_00073/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00073/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00073/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:occlusion",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9,
+          "scene:occlusion": 0.95,
+          "scene:textured_background": 0.85
+        },
+        "evidence": "The target dog is being hugged by a woman, causing occlusion challenges. It also casts a subtle contact shadow on the ground where its paws touch.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:01:20.170528+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5519257469820698,
+          "rc_t": 0.016491423380175802
+        },
+        "score": 0.20360824742268038,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00074",
+      "source": "VOR-Wild",
+      "prompt": "Remove the light brown horse facing away from the camera, along with the cast shadow it throws onto the grass and rocks. The removed horse should be isolated on a plain, uniform neutral gray background, while the area it occluded is restored by filling in the rocky riverbank and green grass that were directly behind it. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.231821298599243,
+      "bg_mse": 0.014034119434654713,
+      "total_mse": 2.245855418033898,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00074/composite.mp4",
+        "mask": "samples/WILD_ENV001_00074/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00074/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00074/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:crowd_or_many_instances",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9,
+          "scene:crowd_or_many_instances": 0.95,
+          "scene:occlusion": 0.85
+        },
+        "evidence": "The target is a light-colored horse standing near a herd of other horses by a river. It casts a small shadow on the grassy ground beneath it, and is partially occluded by other horses in the herd.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:01:27.149827+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5275907658702925,
+          "rc_t": 0.11081379628911676
+        },
+        "score": 0.4768041237113402,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00075",
+      "source": "VOR-Wild",
+      "prompt": "Remove the Canada goose with its black head, white chinstrap, and brown-patterned body feathers, along with the ripples and reflection it casts on the water. Isolate the goose floating in a relaxed profile pose facing left onto a plain, uniform neutral gray background. To complete the clean background, restore the calm pond water with its soft gradient of golden light and green foliage reflections that were previously occluded by the goose, while the rest of the scene remains exactly the same.",
+      "fg_mse": 1.2896891832351685,
+      "bg_mse": 0.13664397597312927,
+      "total_mse": 1.4263331592082977,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00075/composite.mp4",
+        "mask": "samples/WILD_ENV001_00075/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00075/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00075/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:multi_effect",
+        "effect:reflection",
+        "effect:secondary_physical_effect"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "medium",
+        "reflection_type": "water",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:multi_effect": 0.9,
+          "effect:reflection": 0.95,
+          "effect:secondary_physical_effect": 0.9
+        },
+        "evidence": "The goose swimming in the water creates a reflection on the water surface as well as ripples (secondary physical effect) around its body.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:01:34.051965+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.6441811917653443,
+          "rc_t": 0.10831710534897285
+        },
+        "score": 0.25773195876288657,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00076",
+      "source": "VOR-Wild",
+      "prompt": "Remove the brown mallard duck with patterned feathers along with the ripples, wake, and reflection it casts on the water. Place the swimming duck on a plain, uniform neutral gray background to create the foreground layer, and restore the gentle, sunlit blue water surface that was directly behind it to complete the clean background layer. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.8045021295547485,
+      "bg_mse": 0.03136597201228142,
+      "total_mse": 1.83586810156703,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00076/composite.mp4",
+        "mask": "samples/WILD_ENV001_00076/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00076/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00076/bg_pred.mp4"
+      },
+      "tags": [
+        "scene:dynamic_background"
+      ],
+      "attributes": {
+        "effect_extent": "none",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "scene:dynamic_background": 0.95
+        },
+        "evidence": "The target is a duck swimming on water. Although the water is dynamic, there are no visible reflections or shadows associated with the duck on the water surface.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:01:40.921243+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.4916571812439823,
+          "rc_t": 0.8230477823851009
+        },
+        "score": 0.8118556701030928,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00077",
+      "source": "VOR-Wild",
+      "prompt": "Remove the silhouette of the young man in shorts and a t-shirt juggling a soccer ball, along with the soft cast shadow he throws onto the sand. The foreground layer should isolate only the juggling man and his ball against a plain, uniform neutral gray background. In the background layer, restore the warm, wet sand and the distant shoreline that were occluded behind him, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.473929762840271,
+      "bg_mse": 0.07635393738746643,
+      "total_mse": 1.5502837002277374,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00077/composite.mp4",
+        "mask": "samples/WILD_ENV001_00077/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00077/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00077/bg_pred.mp4"
+      },
+      "tags": [
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "none",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "scene:occlusion": 0.95
+        },
+        "evidence": "The target is a person juggling a soccer ball on a beach at sunset. The person is silhouetted, and there are no visible shadows or reflections cast by the person on the dark sand. The soccer ball occludes the person's body as it is juggled.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:01:47.560477+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.6106507795488,
+          "rc_t": 0.10108042174444143
+        },
+        "score": 0.26804123711340205,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00078",
+      "source": "VOR-Wild",
+      "prompt": "Remove the light brown cow with the metal bell and dark collar from the scene, including its contact with the grass and the cast shadow on the ground beneath and to its right. The removed cow should be isolated on a plain, uniform neutral gray background, showing its head turn and tail swish. In the main video, restore the sunny, grassy hillside pasture that was occluded behind the cow, while the rest of the scene stays exactly the same.",
+      "fg_mse": 2.9699997901916504,
+      "bg_mse": 0.08722659200429916,
+      "total_mse": 3.0572263821959496,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00078/composite.mp4",
+        "mask": "samples/WILD_ENV001_00078/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00078/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00078/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95,
+          "scene:textured_background": 0.9
+        },
+        "evidence": "The cow casts a subtle shadow on the grassy ground directly beneath and slightly behind its legs as it moves.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:01:54.918989+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5439709369302792,
+          "rc_t": 0.1226098299007445
+        },
+        "score": 0.4510309278350515,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00079",
+      "source": "VOR-Wild",
+      "prompt": "Remove the black sports car drifting sideways along with the thick white smoke billowing from its rear wheels and the soft shadow it casts on the asphalt track. In the area directly behind the removed car and smoke, restore the curved asphalt racetrack and its black tire skid marks, while keeping the rest of the scene exactly the same. The isolated car and its smoke should be placed on a plain, uniform neutral gray background.",
+      "fg_mse": 1.795034408569336,
+      "bg_mse": 0.015863168984651566,
+      "total_mse": 1.8108975775539875,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00079/composite.mp4",
+        "mask": "samples/WILD_ENV001_00079/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00079/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00079/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:no_visible_associated_effect"
+      ],
+      "attributes": {
+        "effect_extent": "none",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:no_visible_associated_effect": 0.9
+        },
+        "evidence": "The target mask is a small, static orange/red bollard on the side of the racetrack. It has no visible associated shadow, reflection, or other physical effects.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:02:01.856861+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5441710810522254,
+          "rc_t": 0.13058525236213908
+        },
+        "score": 0.461340206185567,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00080",
+      "source": "VOR-Wild",
+      "prompt": "Remove the black sports car with teal accents and racing decals, along with the thick white tire smoke trailing behind it, the soft cast shadow, and the fresh tire marks on the asphalt. The foreground layer should show only the drifting sports car over a plain, uniform neutral gray background. For the background layer, restore the asphalt racetrack curve and its existing tire tracks that were occluded behind the car, while the rest of the scene stays exactly the same.",
+      "fg_mse": 2.0225472450256348,
+      "bg_mse": 0.11677386611700058,
+      "total_mse": 2.1393211111426353,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00080/composite.mp4",
+        "mask": "samples/WILD_ENV001_00080/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00080/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00080/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:multi_effect",
+        "effect:secondary_physical_effect",
+        "effect:shadow",
+        "motion:fast_subject_motion",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "large",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:multi_effect": 0.9,
+          "effect:secondary_physical_effect": 0.95,
+          "effect:shadow": 0.95,
+          "motion:fast_subject_motion": 0.9,
+          "scene:textured_background": 0.85
+        },
+        "evidence": "The drifting car generates a massive trail of smoke (secondary physical effect) and casts a shadow on the racetrack. The background is textured with tire marks and track details.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:02:08.551991+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5234189598255382,
+          "rc_t": 0.14032044244888134
+        },
+        "score": 0.5257731958762887,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00081",
+      "source": "VOR-Wild",
+      "prompt": "Remove the silhouetted duck swimming slowly to the left, along with its dark reflection and the ripples and wake it creates in the water. The removed duck should be isolated on a plain, uniform neutral gray background, while the calm, sunset-glowing pink water that was directly behind it is seamlessly restored. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.4674674272537231,
+      "bg_mse": 0.02254772186279297,
+      "total_mse": 1.4900151491165161,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00081/composite.mp4",
+        "mask": "samples/WILD_ENV001_00081/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00081/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00081/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:reflection",
+        "scene:crowd_or_many_instances"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "small",
+        "reflection_type": "water",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:reflection": 0.9,
+          "scene:crowd_or_many_instances": 0.95
+        },
+        "evidence": "The target is a duck swimming in water, which creates a subtle water reflection directly beneath it. There are also multiple other ducks of similar appearance in the scene.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:02:15.250975+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5082154417923623,
+          "rc_t": 0.33132462768383275
+        },
+        "score": 0.6855670103092784,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00082",
+      "source": "VOR-Wild",
+      "prompt": "Remove the female boxer in dark shorts, a sports bra, and boxing gloves who is actively shadowboxing, along with the soft cast shadow she throws onto the wooden floor. In the empty space left behind, restore the rustic wooden floor and the dimly lit gym interior that she was occluding. The rest of the scene stays exactly the same, leaving the foreground layer containing only the boxer shadowboxing over a plain, uniform neutral gray background.",
+      "fg_mse": 1.5419131517410278,
+      "bg_mse": 0.050337523221969604,
+      "total_mse": 1.5922506749629974,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00082/composite.mp4",
+        "mask": "samples/WILD_ENV001_00082/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00082/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00082/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:lighting_or_color_spill",
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:lighting_or_color_spill": 0.8,
+          "effect:shadow": 0.9
+        },
+        "evidence": "The boxer's feet make contact with the floor, creating subtle contact shadows, and the strong backlighting creates a slight glow/light spill around her silhouette.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:02:23.549793+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5153558303313313,
+          "rc_t": 0.12302818719720665
+        },
+        "score": 0.5309278350515465,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00083",
+      "source": "VOR-Wild",
+      "prompt": "Remove the large, fluffy sheep with thick, dirty-white wool that is standing and lowering its head to eat, along with its cast shadow on the dirt ground and its contact with the black bucket. The sheep should be isolated on its own layer against a plain, uniform neutral gray background, while the area directly behind it is filled in by restoring the dirt ground and dry grass that were occluded. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.4455974102020264,
+      "bg_mse": 0.07866465300321579,
+      "total_mse": 2.524262063205242,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00083/composite.mp4",
+        "mask": "samples/WILD_ENV001_00083/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00083/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00083/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:occlusion",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "large",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95,
+          "scene:occlusion": 0.9,
+          "scene:textured_background": 0.85
+        },
+        "evidence": "The sheep being tracked has a cast shadow on the ground beneath it and is partially occluded by the black bucket and other sheep behind it.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:02:32.486898+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.4005436192969684,
+          "rc_t": 0.05943166506777324
+        },
+        "score": 0.5979381443298969,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00085",
+      "source": "VOR-Wild",
+      "prompt": "Remove the white goose with the orange beak that is swimming smoothly, along with the ripples, reflection, and water displacement it causes on the lake surface. Place this goose on a plain, uniform neutral gray background as a separate foreground layer, and fill in the area directly behind it by restoring the calm, dark water surface. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.5292552709579468,
+      "bg_mse": 0.16163460910320282,
+      "total_mse": 1.6908898800611496,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00085/composite.mp4",
+        "mask": "samples/WILD_ENV001_00085/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00085/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00085/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:secondary_physical_effect",
+        "scene:crowd_or_many_instances"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:secondary_physical_effect": 0.9,
+          "scene:crowd_or_many_instances": 0.8
+        },
+        "evidence": "The target goose creates ripples in the water as it floats, which is a secondary physical effect. There are also other geese in the scene.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:02:39.485489+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.539897114906964,
+          "rc_t": 0.6044300544622139
+        },
+        "score": 0.6494845360824743,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00086",
+      "source": "VOR-Wild",
+      "prompt": "Remove the stationary mannequin head with the bright, spiky orange wig and the shadow it casts on the wall behind it, splitting the video into two layers. The foreground layer should show only the mannequin head on its wooden stand against a plain, uniform neutral gray background, while the background layer restores the cluttered dressing room wall and shelf space that were occluded behind it. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.726938247680664,
+      "bg_mse": 0.04172387346625328,
+      "total_mse": 2.7686621211469173,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00086/composite.mp4",
+        "mask": "samples/WILD_ENV001_00086/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00086/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00086/bg_pred.mp4"
+      },
+      "tags": [
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "none",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "scene:textured_background": 0.8
+        },
+        "evidence": "The target is a small orange wig on a stand in the background. It has no visible associated shadows or reflections on the surrounding surfaces.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:02:47.153842+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.48237580211320535,
+          "rc_t": 0.062315000428093806
+        },
+        "score": 0.49742268041237114,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00087",
+      "source": "VOR-Wild",
+      "prompt": "Decompose the video by removing the drag queen with vibrant orange hair, who is sitting in a relaxed pose in a red and black strappy outfit while applying makeup with a silver hand mirror. This removal must also eliminate her contact and cast shadows on the wooden vanity counter, the white chair, and the teal wall, as well as her reflection in the vanity mirror. The foreground layer should isolate her on a plain, uniform neutral gray background, while the background layer restores the wooden vanity counter, the white chair, and the teal wall that were directly behind her, keeping the rest of the scene exactly the same.",
+      "fg_mse": 2.0851640701293945,
+      "bg_mse": 0.14280690252780914,
+      "total_mse": 2.2279709726572037,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00087/composite.mp4",
+        "mask": "samples/WILD_ENV001_00087/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00087/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00087/bg_pred.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:multi_effect",
+        "effect:reflection",
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "medium",
+        "reflection_type": "mirror",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 0.85,
+          "effect:multi_effect": 0.9,
+          "effect:reflection": 0.95,
+          "effect:shadow": 0.9
+        },
+        "evidence": "The target person is sitting in front of a vanity mirror, which clearly reflects their back and head. Additionally, there is a cast shadow on the wall behind them.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:02:54.267198+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5023388465730962,
+          "rc_t": 0.021500659711433178
+        },
+        "score": 0.3479381443298969,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00088",
+      "source": "VOR-Wild",
+      "prompt": "Remove the small white kitten with light orange patches near its ears that is sitting on its hind legs and meowing, along with its soft shadows and the slight indentation it makes on the leather sofa cushion. In its place, restore the dark brown leather sofa cushion that was directly behind it, ensuring the rest of the scene stays exactly the same. The removed kitten should be isolated on a plain, uniform neutral gray background.",
+      "fg_mse": 1.392519235610962,
+      "bg_mse": 0.11129218339920044,
+      "total_mse": 1.5038114190101624,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00088/composite.mp4",
+        "mask": "samples/WILD_ENV001_00088/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00088/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00088/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:crowd_or_many_instances",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9,
+          "scene:crowd_or_many_instances": 0.95,
+          "scene:occlusion": 0.85
+        },
+        "evidence": "The target is a white kitten sitting on a dark leather couch. It casts a subtle contact shadow where its paws touch the couch. The scene contains multiple other kittens (crowd/many instances) and there is slight occlusion as other kittens move close to it.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:03:01.151568+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.4746314810025075,
+          "rc_t": 0.1030749088314217
+        },
+        "score": 0.5798969072164949,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00089",
+      "source": "VOR-Wild",
+      "prompt": "Remove the dark, hairy tarantula with long legs as it slowly shifts its stance, along with the soft cast shadow it throws onto the wall beneath and around it. The foreground layer should isolate only this tarantula over a plain, uniform neutral gray background. In the background layer, restore the clean, textured off-white wall that was occluded behind the spider, keeping the rest of the scene exactly the same.",
+      "fg_mse": 0.8433429598808289,
+      "bg_mse": 0.12167288362979889,
+      "total_mse": 0.9650158435106277,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00089/composite.mp4",
+        "mask": "samples/WILD_ENV001_00089/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00089/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00089/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "geometry:thin_structure"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95,
+          "geometry:thin_structure": 0.9
+        },
+        "evidence": "The spider has thin legs (thin structure) and casts a distinct shadow on the wall behind it.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:03:09.525648+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.6424125297833169,
+          "rc_t": 0.43542044939143887
+        },
+        "score": 0.4587628865979381,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00090",
+      "source": "VOR-Wild",
+      "prompt": "Remove the adult female ballet dancer in her black long-sleeved top and leggings as she performs a wide split and bends her torso forward, along with her soft cast shadow and reflection on the shiny floor. In her place, restore the light gray, highly reflective studio floor that was occluded behind her, while the rest of the scene remains exactly the same. The removed dancer should be isolated on a plain, uniform neutral gray background.",
+      "fg_mse": 1.8000099658966064,
+      "bg_mse": 0.04055824875831604,
+      "total_mse": 1.8405682146549225,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00090/composite.mp4",
+        "mask": "samples/WILD_ENV001_00090/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00090/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00090/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:multi_effect",
+        "effect:reflection",
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "specular",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:multi_effect": 0.9,
+          "effect:reflection": 0.9,
+          "effect:shadow": 0.9
+        },
+        "evidence": "The target is the woman on the left performing a split. Her body casts a subtle contact shadow and a faint specular reflection on the polished studio floor.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:03:18.540793+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.4728376703335922,
+          "rc_t": 0.006129954180179785
+        },
+        "score": 0.3634020618556701,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00091",
+      "source": "VOR-Wild",
+      "prompt": "Remove the blonde ballerina in the black leotard and tights from the scene, along with the soft shadow and reflection she casts on the floor. The ballerina should be isolated on a plain, uniform neutral gray background, while the area she occluded is filled in to restore the light grey floor and the wooden barre behind her. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.926583170890808,
+      "bg_mse": 0.17525936663150787,
+      "total_mse": 2.101842537522316,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00091/composite.mp4",
+        "mask": "samples/WILD_ENV001_00091/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00091/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00091/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "effect:transparency_or_refraction"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9,
+          "effect:transparency_or_refraction": 0.8
+        },
+        "evidence": "The dancer's body and legs are in contact with the floor, creating subtle contact shadows. Additionally, her sleeves are made of a semi-transparent mesh fabric, showing her skin underneath.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:03:25.238459+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.506790056729543,
+          "rc_t": 0.010984457661514544
+        },
+        "score": 0.31443298969072164,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00092",
+      "source": "VOR-Wild",
+      "prompt": "Remove the ballet instructor in the black leotard and tights holding a full split pose, along with her soft cast shadow and reflection on the floor beneath her. The instructor should be isolated on a plain, uniform neutral gray background, while the main video is restored by filling in the light gray dance studio floor that was occluded behind her. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.5517663955688477,
+      "bg_mse": 0.06438788026571274,
+      "total_mse": 1.6161542758345604,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00092/composite.mp4",
+        "mask": "samples/WILD_ENV001_00092/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00092/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00092/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9
+        },
+        "evidence": "The target is a ballet dancer performing a split on the floor. There are visible contact and cast shadows on the floor directly beneath her body and limbs.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:03:31.776837+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5591995375164347,
+          "rc_t": 0.029075236031503388
+        },
+        "score": 0.20876288659793812,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00093",
+      "source": "VOR-Wild",
+      "prompt": "Remove the small, fluffy white lamb that is standing with its head lowered, along with the soft cast shadow it throws onto the grass and dirt beneath it. The removed lamb should be isolated on a plain, uniform neutral gray background, while the area it was occluding is filled in by restoring the sunny grassy field and patches of bare dirt that were behind it. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.336102247238159,
+      "bg_mse": 0.1418823003768921,
+      "total_mse": 2.4779845476150513,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00093/composite.mp4",
+        "mask": "samples/WILD_ENV001_00093/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00093/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00093/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9
+        },
+        "evidence": "The lamb casts a subtle contact shadow and a soft cast shadow on the ground directly beneath its feet and body.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:03:38.330858+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.4861411215421745,
+          "rc_t": 0.02987422399124775
+        },
+        "score": 0.3865979381443299,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00094",
+      "source": "VOR-Wild",
+      "prompt": "Remove the baseball player in the red jersey and helmet swinging his wooden bat, along with the hard cast shadow he throws onto the dirt mound. The player should be isolated on his own layer against a plain, uniform neutral gray background, while the area directly behind him is filled in to restore the dirt mound, green grass, and the colorful grandstand seats. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.1456758975982666,
+      "bg_mse": 0.010282088071107864,
+      "total_mse": 2.1559579856693745,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00094/composite.mp4",
+        "mask": "samples/WILD_ENV001_00094/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00094/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00094/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "motion:fast_subject_motion",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9,
+          "motion:fast_subject_motion": 0.85,
+          "scene:textured_background": 0.8
+        },
+        "evidence": "The baseball player casts a subtle shadow on the dirt mound. The player swings the bat quickly, representing fast subject motion, against a textured background of stadium seating and fences.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:03:45.686513+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5661617420579822,
+          "rc_t": 0.22390053475850383
+        },
+        "score": 0.49226804123711343,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00095",
+      "source": "VOR-Wild",
+      "prompt": "Remove the man in the white t-shirt and black shorts dribbling the basketball, along with his hard cast shadow and the physical contact effects on the ground, placing him on a plain, uniform neutral gray background. In his place, restore the red court surface and the white painted lines that were directly behind him, ensuring the rest of the scene stays exactly the same.",
+      "fg_mse": 1.6872215270996094,
+      "bg_mse": 0.03345762938261032,
+      "total_mse": 1.7206791564822197,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00095/composite.mp4",
+        "mask": "samples/WILD_ENV001_00095/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00095/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00095/bg_pred.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 0.9,
+          "effect:shadow": 0.95
+        },
+        "evidence": "The target is a basketball player on an outdoor court. The player casts a long, distinct shadow onto the red court surface, which is partially disconnected from the feet due to the angle of the sun.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:03:52.273506+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5749418410141584,
+          "rc_t": 0.21964720867927764
+        },
+        "score": 0.4690721649484536,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00096",
+      "source": "VOR-Wild",
+      "prompt": "Remove the young man in the white t-shirt and dark shorts dribbling the basketball, along with the hard cast shadow he throws onto the red court surface. The removed man and basketball should be isolated on a plain, uniform neutral gray background, while the empty red basketball court surface and white painted lines that were directly behind him are fully restored. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.154712200164795,
+      "bg_mse": 0.021705249324440956,
+      "total_mse": 1.1764174494892359,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00096/composite.mp4",
+        "mask": "samples/WILD_ENV001_00096/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00096/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00096/bg_pred.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:secondary_physical_effect",
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "large",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 1.0,
+          "effect:secondary_physical_effect": 0.9,
+          "effect:shadow": 1.0
+        },
+        "evidence": "The target is a basketball player dribbling a ball. The target's cast shadow is long and prominent on the court, and the basketball itself is a secondary physical object being manipulated by the player, which also casts its own shadow.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:03:58.863529+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5294263526006946,
+          "rc_t": 0.646542219708666
+        },
+        "score": 0.6855670103092784,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00098",
+      "source": "VOR-Wild",
+      "prompt": "Remove the young man in the yellow t-shirt, black shorts, and white sneakers dribbling the basketball, along with his hard cast shadow and contact points on the red court surface. The foreground layer should show only the man and the basketball over a plain, uniform neutral gray background. In the background layer, restore the red court surface and white painted lines that were occluded behind him, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.6618409156799316,
+      "bg_mse": 0.031293243169784546,
+      "total_mse": 1.6931341588497162,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00098/composite.mp4",
+        "mask": "samples/WILD_ENV001_00098/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00098/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00098/bg_pred.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 1.0,
+          "effect:shadow": 1.0
+        },
+        "evidence": "The basketball player casts a distinct shadow on the court surface, which is spatially disconnected from his body as he runs and dribbles.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:04:05.192626+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.584679351714983,
+          "rc_t": 0.09288321019407692
+        },
+        "score": 0.29381443298969073,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00099",
+      "source": "VOR-Wild",
+      "prompt": "Remove the brown horse with the white forehead marking as it turns its head left and stretches its neck upwards, along with the soft shadows it casts on the grass and its contact and occlusion on the grey horse's neck and mane. The foreground layer should isolate only this brown horse over a plain, uniform neutral gray background, while the background layer restores the green grass, misty pasture, and the grey horse's neck and mane that were occluded behind it. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.3400365114212036,
+      "bg_mse": 0.24513773620128632,
+      "total_mse": 1.58517424762249,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00099/composite.mp4",
+        "mask": "samples/WILD_ENV001_00099/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00099/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00099/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "large",
+        "reflection_type": "none",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9,
+          "scene:occlusion": 0.95
+        },
+        "evidence": "The target horse has subtle contact shadows on the grassy ground beneath its hooves. It is also partially occluded by the white horse standing behind/beside it, particularly around its neck and head area.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:04:11.967846+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5666615711081489,
+          "rc_t": 0.032609398422867204
+        },
+        "score": 0.19329896907216498,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "WILD_ENV001_00100",
+      "source": "VOR-Wild",
+      "prompt": "Remove the running man in the blue and purple jacket, dark pants, and sneakers, along with the soft cast shadow he throws onto the tunnel floor. The removed man should be isolated on a plain, uniform neutral gray background, while the area he occluded is filled in to restore the dimly lit concrete tunnel floor and the perspective of the walls behind him. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.0567238330841064,
+      "bg_mse": 0.052473656833171844,
+      "total_mse": 2.1091974899172783,
+      "videos": {
+        "composite": "samples/WILD_ENV001_00100/composite.mp4",
+        "mask": "samples/WILD_ENV001_00100/mask.mp4",
+        "fg_pred": "samples/WILD_ENV001_00100/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV001_00100/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "motion:fast_subject_motion",
+        "motion:motion_blur"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9,
+          "motion:fast_subject_motion": 0.9,
+          "motion:motion_blur": 0.8
+        },
+        "evidence": "The target is a man running through a tunnel. He has a small contact shadow beneath his feet as he runs, and there is noticeable motion blur due to his fast movement.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:04:20.725854+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5042976867721368,
+          "rc_t": 0.12400687230652269
+        },
+        "score": 0.5747422680412371,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00001",
+      "source": "VOR-Wild",
+      "prompt": "Remove the dynamically moving legs of the basketball player wearing black athletic shorts, white socks, and black high-top sneakers, along with the hard cast shadow they throw onto the asphalt court. Place these legs on a plain, uniform neutral gray background to create a separate foreground layer. In the background layer, restore the asphalt court surface that was occluded behind the removed legs, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.9660948514938354,
+      "bg_mse": 0.20615921914577484,
+      "total_mse": 2.1722540706396103,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00001/composite.mp4",
+        "mask": "samples/WILD_ENV002_00001/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00001/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00001/bg_pred.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:shadow",
+        "motion:camera_motion",
+        "motion:fast_subject_motion"
+      ],
+      "attributes": {
+        "effect_extent": "large",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 1.0,
+          "effect:shadow": 1.0,
+          "motion:camera_motion": 0.9,
+          "motion:fast_subject_motion": 0.9
+        },
+        "evidence": "The target legs cast a large, prominent shadow on the ground which is disconnected from the feet as they lift off the ground during running.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:04:27.904959+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5307205903614037,
+          "rc_t": 0.40469121243126693
+        },
+        "score": 0.6469072164948453,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00002",
+      "source": "VOR-Wild",
+      "prompt": "Remove the small brown and white dog, which is standing alertly with its tail raised and head tilted upward, along with the soft cast shadows it throws onto the welcome mat and the floor. The foreground layer should isolate only this dog over a plain, uniform neutral gray background. In the background layer, restore the welcome mat and the floor area that were directly behind the dog, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.8317804336547852,
+      "bg_mse": 0.07422605156898499,
+      "total_mse": 1.9060064852237701,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00002/composite.mp4",
+        "mask": "samples/WILD_ENV002_00002/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00002/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00002/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:multi_effect",
+        "effect:reflection",
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "glass",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:multi_effect": 0.8,
+          "effect:reflection": 0.8,
+          "effect:shadow": 0.9
+        },
+        "evidence": "The dog's paws cast subtle contact shadows on the floor mat, and there is a faint reflection of the dog's head visible on the glass door in front of it.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:04:35.044675+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5501485076256064,
+          "rc_t": 0.056865090883591665
+        },
+        "score": 0.3170103092783505,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00003",
+      "source": "VOR-Wild",
+      "prompt": "Remove the single white sheep standing in a profile pose facing left, along with its soft cast shadow and contact points on the grass and dirt path. The sheep is isolated onto a plain, uniform neutral gray background, while the area directly behind it is restored with the dirt and grass path of the forest clearing. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.734135866165161,
+      "bg_mse": 0.0028337412513792515,
+      "total_mse": 2.7369696074165404,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00003/composite.mp4",
+        "mask": "samples/WILD_ENV002_00003/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00003/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00003/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9,
+          "scene:textured_background": 0.85
+        },
+        "evidence": "The target sheep has a subtle contact shadow on the grassy ground beneath its hooves, with no other significant associated effects.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:04:41.990076+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5611531135304539,
+          "rc_t": 0.18086079830911078
+        },
+        "score": 0.4690721649484536,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00004",
+      "source": "VOR-Wild",
+      "prompt": "Remove the light brown impala with long, ridged, S-shaped horns from the scene, including its soft shadow on the grass and any displacement of the grass around its legs. The foreground layer should show only the impala over a plain, uniform neutral gray background, while the background layer should restore the dry, pale green and brown grass that was occluded behind it. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.662587881088257,
+      "bg_mse": 0.019842416048049927,
+      "total_mse": 2.6824302971363068,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00004/composite.mp4",
+        "mask": "samples/WILD_ENV002_00004/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00004/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00004/bg_pred.mp4"
+      },
+      "tags": [
+        "geometry:thin_structure",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "none",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "geometry:thin_structure": 0.9,
+          "scene:textured_background": 0.95
+        },
+        "evidence": "The target is an impala standing in a grassy field with bushes in the background. There are no visible shadows or reflections associated with the impala due to the overcast lighting and dry grass. The background is highly textured with grass and bushes, and the impala's horns represent thin structures.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:04:48.908179+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.6522476441333587,
+          "rc_t": 0.035196436303002496
+        },
+        "score": 0.08505154639175258,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00005",
+      "source": "VOR-Wild",
+      "prompt": "Remove the grey and white pitbull dog as it runs forward panting, along with its soft cast shadows on the dirt path and the paw prints it leaves in the mud. The removed dog should be isolated on a plain, uniform neutral gray background, while the damp dirt path and fallen autumn leaves that were directly behind it are fully restored. The rest of the scene stays exactly the same.",
+      "fg_mse": 3.2121763229370117,
+      "bg_mse": 0.004084546118974686,
+      "total_mse": 3.2162608690559864,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00005/composite.mp4",
+        "mask": "samples/WILD_ENV002_00005/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00005/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00005/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "motion:fast_subject_motion",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9,
+          "motion:fast_subject_motion": 0.85,
+          "scene:textured_background": 0.95
+        },
+        "evidence": "The dog running on a forest path has a small contact shadow beneath its paws, and the background is highly textured with leaves and branches.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:04:56.282047+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.6222442281498212,
+          "rc_t": 0.39034276893537756
+        },
+        "score": 0.45618556701030927,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00006",
+      "source": "VOR-Wild",
+      "prompt": "Remove the fluffy white kitten, seen from the side as it playfully bats at hanging flowers, along with its soft cast shadow on the grass and soil and its physical interaction with the hanging pink flowers. The foreground layer should show only the kitten over a plain, uniform neutral gray background. In the background layer, restore the dark soil, green grass, and hanging pink fuchsia flowers that were directly behind the kitten, while the rest of the scene stays exactly the same.",
+      "fg_mse": 3.040360689163208,
+      "bg_mse": 0.21682775020599365,
+      "total_mse": 3.2571884393692017,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00006/composite.mp4",
+        "mask": "samples/WILD_ENV002_00006/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00006/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00006/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:occlusion",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9,
+          "scene:occlusion": 0.95,
+          "scene:textured_background": 0.9
+        },
+        "evidence": "The white kitten is walking on grass and dirt, creating subtle contact shadows underneath its paws. It is partially occluded by the hanging red flowers and green leaves of the bush as it moves behind them.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:05:03.338332+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.6278262392029341,
+          "rc_t": 0.09976641172497407
+        },
+        "score": 0.23969072164948454,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00007",
+      "source": "VOR-Wild",
+      "prompt": "Isolate the young man with light brown hair, wearing a black t-shirt, white athletic shorts, and black-and-white sneakers, as he catches and dribbles a basketball, placing him alone on a plain, uniform neutral gray background. Remove him and the soft cast shadow he throws onto the asphalt court surface, and restore the dark asphalt surface and painted white lines that were directly behind him. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.049086332321167,
+      "bg_mse": 0.04925208538770676,
+      "total_mse": 2.0983384177088737,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00007/composite.mp4",
+        "mask": "samples/WILD_ENV002_00007/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00007/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00007/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:dynamic_background"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95,
+          "scene:dynamic_background": 0.85
+        },
+        "evidence": "The target is a basketball player on an outdoor court. The target casts a contact shadow and a subtle cast shadow on the ground, which are tracked as part of the target's effects. The background contains another player moving dynamically (dribbling and passing the ball).",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:05:09.968956+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5598722608254587,
+          "rc_t": 0.14210230173330068
+        },
+        "score": 0.44329896907216493,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00008",
+      "source": "VOR-Wild",
+      "prompt": "Remove the seal swimming downwards along with the trailing bubbles and water displacement it causes, restoring the murky green water and the kelp forest that were occluded behind it. The foreground layer should isolate the streamlined seal twisting and propelling itself with its flippers against a plain, uniform neutral gray background. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.5510520935058594,
+      "bg_mse": 0.017060691490769386,
+      "total_mse": 1.5681127849966288,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00008/composite.mp4",
+        "mask": "samples/WILD_ENV002_00008/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00008/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00008/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:secondary_physical_effect",
+        "motion:camera_motion",
+        "scene:crowd_or_many_instances",
+        "scene:dynamic_background"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:secondary_physical_effect": 0.9,
+          "motion:camera_motion": 0.7,
+          "scene:crowd_or_many_instances": 0.9,
+          "scene:dynamic_background": 0.8
+        },
+        "evidence": "The target seal produces a stream of bubbles (secondary physical effect) as it swims underwater.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:05:16.768802+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5876443856320751,
+          "rc_t": 0.900804316017853
+        },
+        "score": 0.5670103092783505,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00009",
+      "source": "VOR-Wild",
+      "prompt": "Remove the stationary white go-kart and the driver in the black suit, white helmet, and red gloves, along with the soft cast shadow they throw onto the asphalt track. The removed go-kart and driver should be isolated on a plain, uniform neutral gray background, while the empty area they occupied is filled by restoring the asphalt racetrack and its painted white lane markings. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.9324785470962524,
+      "bg_mse": 0.07265321910381317,
+      "total_mse": 2.0051317662000656,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00009/composite.mp4",
+        "mask": "samples/WILD_ENV002_00009/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00009/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00009/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "motion:camera_motion"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95,
+          "motion:camera_motion": 0.9
+        },
+        "evidence": "The go-kart and driver are masked. There is a subtle contact shadow underneath the tires on the asphalt track, and the camera exhibits slight panning/tracking motion.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:05:23.360747+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.4412154339673225,
+          "rc_t": 0.08388763224637066
+        },
+        "score": 0.6030927835051546,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00010",
+      "source": "VOR-Wild",
+      "prompt": "Remove the stationary, glowing table lamp with its white shade and warm yellowish light, along with the warm yellow glow it casts on the textured grey wall, the elderly man's face, glasses, and shoulder, the elderly woman's face and book, and the soft shadow on the side table beneath it. Place this glowing table lamp on a plain, uniform neutral gray background to create a separate foreground layer. In the background layer, restore the textured grey wall and the edge of the woman's chair that were occluded behind the lamp, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.6138114929199219,
+      "bg_mse": 0.06492571532726288,
+      "total_mse": 1.6787372082471848,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00010/composite.mp4",
+        "mask": "samples/WILD_ENV002_00010/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00010/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00010/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:lighting_or_color_spill",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:lighting_or_color_spill": 0.9,
+          "scene:occlusion": 0.95
+        },
+        "evidence": "The target is a table lamp in the background. It casts a warm light spill onto the wall behind it and the surrounding area, which is partially occluded by the man sitting in the foreground.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:05:30.403223+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.4727847102046751,
+          "rc_t": 0.3040856026413641
+        },
+        "score": 0.7525773195876289,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00011",
+      "source": "VOR-Wild",
+      "prompt": "Remove the fluffy white sheep with curved horns and a bell around its neck, along with the soft shadows it casts on the wet gravel road, its reflections in the puddles, and its contact points with the mud. The removed sheep should be isolated on a plain, uniform neutral gray background, while the area it occluded is restored by filling in the wet gravel road and the distant green hills behind it. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.076240301132202,
+      "bg_mse": 0.10517226904630661,
+      "total_mse": 2.1814125701785088,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00011/composite.mp4",
+        "mask": "samples/WILD_ENV002_00011/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00011/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00011/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "geometry:thin_structure",
+        "motion:camera_motion",
+        "scene:crowd_or_many_instances",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "large",
+        "reflection_type": "none",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9,
+          "geometry:thin_structure": 0.8,
+          "motion:camera_motion": 0.85,
+          "scene:crowd_or_many_instances": 0.95,
+          "scene:occlusion": 0.9
+        },
+        "evidence": "The target is a sheep running towards the camera in a large herd. It has thin horns and a bell around its neck, which represent thin structures. It is partially occluded by other sheep as it moves out of the frame, and there is a subtle contact shadow under its hooves.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:05:37.962967+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.37522811463722294,
+          "rc_t": 0.21380710505738762
+        },
+        "score": 0.8195876288659794,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00012",
+      "source": "VOR-Wild",
+      "prompt": "Remove the small, pure white kitten with large ears and dark eyes, along with the soft cast shadows it throws onto the concrete border and the dark soil. The kitten should be isolated on its own layer over a plain, uniform neutral gray background, showing its movement as it stretches its legs and shifts its body. In the background layer, restore the textured grey concrete border and the patch of dark soil that were occluded behind the kitten, while the rest of the scene stays exactly the same.",
+      "fg_mse": 2.4976413249969482,
+      "bg_mse": 0.26486697793006897,
+      "total_mse": 2.762508302927017,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00012/composite.mp4",
+        "mask": "samples/WILD_ENV002_00012/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00012/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00012/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95,
+          "scene:textured_background": 0.9
+        },
+        "evidence": "The white kitten lies on a stone border next to grass, casting contact shadows underneath its body and paws, as well as a soft cast shadow on the stone surface beneath its head.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:05:46.269488+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.3680302389866708,
+          "rc_t": 0.059316401652800145
+        },
+        "score": 0.6237113402061856,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00013",
+      "source": "VOR-Wild",
+      "prompt": "Remove the small, angled wall-mounted lamp along with the warm light it casts on the wall, the man, the workbench, and the wooden planks, as well as the shadows cast by the man and the objects on the workbench. The foreground layer should isolate only the lamp emitting its warm downward glow against a plain, uniform neutral gray background. In the background layer, restore the bare, dark wall that was directly behind the removed lamp, leaving the rest of the scene exactly the same.",
+      "fg_mse": 2.7550010681152344,
+      "bg_mse": 0.0069180442951619625,
+      "total_mse": 2.7619191124103963,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00013/composite.mp4",
+        "mask": "samples/WILD_ENV002_00013/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00013/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00013/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:no_visible_associated_effect"
+      ],
+      "attributes": {
+        "effect_extent": "none",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:no_visible_associated_effect": 0.9
+        },
+        "evidence": "The target mask is a small lamp shade at the top left of the frame. There are no visible shadows, reflections, or other physical effects associated with this lamp shade itself in the scene.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:05:52.742698+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.4321385871269216,
+          "rc_t": 0.12215418647034
+        },
+        "score": 0.6829896907216495,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00014",
+      "source": "VOR-Wild",
+      "prompt": "Remove the light brown, striped meerkat as it shifts its posture, looks down, and tilts its head upward, along with its soft cast shadow and contact points on the sand. The removed meerkat should be isolated on a plain, uniform neutral gray background, while the area directly behind it is filled by restoring the dry, sandy ground with its small pebbles and footprints. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.1482198238372803,
+      "bg_mse": 0.05184965208172798,
+      "total_mse": 2.2000694759190083,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00014/composite.mp4",
+        "mask": "samples/WILD_ENV002_00014/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00014/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00014/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9,
+          "scene:textured_background": 0.95
+        },
+        "evidence": "The target is a meerkat on a sandy, textured ground. It casts a subtle contact shadow directly underneath its body and paws as it moves.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:05:59.480967+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.6103664317869113,
+          "rc_t": 0.20212824739050003
+        },
+        "score": 0.384020618556701,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00015",
+      "source": "VOR-Wild",
+      "prompt": "Remove the black sports car with neon yellow decals and yellow-rimmed wheels, along with its illuminated headlights, the soft cast shadow, the headlight glare, the water spray, and its reflection on the wet asphalt. The foreground layer should show only this sports car driving forward over a plain, uniform neutral gray background. In the background layer, restore the wet asphalt parking lot that was occluded behind the car, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.529680609703064,
+      "bg_mse": 0.03920448198914528,
+      "total_mse": 1.5688850916922092,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00015/composite.mp4",
+        "mask": "samples/WILD_ENV002_00015/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00015/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00015/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:lighting_or_color_spill",
+        "effect:multi_effect",
+        "effect:reflection",
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "small",
+        "reflection_type": "water",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:lighting_or_color_spill": 0.9,
+          "effect:multi_effect": 0.9,
+          "effect:reflection": 0.95,
+          "effect:shadow": 0.9
+        },
+        "evidence": "The moving car (target) creates a reflection on the wet asphalt surface, along with contact shadows and headlight illumination/spill on the ground.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:06:06.355505+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.4269510634710741,
+          "rc_t": 0.27028151657306093
+        },
+        "score": 0.8195876288659794,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00016",
+      "source": "VOR-Wild",
+      "prompt": "Isolate the silver tablet held in landscape orientation, showing only the back of the device as it is removed from the scene and placed onto a plain, uniform neutral gray background. Remove the bright white light it casts on the girl's face, hands, and the grey blanket, as well as the soft shadow it casts onto her hands and the blanket. In the background video, restore the girl's hands and the grey blanket that were directly behind the tablet, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.0376900434494019,
+      "bg_mse": 0.053703803569078445,
+      "total_mse": 1.0913938470184803,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00016/composite.mp4",
+        "mask": "samples/WILD_ENV002_00016/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00016/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00016/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:lighting_or_color_spill",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:lighting_or_color_spill": 0.95,
+          "scene:occlusion": 0.9
+        },
+        "evidence": "The tablet screen casts a bright light spill onto the girl's face and the surrounding blanket. Additionally, the tablet is partially occluded by the blanket in the foreground.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:06:14.515403+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.4697890291012899,
+          "rc_t": 0.030509909808594672
+        },
+        "score": 0.4252577319587629,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00017",
+      "source": "VOR-Wild",
+      "prompt": "Remove the small, light-colored rowboat and the person actively rowing it from the video, including the reflections, ripples, and wake they cast on the water. The foreground layer should isolate the rowboat and the rower on a plain, uniform neutral gray background, while the background layer restores the dark, rippling lake water that was occluded behind them. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.315260410308838,
+      "bg_mse": 0.005637652240693569,
+      "total_mse": 1.3208980625495315,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00017/composite.mp4",
+        "mask": "samples/WILD_ENV002_00017/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00017/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00017/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:reflection",
+        "effect:secondary_physical_effect"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "small",
+        "reflection_type": "water",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:reflection": 0.9,
+          "effect:secondary_physical_effect": 0.8
+        },
+        "evidence": "The target is a canoe on a lake, which creates a subtle reflection on the water surface and small ripples (secondary physical effect) as it moves.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:06:20.897408+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.42442218394507825,
+          "rc_t": 0.42786370305454036
+        },
+        "score": 0.8737113402061856,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00018",
+      "source": "VOR-Wild",
+      "prompt": "Remove the person in the red and white plaid shirt rowing the small green rowboat, along with their reflection, ripples, and splashes in the water. The removed person and boat should be isolated on a plain, uniform neutral gray background as a separate foreground layer. To complete the background, restore the dark, gently rippling lake water that was occluded behind them, while the rest of the scene remains exactly the same.",
+      "fg_mse": 1.2407567501068115,
+      "bg_mse": 0.015274100936949253,
+      "total_mse": 1.2560308510437608,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00018/composite.mp4",
+        "mask": "samples/WILD_ENV002_00018/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00018/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00018/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:multi_effect",
+        "effect:reflection",
+        "effect:secondary_physical_effect"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "small",
+        "reflection_type": "water",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:multi_effect": 0.9,
+          "effect:reflection": 0.95,
+          "effect:secondary_physical_effect": 0.9
+        },
+        "evidence": "The boat and person create a reflection on the water surface, as well as ripples (secondary physical effect) as the boat moves.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:06:27.078946+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.4549381204080137,
+          "rc_t": 0.17507690091093048
+        },
+        "score": 0.7036082474226804,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00019",
+      "source": "VOR-Wild",
+      "prompt": "Remove the black-and-white Holstein cow, along with its soft cast shadow on the grass, the contact points of its hooves, and the displacement of the grass where it is grazing. The cow should be isolated on its own layer against a plain, uniform neutral gray background, showing its grazing motion and shifting weight. In the background video, restore the sloping green meadow that was occluded behind the cow, ensuring the rest of the scene stays exactly the same.",
+      "fg_mse": 2.719759225845337,
+      "bg_mse": 0.09604968875646591,
+      "total_mse": 2.815808914601803,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00019/composite.mp4",
+        "mask": "samples/WILD_ENV002_00019/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00019/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00019/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:occlusion",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95,
+          "scene:occlusion": 0.85,
+          "scene:textured_background": 0.9
+        },
+        "evidence": "The cow is grazing on a grassy field, casting a contact and subtle cast shadow on the grass beneath it. The grass also partially occludes the cow's hooves and lower legs.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:06:34.952494+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5261161411441908,
+          "rc_t": 0.05930341534070425
+        },
+        "score": 0.37628865979381443,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00020",
+      "source": "VOR-Wild",
+      "prompt": "Remove the single sheep with the dark face and light, woolly body, along with the soft cast shadow it throws onto the dirt path, placing the sheep on a plain, uniform neutral gray background as a separate layer. In the background video, restore the dirt path and the green grass that were directly behind the sheep, ensuring the rest of the scene stays exactly the same.",
+      "fg_mse": 2.4432213306427,
+      "bg_mse": 0.010847157798707485,
+      "total_mse": 2.4540684884414077,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00020/composite.mp4",
+        "mask": "samples/WILD_ENV002_00020/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00020/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00020/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:crowd_or_many_instances"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9,
+          "scene:crowd_or_many_instances": 0.9
+        },
+        "evidence": "The target is a sheep standing on a path. It has a subtle contact shadow beneath its hooves, and there are multiple other sheep in the scene.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:06:41.333324+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5586393143683409,
+          "rc_t": 0.048920638401172084
+        },
+        "score": 0.2731958762886598,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00021",
+      "source": "VOR-Wild",
+      "prompt": "Remove the stationary, textured conch seashell with its pointed spiral shape and light beige and grey coloration, along with the soft cast shadow to its right and the contact shadow and sand displacement beneath it. The removed seashell should be isolated on a plain, uniform neutral gray background, while the area it occluded is restored with the fine, wet sand of the beach. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.3506921529769897,
+      "bg_mse": 0.032051943242549896,
+      "total_mse": 1.3827440962195396,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00021/composite.mp4",
+        "mask": "samples/WILD_ENV002_00021/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00021/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00021/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9,
+          "scene:textured_background": 0.9
+        },
+        "evidence": "The target is a seashell resting on a sandy beach. It casts a small contact and cast shadow onto the textured sand surface directly beneath and behind it.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:06:48.191876+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5081574308290905,
+          "rc_t": 0.02480063339074453
+        },
+        "score": 0.3298969072164948,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00022",
+      "source": "VOR-Wild",
+      "prompt": "Remove the single sheep with light brown fleece standing still from the dirt path, along with the soft contact shadow beneath its hooves. In the area where the sheep was removed, restore the dirt path and the surrounding green grass that were occluded behind it. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.8912198543548584,
+      "bg_mse": 0.002371505368500948,
+      "total_mse": 2.8935913597233593,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00022/composite.mp4",
+        "mask": "samples/WILD_ENV002_00022/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00022/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00022/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9,
+          "scene:textured_background": 0.85
+        },
+        "evidence": "The target is a sheep standing on a dirt path in a forest. It has a small contact shadow beneath its hooves, but no prominent cast shadow or reflection is visible. The background consists of textured grass and dirt.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:06:58.392055+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5819909075714675,
+          "rc_t": 0.10110999170354378
+        },
+        "score": 0.31958762886597936,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00023",
+      "source": "VOR-Wild",
+      "prompt": "Remove the grazing white sheep along with its soft cast shadow and contact points on the leaf-covered ground, placing the sheep on a plain, uniform neutral gray background. In the original video, restore the misty forest floor covered in fallen leaves that was directly behind the sheep, ensuring the rest of the scene stays exactly the same.",
+      "fg_mse": 2.315906286239624,
+      "bg_mse": 0.008602485060691833,
+      "total_mse": 2.324508771300316,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00023/composite.mp4",
+        "mask": "samples/WILD_ENV002_00023/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00023/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00023/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9,
+          "scene:occlusion": 0.8
+        },
+        "evidence": "The sheep grazing in the forest has a subtle contact shadow on the ground beneath its feet, and its legs are partially occluded by the forest floor vegetation.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:07:05.390039+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5771041857732716,
+          "rc_t": 0.1296290672730274
+        },
+        "score": 0.38144329896907214,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00024",
+      "source": "VOR-Wild",
+      "prompt": "Remove the tall floor lamp with its white fabric shade and slender, light-colored stand from the scene, placing it as a separate foreground layer against a plain, uniform neutral gray background. In the background layer, restore the plain beige wall and the window covered by white horizontal blinds that were directly behind the lamp. The rest of the scene, including the two people talking, remains exactly the same.",
+      "fg_mse": 1.8633543252944946,
+      "bg_mse": 0.8476464748382568,
+      "total_mse": 2.7110008001327515,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00024/composite.mp4",
+        "mask": "samples/WILD_ENV002_00024/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00024/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00024/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:lighting_or_color_spill",
+        "effect:transparency_or_refraction",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:lighting_or_color_spill": 0.95,
+          "effect:transparency_or_refraction": 0.9,
+          "scene:occlusion": 0.95
+        },
+        "evidence": "The target is a lamp. It emits light, causing lighting effects on the surrounding walls and characters. The lamp base is made of glass, exhibiting transparency and refraction. The lamp is partially occluded by the person in the foreground.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:07:12.100525+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.45599250472949193,
+          "rc_t": 0.154100251073288
+        },
+        "score": 0.6881443298969072,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00025",
+      "source": "VOR-Wild",
+      "prompt": "Remove the duck with the dark head, white neck ring, and brownish body, along with the ripples and reflection it casts on the water surface, placing the swimming duck on a plain, uniform neutral gray background. In the original video, restore the calm, rippling river surface that was directly behind the duck, while the rest of the scene stays exactly the same.",
+      "fg_mse": 3.69242525100708,
+      "bg_mse": 0.004536805208772421,
+      "total_mse": 3.6969620562158525,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00025/composite.mp4",
+        "mask": "samples/WILD_ENV002_00025/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00025/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00025/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:reflection",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "small",
+        "reflection_type": "water",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:reflection": 0.9,
+          "scene:occlusion": 0.8
+        },
+        "evidence": "The target is a duck swimming on the left side of the water. Its movement creates a small reflection on the water surface, and it is partially occluded by the water ripples and the shoreline elements as it moves.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:07:18.625498+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.4057771211852911,
+          "rc_t": 1.2674333044422417
+        },
+        "score": 0.9484536082474226,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00027",
+      "source": "VOR-Wild",
+      "prompt": "Remove the fluffy white sheep lying on the ground, along with its soft cast shadow on the grass and the flattened grass beneath its body, and place it alone on a plain, uniform neutral gray background. In the original video, fill the area where the sheep was removed by restoring the grassy green hill that was occluded behind it, ensuring the rest of the scene stays exactly the same.",
+      "fg_mse": 2.512883186340332,
+      "bg_mse": 0.06399253010749817,
+      "total_mse": 2.57687571644783,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00027/composite.mp4",
+        "mask": "samples/WILD_ENV002_00027/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00027/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00027/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9,
+          "scene:textured_background": 0.95
+        },
+        "evidence": "The target is a sheep lying down on a grassy field. It casts a small contact shadow directly underneath its body on the textured grass background.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:07:25.158851+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.43607048649258867,
+          "rc_t": 0.03488795323805376
+        },
+        "score": 0.4922680412371134,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00028",
+      "source": "VOR-Wild",
+      "prompt": "Remove the man in the dark brown sweater and blue jeans from the scene, including his cast shadow on the grass and his physical contact with the grass, leaves, and soccer ball. The isolated man should be placed on a plain, uniform neutral gray background while maintaining his active kicking motion. In the main video, restore the green grass, scattered autumn leaves, and the side of the soccer ball that were previously occluded behind him, while the rest of the scene stays exactly the same.",
+      "fg_mse": 2.7772762775421143,
+      "bg_mse": 0.09260723739862442,
+      "total_mse": 2.8698835149407387,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00028/composite.mp4",
+        "mask": "samples/WILD_ENV002_00028/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00028/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00028/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95,
+          "scene:occlusion": 0.9
+        },
+        "evidence": "The father playing soccer has a visible cast shadow on the grass, and his legs are partially occluded by the soccer ball during the kick.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:07:31.823785+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5047915863584294,
+          "rc_t": 0.08353984183294647
+        },
+        "score": 0.48453608247422686,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00029",
+      "source": "VOR-Wild",
+      "prompt": "Remove the woman in the light-colored sweater and dark pants running and kicking the soccer ball, along with her cast shadow on the grass and her contact points with the ground and ball. The removed woman should be placed on a plain, uniform neutral gray background, while the area she occluded is filled by restoring the sunny park lawn and green grass that were behind her. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.896308183670044,
+      "bg_mse": 0.007782448548823595,
+      "total_mse": 2.9040906322188675,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00029/composite.mp4",
+        "mask": "samples/WILD_ENV002_00029/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00029/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00029/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9,
+          "scene:textured_background": 0.85
+        },
+        "evidence": "The target is a woman walking on a grassy field. Her cast shadow is visible on the grass beneath her feet, which is a textured background.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:07:40.485034+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5327137243348689,
+          "rc_t": 0.2096930216571126
+        },
+        "score": 0.5592783505154639,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00030",
+      "source": "VOR-Wild",
+      "prompt": "Remove the tri-color dog with black, white, and brown fur, large pointed ears, and a white chest, along with the soft cast shadow and compressed grass beneath it. The removed dog should be isolated on a plain, uniform neutral gray background, while the area it occluded is filled in by restoring the dry, yellowish-brown grass to match the surrounding field. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.8028911352157593,
+      "bg_mse": 0.09128901362419128,
+      "total_mse": 1.8941801488399506,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00030/composite.mp4",
+        "mask": "samples/WILD_ENV002_00030/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00030/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00030/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:occlusion",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9,
+          "scene:occlusion": 0.85,
+          "scene:textured_background": 0.95
+        },
+        "evidence": "The dog is lying on dry grass, which creates a highly textured background. There is a subtle contact shadow underneath its paws and body, and the grass blades partially occlude the lower edges of its paws.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:07:47.341362+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.6543841593859174,
+          "rc_t": 0.05131841070147486
+        },
+        "score": 0.12371134020618559,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00031",
+      "source": "VOR-Wild",
+      "prompt": "Remove the medium-sized, light-brown dog with a dark muzzle and floppy ears, along with the soft cast shadow and the displacement of dry leaves it causes on the ground. Isolate the walking dog on a plain, uniform neutral gray background to create the foreground layer, and for the background layer, restore the ground covered in dry, brown leaves and the fallen logs that were directly behind it. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.7696888446807861,
+      "bg_mse": 0.01578032597899437,
+      "total_mse": 1.7854691706597805,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00031/composite.mp4",
+        "mask": "samples/WILD_ENV002_00031/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00031/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00031/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9,
+          "scene:textured_background": 0.95
+        },
+        "evidence": "The dog standing in the center of the forest path has subtle contact shadows on the leaf-covered ground beneath its paws. The background is highly textured with fallen leaves and dense trees.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:07:54.517119+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.6024818270556422,
+          "rc_t": 0.18216202398073245
+        },
+        "score": 0.38659793814432986,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00032",
+      "source": "VOR-Wild",
+      "prompt": "Remove the glowing, rectangular street lamp fixture and all of its effects, including the warm yellow glow illuminating the falling rain, the light cast on the building facades and windows, the bright glare, and the reflections on the wet overhead wires. The foreground layer should show only the stationary, glowing street lamp over a plain, uniform neutral gray background. For the background layer, restore the dark night sky and the crisscrossing overhead wires that were directly behind the lamp, while the rest of the scene stays exactly the same.",
+      "fg_mse": 2.1824700832366943,
+      "bg_mse": 0.018115166574716568,
+      "total_mse": 2.200585249811411,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00032/composite.mp4",
+        "mask": "samples/WILD_ENV002_00032/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00032/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00032/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:lighting_or_color_spill",
+        "geometry:thin_structure"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:lighting_or_color_spill": 0.95,
+          "geometry:thin_structure": 0.9
+        },
+        "evidence": "The target is a street lamp emitting light. The light spill illuminates the surrounding air, dust particles, and nearby building facade. Thin wires also cross in front of the lamp.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:08:01.046475+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.527703402523717,
+          "rc_t": 0.6992399953959282
+        },
+        "score": 0.7010309278350515,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00033",
+      "source": "VOR-Wild",
+      "prompt": "Remove the silver laptop with the bright white screen and the hands typing on its keyboard, along with the contact shadow on the person's lap and the bright white glow cast onto the person's face, torso, and the sofa cushions. The removed laptop and hands should be isolated on a plain, uniform neutral gray background. To fill the area directly behind the removed objects, restore the person's lap, torso, and the dark grey plush sofa cushions that were occluded, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.7596832513809204,
+      "bg_mse": 0.20245908200740814,
+      "total_mse": 1.9621423333883286,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00033/composite.mp4",
+        "mask": "samples/WILD_ENV002_00033/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00033/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00033/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:lighting_or_color_spill",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:lighting_or_color_spill": 0.9,
+          "scene:occlusion": 0.95
+        },
+        "evidence": "The laptop screen casts a subtle glow on the user's hands and face, representing a lighting/color spill effect. Additionally, the user's hands occlude parts of the laptop keyboard.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:08:07.646089+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5049077014301901,
+          "rc_t": 0.05970533041418594
+        },
+        "score": 0.44329896907216493,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00034",
+      "source": "VOR-Wild",
+      "prompt": "Remove the small, stationary bedside lamp with its brightly glowing white shade, along with the warm glow it casts on the nightstand and the soft light on the floral wallpaper. The removed lamp should be isolated on a plain, uniform neutral gray background. In the original video, restore the flat surface of the nightstand and the floral wallpaper that were directly behind the lamp, while the rest of the scene stays exactly the same.",
+      "fg_mse": 2.06915020942688,
+      "bg_mse": 0.005642453208565712,
+      "total_mse": 2.0747926626354456,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00034/composite.mp4",
+        "mask": "samples/WILD_ENV002_00034/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00034/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00034/bg_pred.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:reflection"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "small",
+        "reflection_type": "mirror",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 0.9,
+          "effect:reflection": 0.95
+        },
+        "evidence": "The target is a small lamp on a nightstand, and its reflection is clearly visible in the large mirror on the left side of the frame, separated from the physical object itself.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:08:13.938887+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.37153285121333657,
+          "rc_t": 0.2121134179557612
+        },
+        "score": 0.8195876288659794,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00035",
+      "source": "VOR-Wild",
+      "prompt": "Remove the dancer in the dark dress and black shoes as they leap and move dynamically across the frame, along with the soft reflections and shadows they cast on the highly reflective blue-grey floor. The dancer should be isolated on a plain, uniform neutral gray background, while the area they occluded is filled by restoring the reflective blue-grey floor and the view of the ballet barres in the background. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.2039355039596558,
+      "bg_mse": 0.040569476783275604,
+      "total_mse": 1.2445049807429314,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00035/composite.mp4",
+        "mask": "samples/WILD_ENV002_00035/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00035/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00035/bg_pred.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:reflection",
+        "motion:fast_subject_motion",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "large",
+        "mask_area": "small",
+        "reflection_type": "specular",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 0.9,
+          "effect:reflection": 0.95,
+          "motion:fast_subject_motion": 0.85,
+          "scene:occlusion": 0.8
+        },
+        "evidence": "The target legs are dancing on a highly reflective studio floor, creating prominent specular reflections that are spatially disconnected from the feet when they jump. The legs also move quickly and occasionally cross behind other dancers' legs.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:08:21.074197+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.492986888274377,
+          "rc_t": 0.5660164018696607
+        },
+        "score": 0.7757731958762887,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00036",
+      "source": "VOR-Wild",
+      "prompt": "Remove the young girl in the black ballet leotard and black ballet shoes, along with her reflections on the dark floor and in the large wall mirror. The foreground layer should display only the girl standing still in her ballet pose over a plain, uniform neutral gray background. For the background layer, restore the dark reflective floor and the wooden ballet barre that were occluded behind her, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.9473272562026978,
+      "bg_mse": 0.03269287198781967,
+      "total_mse": 1.9800201281905174,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00036/composite.mp4",
+        "mask": "samples/WILD_ENV002_00036/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00036/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00036/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:multi_effect",
+        "effect:reflection",
+        "effect:shadow",
+        "scene:crowd_or_many_instances",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "small",
+        "reflection_type": "multiple",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:multi_effect": 0.9,
+          "effect:reflection": 0.95,
+          "effect:shadow": 0.9,
+          "scene:crowd_or_many_instances": 0.95,
+          "scene:textured_background": 0.8
+        },
+        "evidence": "The target is a young ballerina standing in a dance studio. Her reflection is clearly visible in both the large mirror behind her and on the glossy floor surface. Additionally, there is a subtle contact shadow where her feet touch the floor.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:08:29.420271+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5886067144799779,
+          "rc_t": 0.04248122374216715
+        },
+        "score": 0.17268041237113402,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00037",
+      "source": "VOR-Wild",
+      "prompt": "Remove the young boy with red hair in the dark blue t-shirt and black athletic shorts, along with the soft cast shadows he throws onto the floor and wall, and his reflection on the polished floor. The foreground layer should display only the boy in his relaxed standing pose against a plain, uniform neutral gray background. In the background layer, restore the plain white wall and the polished grey floor that were directly behind him, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.4308691024780273,
+      "bg_mse": 0.06879302114248276,
+      "total_mse": 1.49966212362051,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00037/composite.mp4",
+        "mask": "samples/WILD_ENV002_00037/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00037/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00037/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:multi_effect",
+        "effect:reflection",
+        "effect:shadow",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "medium",
+        "reflection_type": "specular",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:multi_effect": 0.9,
+          "effect:reflection": 0.95,
+          "effect:shadow": 0.95,
+          "scene:occlusion": 0.95
+        },
+        "evidence": "The target boy standing on the left has a cast shadow on the wall behind him, a contact shadow on the floor, and a specular reflection on the glossy dance floor. He is also partially occluded by the wooden ballet barre.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:08:36.338690+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5571434077019446,
+          "rc_t": 0.056468525476623
+        },
+        "score": 0.2963917525773196,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00038",
+      "source": "VOR-Wild",
+      "prompt": "Remove the young ballerina on the left wearing a pink tutu, white tights, and white ballet slippers, along with her soft shadows, reflection, and contact points on the blue floor. In her place, restore the reflective blue floor and the white wall with metal ballet barres that were directly behind her. The rest of the scene stays exactly the same.",
+      "fg_mse": 0.9162500500679016,
+      "bg_mse": 0.08027291297912598,
+      "total_mse": 0.9965229630470276,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00038/composite.mp4",
+        "mask": "samples/WILD_ENV002_00038/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00038/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00038/bg_pred.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:multi_effect",
+        "effect:reflection",
+        "effect:shadow",
+        "scene:crowd_or_many_instances"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "medium",
+        "reflection_type": "specular",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 0.85,
+          "effect:multi_effect": 0.9,
+          "effect:reflection": 0.95,
+          "effect:shadow": 0.95,
+          "scene:crowd_or_many_instances": 0.9
+        },
+        "evidence": "The target ballerina's legs and skirt are masked. Her movements create both contact and cast shadows on the floor, as well as a specular reflection on the polished dance floor. When she jumps, these effects become disconnected from her body.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:08:43.632854+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.4428403568282891,
+          "rc_t": 0.20292379505061825
+        },
+        "score": 0.7474226804123711,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00039",
+      "source": "VOR-Wild",
+      "prompt": "Remove the young ballet dancer in the pink tutu, white tights, and white ballet slippers, along with her reflections and soft shadows on the blue floor. In her place, restore the reflective blue floor and the white wall that were occluded behind her, while the rest of the scene stays exactly the same. The removed dancer should be isolated on a plain, uniform neutral gray background.",
+      "fg_mse": 1.120118260383606,
+      "bg_mse": 0.252519816160202,
+      "total_mse": 1.372638076543808,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00039/composite.mp4",
+        "mask": "samples/WILD_ENV002_00039/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00039/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00039/bg_pred.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:reflection"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "medium",
+        "reflection_type": "specular",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 0.9,
+          "effect:reflection": 0.95
+        },
+        "evidence": "The target is a young ballerina whose legs and dress are reflected on the glossy dance studio floor. This reflection is clearly visible and spatially disconnected from the feet, extending downwards on the shiny surface.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:08:50.225870+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.47846180349842066,
+          "rc_t": 0.08442844710553254
+        },
+        "score": 0.5360824742268041,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00040",
+      "source": "VOR-Wild",
+      "prompt": "Remove the young dancer wearing dark shorts and black ballet shoes, along with their soft cast shadow and the reflection of their legs and feet from the polished floor. The dancer should be isolated on a plain, uniform neutral gray background, holding their pose with one leg extended forward and toe pointed. In the main video, restore the polished grey floor and the plain white wall that were occluded behind them, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.05405592918396,
+      "bg_mse": 0.16062457859516144,
+      "total_mse": 1.2146805077791214,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00040/composite.mp4",
+        "mask": "samples/WILD_ENV002_00040/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00040/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00040/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:multi_effect",
+        "effect:reflection",
+        "effect:shadow",
+        "scene:crowd_or_many_instances",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "medium",
+        "reflection_type": "specular",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:multi_effect": 0.9,
+          "effect:reflection": 0.95,
+          "effect:shadow": 0.85,
+          "scene:crowd_or_many_instances": 0.95,
+          "scene:occlusion": 0.85
+        },
+        "evidence": "The target is the rightmost dancer's legs and feet. Their reflection is clearly visible on the polished dance floor, along with a subtle contact shadow where the foot touches the floor.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:08:56.878732+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.4423280234474938,
+          "rc_t": 0.067771039311848
+        },
+        "score": 0.5721649484536082,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00041",
+      "source": "VOR-Wild",
+      "prompt": "Remove the white horse walking slowly from right to left in profile, along with the cast shadows, hoofprints, and disturbed sand it leaves on the sandy ground. The horse should be isolated on a plain, uniform neutral gray background, while the main scene is restored by filling in the sandy beach and the shaded palm tree grove that were occluded behind it. The rest of the scene stays exactly the same.",
+      "fg_mse": 3.1347696781158447,
+      "bg_mse": 0.04145161062479019,
+      "total_mse": 3.176221288740635,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00041/composite.mp4",
+        "mask": "samples/WILD_ENV002_00041/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00041/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00041/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:crowd_or_many_instances",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95,
+          "scene:crowd_or_many_instances": 0.9,
+          "scene:occlusion": 0.95
+        },
+        "evidence": "The white horse is the target mask. It casts a subtle shadow on the ground beneath it, and it is occluded by several palm tree trunks in the foreground as it walks.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:09:04.038723+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.6286213760249985,
+          "rc_t": 0.13924877373903377
+        },
+        "score": 0.30670103092783507,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00042",
+      "source": "VOR-Wild",
+      "prompt": "Isolate the back of the young woman's head and shoulders, showing her wavy light brown hair and dark brown hooded sweatshirt as a separate foreground layer over a plain, uniform neutral gray background. Remove her and her reflection from the scene, restoring the white marble tiled wall and the large mirror that were occluded behind her. The rest of the scene stays exactly the same.",
+      "fg_mse": 0.5100839138031006,
+      "bg_mse": 0.3542613685131073,
+      "total_mse": 0.8643452823162079,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00042/composite.mp4",
+        "mask": "samples/WILD_ENV002_00042/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00042/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00042/bg_pred.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:reflection",
+        "geometry:thin_structure"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "large",
+        "reflection_type": "mirror",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 1.0,
+          "effect:reflection": 1.0,
+          "geometry:thin_structure": 0.9
+        },
+        "evidence": "The target is a person looking into a mirror, creating a clear mirror reflection of the target that is spatially disconnected from the target mask. The target's hair also contains thin structures.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:09:10.691999+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.3953546224862702,
+          "rc_t": 0.057346870609674916
+        },
+        "score": 0.595360824742268,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00043",
+      "source": "VOR-Wild",
+      "prompt": "Remove the stationary lit table lamp with its beige fabric shade and dark, slender stand, along with the warm glow it casts on the wall behind it, the candelabra, and the two women seated at the table. Isolate the lamp as a separate foreground layer against a plain, uniform neutral gray background, and restore the plain, dark wall that was directly behind it. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.652564525604248,
+      "bg_mse": 0.07588695734739304,
+      "total_mse": 2.728451482951641,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00043/composite.mp4",
+        "mask": "samples/WILD_ENV002_00043/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00043/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00043/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:lighting_or_color_spill",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:lighting_or_color_spill": 0.9,
+          "scene:occlusion": 0.95
+        },
+        "evidence": "The target is the lamp shade in the background. It emits light, creating a warm glow/color spill on the wall behind it and on the candelabra in front of it. The candelabra also partially occludes the lamp shade.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:09:17.148660+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.38424600683781035,
+          "rc_t": 0.019375410343930703
+        },
+        "score": 0.5,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00044",
+      "source": "VOR-Wild",
+      "prompt": "Remove the small, fluffy white rabbit with light brown patches, along with the soft cast shadows it throws onto the white tablecloth and the pink ceramic dish. The rabbit, shown sniffing curiously with its nose twitching, should be isolated onto a plain, uniform neutral gray background. In the original video, restore the white tablecloth and the pink ceramic dish that were directly behind the removed rabbit, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.3733407258987427,
+      "bg_mse": 0.08862199634313583,
+      "total_mse": 1.4619627222418785,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00044/composite.mp4",
+        "mask": "samples/WILD_ENV002_00044/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00044/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00044/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9
+        },
+        "evidence": "The rabbit has a subtle contact shadow where its body and paws touch the table and the plate.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:09:23.203491+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.4305210390549315,
+          "rc_t": 0.08371425644465946
+        },
+        "score": 0.615979381443299,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00045",
+      "source": "VOR-Wild",
+      "prompt": "Remove the middle-aged woman with long hair in the light-colored blouse, along with her pen, the object in her lap, the shadows she casts on the sofa and wall, and the deformation of the sofa cushion. The foreground layer should show only her writing over a plain, uniform neutral gray background. In the background layer, restore the brown sofa and the wall that were directly behind her, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.0047430992126465,
+      "bg_mse": 0.2538372874259949,
+      "total_mse": 1.2585803866386414,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00045/composite.mp4",
+        "mask": "samples/WILD_ENV002_00045/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00045/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00045/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9
+        },
+        "evidence": "The woman sitting on the couch has a subtle contact shadow where her body and legs touch the sofa cushions.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:09:31.057481+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.4472903937309961,
+          "rc_t": 0.03955751770498561
+        },
+        "score": 0.4871134020618557,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00046",
+      "source": "VOR-Wild",
+      "prompt": "Separate the woman with long dark hair, wearing a black tracksuit with white side stripes and white cuffs, into a foreground layer over a plain, uniform neutral gray background, capturing her rhythmic dancing and arm movements. Remove her and her effects from the scene, including the hard cast shadow on the wall, the soft cast shadow on the floor, and her reflections in the silver disco balls. Inpaint the occluded area to restore the curved white cyclorama wall and floor that were behind her, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.1203707456588745,
+      "bg_mse": 0.09207811951637268,
+      "total_mse": 1.2124488651752472,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00046/composite.mp4",
+        "mask": "samples/WILD_ENV002_00046/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00046/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00046/bg_pred.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "large",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 0.95,
+          "effect:shadow": 1.0
+        },
+        "evidence": "The dancer casts a large, distinct shadow on the wall behind her, which is spatially disconnected from her body mask.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:09:39.907066+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5196396415772607,
+          "rc_t": 0.053120308214716735
+        },
+        "score": 0.36855670103092786,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00047",
+      "source": "VOR-Wild",
+      "prompt": "Remove the rapidly spinning orange translucent die along with its soft cast shadow and the subtle orange color cast from the fabric surface. The foreground layer should show only the spinning die over a plain, uniform neutral gray background. For the background layer, restore the dark, textured fabric surface that was occluded behind the die, ensuring the rest of the scene stays exactly the same.",
+      "fg_mse": 1.8109769821166992,
+      "bg_mse": 0.14329694211483002,
+      "total_mse": 1.9542739242315292,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00047/composite.mp4",
+        "mask": "samples/WILD_ENV002_00047/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00047/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00047/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:lighting_or_color_spill",
+        "effect:multi_effect",
+        "effect:shadow",
+        "effect:transparency_or_refraction",
+        "motion:fast_subject_motion",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:lighting_or_color_spill": 0.9,
+          "effect:multi_effect": 0.9,
+          "effect:shadow": 0.95,
+          "effect:transparency_or_refraction": 0.95,
+          "motion:fast_subject_motion": 0.8,
+          "scene:textured_background": 0.95
+        },
+        "evidence": "The spinning translucent orange die casts a soft shadow and a colored light spill onto the textured fabric surface. The die itself is highly refractive and transparent, showing internal light patterns as it spins rapidly.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:09:47.936300+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5083994080909292,
+          "rc_t": 0.10803741237776862
+        },
+        "score": 0.5206185567010309,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00048",
+      "source": "VOR-Wild",
+      "prompt": "Remove the brown cow with the white muzzle and bell, along with its soft cast shadow and the grass displacement beneath its hooves, separating it onto a plain, uniform neutral gray background. In the original video, restore the sunlit alpine meadow grass and scattered white wildflowers that were directly behind the cow. The rest of the scene stays exactly the same.",
+      "fg_mse": 3.226895332336426,
+      "bg_mse": 0.01313087623566389,
+      "total_mse": 3.2400262085720897,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00048/composite.mp4",
+        "mask": "samples/WILD_ENV002_00048/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00048/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00048/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9,
+          "scene:textured_background": 0.95
+        },
+        "evidence": "The target is a brown cow standing on a grassy field with a rocky mountain background. It has a small contact shadow on the grass beneath its hooves.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:09:57.036932+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.619761086110985,
+          "rc_t": 0.0787453040433141
+        },
+        "score": 0.21134020618556698,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00049",
+      "source": "VOR-Wild",
+      "prompt": "Remove the bright, glowing oval overhead lamp and all the effects it causes, including the strong white light cast on the woman's face, hands, upper body, open briefcase, and table, as well as the soft shadows cast by the woman, handcuffs, and briefcase. The removed lamp should be isolated as a foreground layer over a plain, uniform neutral gray background, while the area directly behind it is filled in to restore the dark ceiling. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.11665940284729,
+      "bg_mse": 0.26123252511024475,
+      "total_mse": 2.377891927957535,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00049/composite.mp4",
+        "mask": "samples/WILD_ENV002_00049/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00049/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00049/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:lighting_or_color_spill"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:lighting_or_color_spill": 0.9
+        },
+        "evidence": "The target is a bright overhead lamp. Its removal requires handling the strong glow and light spill immediately surrounding the lamp fixture.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:10:19.278028+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.6611098943256352,
+          "rc_t": 0.18515799726758683
+        },
+        "score": 0.3221649484536082,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00050",
+      "source": "VOR-Wild",
+      "prompt": "Remove the young girl with long dark hair in the light blue and red swimsuit, along with her contact points, shadows, and water splashes, placing her alone in her riding pose over a plain, uniform neutral gray background. In the original video, restore the sparkling blue pool water and the white inflatable unicorn float that were directly behind her. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.2325124740600586,
+      "bg_mse": 0.26850026845932007,
+      "total_mse": 2.5010127425193787,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00050/composite.mp4",
+        "mask": "samples/WILD_ENV002_00050/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00050/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00050/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:dynamic_background",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9,
+          "scene:dynamic_background": 0.8,
+          "scene:occlusion": 0.9
+        },
+        "evidence": "The target is a girl sitting on a unicorn float in a pool. Her shadow is cast onto the white surface of the unicorn float. The water in the background is dynamic, and she is partially occluded by the water stream from the water gun.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:10:29.367743+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5154993910171167,
+          "rc_t": 0.2418984391809559
+        },
+        "score": 0.6314432989690721,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00051",
+      "source": "VOR-Wild",
+      "prompt": "Remove the dark-colored tablet computer and the hands holding it horizontally from the scene, along with the glow on the boy's face and glasses, the reflection in his glasses, and the soft cast shadow on his shirt and hands. The removed tablet and hands should be isolated as a foreground layer against a plain, uniform neutral gray background. In the background layer, restore the boy's shirt and lap area that were occluded behind the tablet, while the rest of the scene remains exactly the same.",
+      "fg_mse": 2.0090644359588623,
+      "bg_mse": 0.044288866221904755,
+      "total_mse": 2.053353302180767,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00051/composite.mp4",
+        "mask": "samples/WILD_ENV002_00051/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00051/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00051/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:lighting_or_color_spill",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:lighting_or_color_spill": 0.95,
+          "scene:occlusion": 0.9
+        },
+        "evidence": "The tablet screen casts a strong blue light spill onto the boy's face and glasses, which is a lighting effect associated with the target. Additionally, the boy's hands partially occlude the tablet.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:10:37.887606+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.6040907038682464,
+          "rc_t": 0.040129341370183355
+        },
+        "score": 0.15463917525773196,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00052",
+      "source": "VOR-Wild",
+      "prompt": "Remove the stationary dark gray tablet computer, along with its bright blue screen glow illuminating the children's faces, hands, clothing, blanket, and bed surface, the screen reflection in the boy's glasses, and its contact shadows on the bed. The foreground layer should isolate only the tablet computer over a plain, uniform neutral gray background. For the background layer, restore the empty bed surface and blanket that were directly behind the removed tablet, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.5555013418197632,
+      "bg_mse": 0.06244846060872078,
+      "total_mse": 1.617949802428484,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00052/composite.mp4",
+        "mask": "samples/WILD_ENV002_00052/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00052/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00052/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:lighting_or_color_spill",
+        "effect:multi_effect",
+        "effect:shadow",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:lighting_or_color_spill": 0.95,
+          "effect:multi_effect": 0.85,
+          "effect:shadow": 0.85,
+          "scene:occlusion": 0.9
+        },
+        "evidence": "The tablet screen casts a strong blue light spill onto the faces and hands of the children looking at it. There is also a contact shadow where the tablet rests on the bed, and the girl's hand slightly occludes the side of the tablet.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:10:46.332616+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.3808969198898246,
+          "rc_t": 0.04349980483292251
+        },
+        "score": 0.5670103092783505,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00053",
+      "source": "VOR-Wild",
+      "prompt": "Remove the red smartphone from the hands, along with the soft cast shadow on the hands and chest and the bright, cool-toned glow illuminating the girl's face, hands, and blanket. Isolate the red smartphone held by hands, with fingers gripping the sides and back, onto a plain, uniform neutral gray background. In the background video, restore the girl's face and the blanket that were directly behind the phone, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.4094897508621216,
+      "bg_mse": 0.11101873219013214,
+      "total_mse": 1.5205084830522537,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00053/composite.mp4",
+        "mask": "samples/WILD_ENV002_00053/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00053/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00053/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:lighting_or_color_spill",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:lighting_or_color_spill": 0.9,
+          "scene:occlusion": 0.95
+        },
+        "evidence": "The target is a red smartphone held by a girl in bed. The screen of the phone casts a strong blue light spill onto the girl's face and pillow, which is a lighting/color spill effect. Additionally, the girl's fingers partially occlude the phone.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:10:52.778717+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.473303562780727,
+          "rc_t": 0.025074614402433783
+        },
+        "score": 0.39948453608247425,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00054",
+      "source": "VOR-Wild",
+      "prompt": "Remove the tablet computer propped up in its dark blue protective stand case, along with the small stylus resting nearby. This includes removing the bright white glow it casts on the children's faces, hands, and pillows, the contact shadows on the bed surface, and the slight depression in the bedding. Isolate the tablet and stylus on a plain, uniform neutral gray background, and fill the area directly behind them by restoring the soft pillows and blankets on the bed. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.4324262142181396,
+      "bg_mse": 0.05128678306937218,
+      "total_mse": 1.4837129972875118,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00054/composite.mp4",
+        "mask": "samples/WILD_ENV002_00054/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00054/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00054/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:lighting_or_color_spill",
+        "effect:multi_effect",
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "large",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:lighting_or_color_spill": 0.95,
+          "effect:multi_effect": 0.9,
+          "effect:shadow": 0.9
+        },
+        "evidence": "The tablet screen casts a strong light spill onto the girl's face and hands, which is a major lighting effect associated with the target. There is also a subtle contact shadow where the tablet stand rests on the sofa.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:10:59.707173+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.49495745855972717,
+          "rc_t": 0.11859150926433801
+        },
+        "score": 0.5721649484536082,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00055",
+      "source": "VOR-Wild",
+      "prompt": "Remove the small, fluffy tan and white Pembroke Welsh Corgi running and bounding energetically forward, along with its soft cast shadow, footprints, and the disturbed snow it creates. Place this running corgi on a plain, uniform neutral gray background as a separate foreground layer. In the background layer, restore the pristine, undisturbed white snow in the field that was previously occluded behind the dog, while the rest of the scene stays exactly the same.",
+      "fg_mse": 2.270808696746826,
+      "bg_mse": 0.007526786997914314,
+      "total_mse": 2.2783354837447405,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00055/composite.mp4",
+        "mask": "samples/WILD_ENV002_00055/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00055/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00055/bg_pred.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:shadow",
+        "motion:fast_subject_motion"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 0.9,
+          "effect:shadow": 0.95,
+          "motion:fast_subject_motion": 0.85
+        },
+        "evidence": "The corgi running on the snow casts a distinct shadow on the ground. As the dog jumps in the air, the shadow becomes disconnected from its body.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:11:13.840984+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5291995595787551,
+          "rc_t": 0.33744334475032395
+        },
+        "score": 0.634020618556701,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00056",
+      "source": "VOR-Wild",
+      "prompt": "Remove the floor lamp with the white lampshade and thin stand, along with the warm glow and soft shadow it casts on the wall, the teepee tent, and the floor. The removed lamp should be isolated on a plain, uniform neutral gray background, while the area directly behind it is restored with the plain, warm-toned wall. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.782473087310791,
+      "bg_mse": 0.06553766131401062,
+      "total_mse": 1.8480107486248016,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00056/composite.mp4",
+        "mask": "samples/WILD_ENV002_00056/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00056/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00056/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:lighting_or_color_spill",
+        "effect:shadow",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "large",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:lighting_or_color_spill": 0.95,
+          "effect:shadow": 0.9,
+          "scene:occlusion": 0.85
+        },
+        "evidence": "The target is a floor lamp that casts a warm light spill onto the surrounding wall, teepee, and floor, as well as casting soft shadows behind it. The teepee structure also partially occludes the lamp stand.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:11:21.384777+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5017073370370048,
+          "rc_t": 0.031145699862120808
+        },
+        "score": 0.37371134020618557,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00057",
+      "source": "VOR-Wild",
+      "prompt": "Remove the small, glowing white spherical lamp along with the warm yellow glow it casts on the boy's face, hands, clothing, and book, its glow on the window seat cushion and surrounding pillows, its reflection in the window glass, and its soft cast shadow on the window seat. The removed lamp should be isolated as a foreground layer on a plain, uniform neutral gray background, while the area it occluded is filled by restoring the window seat cushion and the window glass directly behind it. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.6851614713668823,
+      "bg_mse": 0.0068395002745091915,
+      "total_mse": 1.6920009716413915,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00057/composite.mp4",
+        "mask": "samples/WILD_ENV002_00057/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00057/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00057/bg_pred.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:lighting_or_color_spill",
+        "effect:multi_effect",
+        "effect:reflection"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "small",
+        "reflection_type": "glass",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 0.85,
+          "effect:lighting_or_color_spill": 0.9,
+          "effect:multi_effect": 0.9,
+          "effect:reflection": 0.95
+        },
+        "evidence": "The glowing ball lamp has a clear reflection on the window glass to its left, as well as a secondary reflection further left. It also spills warm light onto the surrounding window sill and the boy's book.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:11:28.018076+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.3701697791576341,
+          "rc_t": 0.21069752433585384
+        },
+        "score": 0.8195876288659794,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00058",
+      "source": "VOR-Wild",
+      "prompt": "Remove the small, cylindrical table lamp with its woven, light-brown shade and thin black metal stand, along with the warm yellow glow and soft cast shadows it throws onto the wooden nightstand and the white brick wall behind it. Isolate the glowing lamp on a plain, uniform neutral gray background to create the foreground layer. For the background layer, restore the clean surface of the wooden nightstand and the white brick wall that were occluded behind the lamp, while the rest of the scene remains exactly the same.",
+      "fg_mse": 1.7767516374588013,
+      "bg_mse": 0.02116568386554718,
+      "total_mse": 1.7979173213243484,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00058/composite.mp4",
+        "mask": "samples/WILD_ENV002_00058/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00058/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00058/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:lighting_or_color_spill",
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:lighting_or_color_spill": 0.9,
+          "effect:shadow": 0.85
+        },
+        "evidence": "The target is a glowing bedside lamp. Its removal requires handling the warm light spill cast onto the surrounding brick wall and wooden table, as well as the subtle cast shadow underneath the table stand.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:11:36.568769+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.6712111770887979,
+          "rc_t": 0.0156384927255136
+        },
+        "score": 0.023195876288659795,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00059",
+      "source": "VOR-Wild",
+      "prompt": "Remove the classic table lamp with its flared white shade and decorated ceramic base, along with the warm yellow glow it casts on the man's face, shirt, jacket, the red wall, the nightstand, books, ashtray, bed pillows, and headboard, as well as the soft shadows on the red wall and nightstand. The removed lamp should be isolated on a plain, uniform neutral gray background, while the area it occluded is restored by filling in the solid red wall and the wooden nightstand that were directly behind it. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.871164321899414,
+      "bg_mse": 0.07513172179460526,
+      "total_mse": 1.9462960436940193,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00059/composite.mp4",
+        "mask": "samples/WILD_ENV002_00059/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00059/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00059/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:lighting_or_color_spill",
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "large",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:lighting_or_color_spill": 0.95,
+          "effect:shadow": 0.9
+        },
+        "evidence": "The target is a table lamp. Its removal requires handling the cast shadow on the wall behind it, as well as the extensive warm yellow light spill and illumination cast across the entire scene, including the bed, the wall, and the man sitting in the chair.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:11:45.061430+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.4225805483628965,
+          "rc_t": 0.0822591146937123
+        },
+        "score": 0.6262886597938144,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00060",
+      "source": "VOR-Wild",
+      "prompt": "Remove the small dark brown and tan Chihuahua mix dog along with the soft cast shadow it throws onto the beige floor. The foreground layer should show only the dog sitting on its hind legs and tilting its head over a plain, uniform neutral gray background. For the background layer, restore the solid, warm beige studio backdrop that was occluded behind the dog, ensuring the rest of the scene stays exactly the same.",
+      "fg_mse": 1.05348801612854,
+      "bg_mse": 0.13534538447856903,
+      "total_mse": 1.188833400607109,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00060/composite.mp4",
+        "mask": "samples/WILD_ENV002_00060/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00060/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00060/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95
+        },
+        "evidence": "The dog's body is masked, and it casts a soft contact and cast shadow on the floor directly beneath its paws and body.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:11:51.508885+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5749191735441134,
+          "rc_t": 0.12313776048533435
+        },
+        "score": 0.38402061855670105,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00061",
+      "source": "VOR-Wild",
+      "prompt": "Remove the roaring male lion with its thick, dark brown mane and tan fur, along with the soft shadow it casts on the grass behind the rock. In the area where the lion was standing, restore the textured grey rock and the tall grass that were occluded behind it. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.986539840698242,
+      "bg_mse": 0.06927739828824997,
+      "total_mse": 3.055817238986492,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00061/composite.mp4",
+        "mask": "samples/WILD_ENV002_00061/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00061/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00061/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:occlusion",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9,
+          "scene:occlusion": 0.95,
+          "scene:textured_background": 0.9
+        },
+        "evidence": "The lion stands behind a large rock, which occludes its lower legs. It casts a subtle shadow onto the ground behind it, and the background consists of highly textured green foliage.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:11:58.556629+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.44486005016968994,
+          "rc_t": 0.06881001552375382
+        },
+        "score": 0.5670103092783505,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00062",
+      "source": "VOR-Wild",
+      "prompt": "Isolate the young woman with short brown hair, red lipstick, and a black shirt into a separate foreground layer against a plain, uniform neutral gray background, capturing her subtle leaning-back motion. Remove her and her effects from the original video, and restore the white wall and the large mirror that were directly behind her. The rest of the scene must stay exactly the same.",
+      "fg_mse": 0.6675678491592407,
+      "bg_mse": 0.31847700476646423,
+      "total_mse": 0.986044853925705,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00062/composite.mp4",
+        "mask": "samples/WILD_ENV002_00062/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00062/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00062/bg_pred.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:reflection"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "medium",
+        "reflection_type": "mirror",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 0.9,
+          "effect:reflection": 0.95
+        },
+        "evidence": "The target woman is standing next to a mirror, which clearly reflects her back and side profile. This reflection is spatially disconnected from the target mask itself.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:12:05.164973+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.33241028816023316,
+          "rc_t": 0.09041838838450225
+        },
+        "score": 0.6881443298969072,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00063",
+      "source": "VOR-Wild",
+      "prompt": "Remove the woman with short, wavy brown hair wearing a black top, along with her reflection in the vanity mirror, her contact with the chair, and the soft shadow she casts on the vanity table and the wall behind her. The foreground layer should show only the woman gesturing with her right hand over a plain, uniform neutral gray background. In the background layer, restore the light wooden vanity table, the chair, the mirror, and the white wall that were directly behind her, while the rest of the scene stays exactly the same.",
+      "fg_mse": 0.7803303003311157,
+      "bg_mse": 0.1939627081155777,
+      "total_mse": 0.9742930084466934,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00063/composite.mp4",
+        "mask": "samples/WILD_ENV002_00063/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00063/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00063/bg_pred.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:reflection"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "medium",
+        "reflection_type": "mirror",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 0.9,
+          "effect:reflection": 0.95
+        },
+        "evidence": "The target is a woman sitting in front of a vanity mirror. Her reflection is clearly visible in the mirror, which is spatially disconnected from the target mask itself.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:12:11.753876+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.44563576387309256,
+          "rc_t": 0.10064141575824767
+        },
+        "score": 0.6185567010309279,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00064",
+      "source": "VOR-Wild",
+      "prompt": "Remove the large, thick-wooled sheep with curved horns and the soft cast shadow it throws onto the grass beneath its hooves. Place this sheep on a plain, uniform neutral gray background as a separate foreground layer, showing its subtle head and ear movements. In the background layer, restore the lush green pasture that was directly behind the sheep, leaving the rest of the scene exactly the same.",
+      "fg_mse": 3.2223124504089355,
+      "bg_mse": 0.10263203084468842,
+      "total_mse": 3.324944481253624,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00064/composite.mp4",
+        "mask": "samples/WILD_ENV002_00064/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00064/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00064/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:crowd_or_many_instances"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95,
+          "scene:crowd_or_many_instances": 0.9
+        },
+        "evidence": "The target sheep has a visible contact shadow and a subtle cast shadow on the grass beneath its feet. There are multiple other sheep in close proximity, representing a crowd/many instances scene.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:12:18.418068+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5570359604200793,
+          "rc_t": 0.016659543078432797
+        },
+        "score": 0.1984536082474227,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00065",
+      "source": "VOR-Wild",
+      "prompt": "Separate the stationary concrete platform remnant, which consists of a small, flat, irregular slab supported by a single dark pillar, into its own foreground layer displayed over a plain, uniform neutral gray background. Remove the platform, its contact point with the water, and its reflection from the scene, and restore the calm, reflective water surface that was directly behind them. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.313942551612854,
+      "bg_mse": 0.016767291352152824,
+      "total_mse": 1.3307098429650068,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00065/composite.mp4",
+        "mask": "samples/WILD_ENV002_00065/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00065/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00065/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:no_visible_associated_effect"
+      ],
+      "attributes": {
+        "effect_extent": "none",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:no_visible_associated_effect": 0.9
+        },
+        "evidence": "The target is a small, partially collapsed concrete structure on the left side of the ruins. Although the main gazebo structure has a prominent reflection in the water, the target structure itself is mostly flat, low to the water, and does not produce any clearly visible reflection or shadow in the surrounding water.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:12:25.233214+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5342402847041494,
+          "rc_t": 0.26259461812900775
+        },
+        "score": 0.5902061855670103,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00066",
+      "source": "VOR-Wild",
+      "prompt": "Remove the open silver laptop, along with the bright white screen glow it casts on the woman's face, neck, and shirt, the soft contact shadows on the bedsheets, and the white light reflecting in her eyes. The foreground layer should show only the open silver laptop with its screen emitting a bright, cool white light, isolated against a plain, uniform neutral gray background. In the background layer, restore the white bedsheets and the woman's hands that were occluded behind the laptop, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.5656461715698242,
+      "bg_mse": 0.10906548798084259,
+      "total_mse": 1.6747116595506668,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00066/composite.mp4",
+        "mask": "samples/WILD_ENV002_00066/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00066/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00066/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:lighting_or_color_spill"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:lighting_or_color_spill": 0.95
+        },
+        "evidence": "The laptop screen casts a bright white light onto the woman's face, shirt, and the headboard behind her, which is a strong lighting/color spill effect associated with the target.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:12:33.092699+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.45553873780405724,
+          "rc_t": 0.0077355653047561646
+        },
+        "score": 0.39690721649484534,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00067",
+      "source": "VOR-Wild",
+      "prompt": "Remove the middle-aged blonde woman wearing a light purple button-down shirt and white top, along with her purple smartphone and the soft cast shadows she throws onto the wooden counter and the pink chair backrest. The foreground layer should show only her holding the phone and touching her temple with a worried expression against a plain, uniform neutral gray background. For the background layer, restore the wooden counter, pink chair, and the mirrored salon interior that were directly behind her, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.5883584022521973,
+      "bg_mse": 0.25697746872901917,
+      "total_mse": 1.8453358709812164,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00067/composite.mp4",
+        "mask": "samples/WILD_ENV002_00067/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00067/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00067/bg_pred.mp4"
+      },
+      "tags": [
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "none",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "scene:textured_background": 0.8
+        },
+        "evidence": "The target is a woman holding a phone in a salon. There are no visible shadows or reflections cast by her onto the surrounding environment that need to be removed, making it a case of no visible associated effect.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:12:41.780716+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5661305663822195,
+          "rc_t": 0.01090193034103203
+        },
+        "score": 0.15463917525773196,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00069",
+      "source": "VOR-Wild",
+      "prompt": "Isolate the martial artist wearing a black gi with a yellow belt and patches as they step forward and initiate a throwing motion, placing them on a plain, uniform neutral gray background. Remove the martial artist and the soft cast shadow and contact points they make with the floor, restoring the light grey tatami mat floor and the dark grey curtain that were occluded behind them. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.413445234298706,
+      "bg_mse": 0.15530337393283844,
+      "total_mse": 1.5687486082315445,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00069/composite.mp4",
+        "mask": "samples/WILD_ENV002_00069/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00069/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00069/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95
+        },
+        "evidence": "The target person in the black gi with the yellow belt casts a distinct shadow on the mat, which includes both contact shadow under the feet and a soft cast shadow extending to the left.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:12:48.014670+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5414879589040622,
+          "rc_t": 0.05387949960206838
+        },
+        "score": 0.3195876288659794,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00070",
+      "source": "VOR-Wild",
+      "prompt": "Remove the rectangular glowing smartphone and all of its effects, including the bright white glow on the man's face, hands, pillow, and sheets, as well as the soft shadows cast by his hands and face. Inpaint the area behind the removed phone by restoring the man's empty hands resting near his face on the white pillow. The rest of the scene stays exactly the same, with the foreground phone isolated on a plain, uniform neutral gray background.",
+      "fg_mse": 1.9483357667922974,
+      "bg_mse": 0.04101867973804474,
+      "total_mse": 1.989354446530342,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00070/composite.mp4",
+        "mask": "samples/WILD_ENV002_00070/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00070/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00070/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:lighting_or_color_spill"
+      ],
+      "attributes": {
+        "effect_extent": "large",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:lighting_or_color_spill": 0.95
+        },
+        "evidence": "The target is the smartphone held by the woman on the left. The screen of this phone casts a strong, bright light spill onto her face, hands, and the surrounding bedding, which is a prominent lighting/color spill effect.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:12:55.559618+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.4716355118370095,
+          "rc_t": 1.1839539832259351
+        },
+        "score": 0.8608247422680413,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00071",
+      "source": "VOR-Wild",
+      "prompt": "Remove the small beagle puppy with black, brown, and white fur, along with the soft cast shadows it throws onto the wooden floor and the edge of the blue yoga mat. The foreground layer should show only the puppy sitting on its hind legs looking upwards over a plain, uniform neutral gray background. In the background layer, restore the polished wooden floor and the edge of the blue yoga mat that were previously occluded by the puppy, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.8277453184127808,
+      "bg_mse": 0.024674059823155403,
+      "total_mse": 1.8524193782359362,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00071/composite.mp4",
+        "mask": "samples/WILD_ENV002_00071/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00071/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00071/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95,
+          "scene:textured_background": 0.9
+        },
+        "evidence": "The puppy's shadow is visible on the blue yoga mat and the wooden floor.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:13:02.615818+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5748150774902312,
+          "rc_t": 0.13123811776348035
+        },
+        "score": 0.39690721649484534,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00072",
+      "source": "VOR-Wild",
+      "prompt": "Remove the mature man in the burgundy sweater along with the hard cast shadow he throws onto the illuminated wall to his left. The foreground layer should display only the man with his white hair, beard, and crossed arms against a plain, uniform neutral gray background. In the background layer, restore the plain wall and the sharp, vertical beam of warm light that were occluded behind him, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.5783650875091553,
+      "bg_mse": 0.726335883140564,
+      "total_mse": 2.3047009706497192,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00072/composite.mp4",
+        "mask": "samples/WILD_ENV002_00072/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00072/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00072/bg_pred.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "large",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 0.95,
+          "effect:shadow": 1.0
+        },
+        "evidence": "The target man casts a prominent shadow on the wall behind him, which is partially disconnected from his main body silhouette.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:13:10.415809+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.44259404866897195,
+          "rc_t": 0.13951237608746783
+        },
+        "score": 0.6958762886597938,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00073",
+      "source": "VOR-Wild",
+      "prompt": "Remove the woman in the green crop top and camouflage leggings from the scene, including the soft cast shadows she throws onto the wooden floor and the white mats. In her place, restore the light wooden flooring and the white mats that were directly behind her, ensuring the rest of the scene stays exactly the same. The removed woman should be isolated on a plain, uniform neutral gray background as she walks forward, turns, and looks to her left.",
+      "fg_mse": 2.107985734939575,
+      "bg_mse": 0.03691187873482704,
+      "total_mse": 2.1448976136744022,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00073/composite.mp4",
+        "mask": "samples/WILD_ENV002_00073/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00073/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00073/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9
+        },
+        "evidence": "The target is a woman walking on a light-colored floor. There is a subtle contact shadow under her bare feet as she walks, but no other significant associated effects are visible.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:13:16.491846+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5670164269508515,
+          "rc_t": 0.038253525441809134
+        },
+        "score": 0.21391752577319584,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00074",
+      "source": "VOR-Wild",
+      "prompt": "Remove the young boy with braided hair in the red sleeveless shirt and camo shorts, along with his hard cast shadow and contact points on the asphalt. Isolate him onto a plain, uniform neutral gray background while maintaining his low dribbling stance and rapid arm movements. In the original video, restore the painted asphalt court and the chain-link fence that were occluded behind him, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.406630277633667,
+      "bg_mse": 0.205769881606102,
+      "total_mse": 1.612400159239769,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00074/composite.mp4",
+        "mask": "samples/WILD_ENV002_00074/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00074/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00074/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95,
+          "scene:occlusion": 0.9
+        },
+        "evidence": "The target is a young boy playing basketball. His body casts a distinct shadow on the ground, which is partially connected to his feet and partially cast away. The basketball also occludes his hands and body at various points during the dribbling motion.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:13:23.082376+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.6513808501794024,
+          "rc_t": 0.04634965169275378
+        },
+        "score": 0.11855670103092783,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00075",
+      "source": "VOR-Wild",
+      "prompt": "Isolate the large, hairy black spider with its long, spindly legs slowly crawling and articulating into a separate foreground layer displayed against a plain, uniform neutral gray background. Remove the spider and the soft contact shadows it casts on the wall, and restore the smooth, plain white wall with its subtle gradient of soft, cool-toned light that was occluded behind them. The rest of the scene stays exactly the same.",
+      "fg_mse": 0.40649521350860596,
+      "bg_mse": 0.13496552407741547,
+      "total_mse": 0.5414607375860214,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00075/composite.mp4",
+        "mask": "samples/WILD_ENV002_00075/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00075/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00075/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "geometry:thin_structure"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95,
+          "geometry:thin_structure": 0.95
+        },
+        "evidence": "The spider has thin legs (thin structure) and casts a subtle shadow on the wall behind it.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:13:34.899932+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5370712234883274,
+          "rc_t": 0.38970910509427387
+        },
+        "score": 0.6237113402061856,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00076",
+      "source": "VOR-Wild",
+      "prompt": "Remove the bright, glowing white, oval-shaped light fixture from the wall, along with the bright white glow it casts on the surrounding wall and the sharp downward shadow of the crucifix. Isolate the light fixture onto a plain, uniform neutral gray background to create the foreground layer, and restore the plain, light-colored wall that was occluded behind it to complete the clean background layer. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.6924248933792114,
+      "bg_mse": 0.17830131947994232,
+      "total_mse": 1.8707262128591537,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00076/composite.mp4",
+        "mask": "samples/WILD_ENV002_00076/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00076/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00076/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:no_visible_associated_effect"
+      ],
+      "attributes": {
+        "effect_extent": "none",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:no_visible_associated_effect": 0.9
+        },
+        "evidence": "The target mask is a glowing wall lamp above a crucifix. There are no visible shadows, reflections, or other physical effects associated with the lamp itself on the surrounding wall within the masked area, as the light emission is treated as the target itself.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:13:45.334911+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5075508699315302,
+          "rc_t": 0.12253036900955143
+        },
+        "score": 0.5489690721649485,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00077",
+      "source": "VOR-Wild",
+      "prompt": "Remove the tiny, light-grey frog from the central leaf, along with the soft cast shadow it throws on the leaf's surface. The removed frog should be isolated on a plain, uniform neutral gray background, while the area it was occluding is filled in to seamlessly restore the green leaf's texture and veins. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.929884672164917,
+      "bg_mse": 0.014491003006696701,
+      "total_mse": 1.9443756751716137,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00077/composite.mp4",
+        "mask": "samples/WILD_ENV002_00077/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00077/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00077/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9,
+          "scene:occlusion": 0.95
+        },
+        "evidence": "The target is a small frog sitting on a leaf. It has a small contact shadow underneath its body, and it is partially occluded by foreground leaves in the camera's line of sight.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:13:51.393390+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5185020608095005,
+          "rc_t": 0.13685753712287316
+        },
+        "score": 0.5309278350515464,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00078",
+      "source": "VOR-Wild",
+      "prompt": "Remove the brown and white pony as it rolls on its back, kicks its legs, and stands up, along with its physical contact marks and the soft cast shadow it throws onto the dirt patch and grass. The pony should be isolated on its own layer against a plain, uniform neutral gray background, while the main video is restored by filling in the dirt patch and green grass that were occluded behind it. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.66517972946167,
+      "bg_mse": 0.03790922090411186,
+      "total_mse": 2.703088950365782,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00078/composite.mp4",
+        "mask": "samples/WILD_ENV002_00078/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00078/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00078/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:secondary_physical_effect",
+        "effect:shadow",
+        "geometry:thin_structure",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:secondary_physical_effect": 0.95,
+          "effect:shadow": 0.9,
+          "geometry:thin_structure": 0.95,
+          "scene:occlusion": 0.95
+        },
+        "evidence": "The horse rolling on the ground kicks up dust and dirt (secondary physical effect), casts a shadow on the ground, is occluded by the fence wire in the foreground (thin structure), and is partially occluded by the dirt mound on the right.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:13:58.575717+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.4664769002382408,
+          "rc_t": 0.04655687920945354
+        },
+        "score": 0.4896907216494845,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00079",
+      "source": "VOR-Wild",
+      "prompt": "Remove the fluffy sheep with the black face and ears, along with its soft cast shadow and the hoof contact points on the grass. The sheep should be isolated on its own layer against a plain, uniform neutral gray background, while the area directly behind it is filled in by restoring the green grassy pasture. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.577172040939331,
+      "bg_mse": 0.07066003233194351,
+      "total_mse": 2.6478320732712746,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00079/composite.mp4",
+        "mask": "samples/WILD_ENV002_00079/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00079/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00079/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95,
+          "scene:textured_background": 0.9
+        },
+        "evidence": "The sheep has a visible cast shadow on the grassy ground directly beneath and around its feet.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:14:06.692606+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.6584864669963875,
+          "rc_t": 0.03702200107997463
+        },
+        "score": 0.07989690721649483,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00080",
+      "source": "VOR-Wild",
+      "prompt": "Remove the small black lamb and the soft cast shadow it throws onto the grass, restoring the green grassy pasture that was occluded behind it. The foreground layer should isolate the small black lamb, showing it standing and shifting its weight against a plain, uniform neutral gray background. The rest of the scene stays exactly the same.",
+      "fg_mse": 3.0447604656219482,
+      "bg_mse": 0.005465567111968994,
+      "total_mse": 3.0502260327339172,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00080/composite.mp4",
+        "mask": "samples/WILD_ENV002_00080/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00080/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00080/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:crowd_or_many_instances"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9,
+          "scene:crowd_or_many_instances": 0.8
+        },
+        "evidence": "The target is a small black lamb standing on the grass. It casts a subtle shadow on the ground beneath and slightly behind it, which is the only visible associated effect.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:14:13.590447+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5174506726972922,
+          "rc_t": 0.1937282554450705
+        },
+        "score": 0.5902061855670103,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00081",
+      "source": "VOR-Wild",
+      "prompt": "Remove the white cat with brown and tan patches and its red bandana from the scene, including the soft cast shadow and faint reflection it casts on the tiled floor beneath it. In the area where the cat was, restore the large grey kitchen tiles that were occluded behind it, ensuring the rest of the scene stays exactly the same. The removed cat should be isolated on a plain, uniform neutral gray background, showing it licking its paw and yawning.",
+      "fg_mse": 0.8208017349243164,
+      "bg_mse": 0.3142268657684326,
+      "total_mse": 1.135028600692749,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00081/composite.mp4",
+        "mask": "samples/WILD_ENV002_00081/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00081/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00081/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:multi_effect",
+        "effect:reflection",
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "large",
+        "reflection_type": "specular",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:multi_effect": 0.9,
+          "effect:reflection": 0.9,
+          "effect:shadow": 0.95
+        },
+        "evidence": "The cat's body casts a contact shadow on the tiled floor, and there is a subtle specular reflection of the cat visible on the polished floor surface and the stainless steel refrigerator door.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:14:20.708735+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.46443223113110343,
+          "rc_t": 0.03796662862707929
+        },
+        "score": 0.4639175257731959,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00083",
+      "source": "VOR-Wild",
+      "prompt": "Remove the fluffy orange kitten and its small dark and white toy from the scene, including the soft cast shadows they cast on the floral cushion and the lower edge of the beige pillow, as well as the contact deformation on the floral cushion. The kitten and its toy should be isolated on a plain, uniform neutral gray background as a separate foreground layer. In the background layer, restore the floral-patterned seat cushion and the lower edge of the beige pillow that were occluded behind them, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.265734314918518,
+      "bg_mse": 0.1401270180940628,
+      "total_mse": 1.4058613330125809,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00083/composite.mp4",
+        "mask": "samples/WILD_ENV002_00083/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00083/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00083/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95,
+          "scene:textured_background": 0.9
+        },
+        "evidence": "The kitten casts a soft shadow on the sofa cushion behind it and makes contact shadows on the patterned sofa surface.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:14:28.442648+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5029190447042476,
+          "rc_t": 0.09443109217273972
+        },
+        "score": 0.5154639175257731,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00084",
+      "source": "VOR-Wild",
+      "prompt": "Remove the person holding the umbrella from the scene, including their dark reflection and contact points on the wet pavement, and place them on a plain, uniform neutral gray background as a separate foreground layer. In the main video, restore the wet, rain-slicked city pavement and the vibrant neon reflections from the storefronts that were previously occluded behind them. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.7051031589508057,
+      "bg_mse": 0.0369315966963768,
+      "total_mse": 2.7420347556471825,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00084/composite.mp4",
+        "mask": "samples/WILD_ENV002_00084/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00084/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00084/bg_pred.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:reflection"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "small",
+        "reflection_type": "water",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 0.9,
+          "effect:reflection": 0.95
+        },
+        "evidence": "The target person standing in the rain has a reflection on the wet, glossy asphalt surface below, which is separated from the target's feet due to the camera angle and wet ground gap.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:14:35.668017+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.550901512798644,
+          "rc_t": 0.060323126483381825
+        },
+        "score": 0.32731958762886604,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00085",
+      "source": "VOR-Wild",
+      "prompt": "Remove the fluffy white rabbit, along with its soft cast shadow and the flattened grass beneath it. In the foreground layer, isolate the rabbit in its resting pose, showing its slight nose and ear movements against a plain, uniform neutral gray background. For the clean background layer, restore the green grassy field that was directly behind and underneath the rabbit, ensuring the rest of the scene stays exactly the same.",
+      "fg_mse": 3.02956223487854,
+      "bg_mse": 0.007047753781080246,
+      "total_mse": 3.0366099886596203,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00085/composite.mp4",
+        "mask": "samples/WILD_ENV002_00085/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00085/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00085/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9,
+          "scene:textured_background": 0.8
+        },
+        "evidence": "The target is a white rabbit sitting on the grass. It has a small contact shadow underneath it on the grass, and the background is textured grass.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:14:42.369377+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5090464857133044,
+          "rc_t": 0.050299326894144535
+        },
+        "score": 0.3943298969072165,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00086",
+      "source": "VOR-Wild",
+      "prompt": "Remove the black dog running forward from behind, along with its leash, the soft shadow it casts on the sand, and the paw prints it leaves behind. The foreground layer should isolate the black dog with its rapidly moving legs over a plain, uniform neutral gray background. In the background layer, restore the flat sandy beach that was directly behind the dog, while the rest of the scene stays exactly the same.",
+      "fg_mse": 2.081376075744629,
+      "bg_mse": 0.010478129610419273,
+      "total_mse": 2.091854205355048,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00086/composite.mp4",
+        "mask": "samples/WILD_ENV002_00086/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00086/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00086/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "geometry:thin_structure",
+        "motion:camera_motion"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95,
+          "geometry:thin_structure": 0.85,
+          "motion:camera_motion": 0.9
+        },
+        "evidence": "The target is a black dog running on a sandy beach. It casts a small shadow on the sand, and is attached to a thin leash held by its owner. The camera is moving dynamically behind another dog.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:14:49.855927+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.4696724203780063,
+          "rc_t": 0.8025556424935093
+        },
+        "score": 0.8530927835051547,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00087",
+      "source": "VOR-Wild",
+      "prompt": "Remove the small black dog wearing a white collar and harness, along with its soft cast shadow, its paw prints in the sand, and the leash connecting it to the man's hand. In the foreground layer, isolate the walking dog over a plain, uniform neutral gray background. For the background layer, restore the sandy beach that was occluded behind the dog, while the rest of the scene stays exactly the same.",
+      "fg_mse": 2.1121761798858643,
+      "bg_mse": 0.01667178049683571,
+      "total_mse": 2.1288479603827,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00087/composite.mp4",
+        "mask": "samples/WILD_ENV002_00087/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00087/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00087/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "geometry:thin_structure",
+        "scene:dynamic_background",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95,
+          "geometry:thin_structure": 0.85,
+          "scene:dynamic_background": 0.9,
+          "scene:textured_background": 0.95
+        },
+        "evidence": "The target is a black dog walking on a sandy beach. It casts a subtle contact and cast shadow on the textured sand. The background features dynamic ocean waves. The dog's leash represents a thin structure connected to the target.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:14:56.772711+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5819676673275218,
+          "rc_t": 0.3340831820351866
+        },
+        "score": 0.5,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00088",
+      "source": "VOR-Wild",
+      "prompt": "Isolate the small flashlight head emitting a bright, intense white light into a separate foreground layer displayed against a plain, uniform neutral gray background, removing the bright white illumination on the girls' faces, hands, and the book, the sharp shadows cast by the hands onto the book, and the specular highlights on their skin, hair, and eyes. In the background layer, restore the dark setting and the parts of the girls' faces and hands that were directly behind the flashlight, leaving the rest of the scene exactly the same.",
+      "fg_mse": 1.6400046348571777,
+      "bg_mse": 0.0664457157254219,
+      "total_mse": 1.7064503505825996,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00088/composite.mp4",
+        "mask": "samples/WILD_ENV002_00088/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00088/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00088/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:lighting_or_color_spill",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "large",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:lighting_or_color_spill": 0.95,
+          "scene:occlusion": 0.85
+        },
+        "evidence": "The flashlight bulb is masked. Its primary associated effect is the strong lighting and color spill illuminating the children's faces, hands, and the book in the dark room.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:15:04.067157+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.4285298894599607,
+          "rc_t": 0.19936201205493237
+        },
+        "score": 0.7654639175257731,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00089",
+      "source": "VOR-Wild",
+      "prompt": "Remove the small, black clip-on reading light along with the bright white light it casts on the book and the girls' faces, as well as the harsh shadows cast by their heads and hands onto the book and the floor. The removed reading light should be isolated on a plain, uniform neutral gray background. In the original video, restore the cozy, warm ambient glow on the girls' faces and the open book that were previously occluded or altered by the bright light, while the rest of the scene stays exactly the same.",
+      "fg_mse": 2.118021249771118,
+      "bg_mse": 0.01567799784243107,
+      "total_mse": 2.1336992476135492,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00089/composite.mp4",
+        "mask": "samples/WILD_ENV002_00089/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00089/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00089/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:lighting_or_color_spill",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "large",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:lighting_or_color_spill": 0.95,
+          "scene:occlusion": 0.9
+        },
+        "evidence": "The target is a flashlight held by a child. The flashlight emits a strong beam of light that illuminates the book, the children's faces, and the surrounding area, creating a significant lighting effect (color spill/illumination) across a large portion of the scene. Additionally, the flashlight is partially occluded by the child's hand and face as she moves.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:15:10.891354+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.39718778740865973,
+          "rc_t": 0.8006290778147797
+        },
+        "score": 0.9329896907216495,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00090",
+      "source": "VOR-Wild",
+      "prompt": "Isolate the young girl in the bright pink t-shirt and white shorts into a separate foreground layer over a plain, uniform neutral gray background, capturing her running forward, making a kicking motion, and stopping to cover her mouth in surprise. Remove her and her cast shadow from the original video, and restore the sunny, blurred grass field that was directly behind her. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.729751467704773,
+      "bg_mse": 0.07196616381406784,
+      "total_mse": 1.8017176315188408,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00090/composite.mp4",
+        "mask": "samples/WILD_ENV002_00090/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00090/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00090/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "motion:fast_subject_motion",
+        "scene:crowd_or_many_instances",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9,
+          "motion:fast_subject_motion": 0.85,
+          "scene:crowd_or_many_instances": 0.95,
+          "scene:occlusion": 0.9
+        },
+        "evidence": "The target is a girl running and playing with a soccer ball. Her cast shadow is visible on the grass beneath her feet. The scene contains multiple other children running nearby, causing occlusions and crowd complexity.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:15:18.476256+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.48470291915662705,
+          "rc_t": 0.3150078777692306
+        },
+        "score": 0.731958762886598,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00091",
+      "source": "VOR-Wild",
+      "prompt": "Remove the dark-feathered duck swimming steadily towards the right, along with its V-shaped wake, ripples, and dark reflection on the water surface. The duck should be isolated on a plain, uniform neutral gray background, while the lake area directly behind it is restored with the smooth, misty water surface reflecting the soft sunrise sky. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.6691192388534546,
+      "bg_mse": 0.020359350368380547,
+      "total_mse": 1.6894785892218351,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00091/composite.mp4",
+        "mask": "samples/WILD_ENV002_00091/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00091/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00091/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:multi_effect",
+        "effect:reflection",
+        "effect:secondary_physical_effect"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "small",
+        "reflection_type": "water",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:multi_effect": 0.9,
+          "effect:reflection": 0.95,
+          "effect:secondary_physical_effect": 0.95
+        },
+        "evidence": "The duck swimming on the water creates a reflection on the water surface and generates ripples (secondary physical effect) spreading outwards.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:15:24.875577+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.46742734677450165,
+          "rc_t": 0.6933183507485824
+        },
+        "score": 0.8427835051546392,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00092",
+      "source": "VOR-Wild",
+      "prompt": "Remove the woman with long dark braids wearing a light blue t-shirt and patterned leggings, along with her soft cast shadow on the wooden floor and her reflection in the leaning mirror on the left. In her place, restore the polished wooden floor and the white wall that were directly behind her. The rest of the scene stays exactly the same, leaving a clean background layer and a separate foreground layer of the woman stretching her arm over a plain, uniform neutral gray background.",
+      "fg_mse": 1.0239185094833374,
+      "bg_mse": 0.05149811878800392,
+      "total_mse": 1.0754166282713413,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00092/composite.mp4",
+        "mask": "samples/WILD_ENV002_00092/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00092/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00092/bg_pred.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:multi_effect",
+        "effect:reflection",
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "medium",
+        "reflection_type": "mirror",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 0.9,
+          "effect:multi_effect": 0.9,
+          "effect:reflection": 0.95,
+          "effect:shadow": 0.9
+        },
+        "evidence": "The target dancer's reflection is clearly visible in the large mirror behind her, which is spatially disconnected from her main body mask. Additionally, her cast shadow is visible on the wooden floor.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:15:31.829700+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5782836764758249,
+          "rc_t": 0.06957652164715866
+        },
+        "score": 0.2731958762886598,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00093",
+      "source": "VOR-Wild",
+      "prompt": "Remove the dancing woman in the pink sports bra and black leggings from the scene, including her soft cast shadow on the wooden floor and her reflection in the large mirror on the left wall. The foreground layer should display only her rhythmic dancing and hand gestures over a plain, uniform neutral gray background. In the background layer, restore the polished wooden floor and the white wall that were directly behind her, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.595409870147705,
+      "bg_mse": 0.09090008586645126,
+      "total_mse": 1.6863099560141563,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00093/composite.mp4",
+        "mask": "samples/WILD_ENV002_00093/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00093/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00093/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "motion:camera_motion",
+        "scene:crowd_or_many_instances",
+        "scene:occlusion"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9,
+          "motion:camera_motion": 0.5,
+          "scene:crowd_or_many_instances": 0.95,
+          "scene:occlusion": 0.9
+        },
+        "evidence": "The target is a dancer on the right side of the frame. There is a subtle contact shadow under her shoes on the wooden floor. She is part of a group of dancers (crowd/many instances) and is briefly occluded by another dancer's arm as they interact.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:15:38.893804+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5624817715259517,
+          "rc_t": 0.15742919294957208
+        },
+        "score": 0.4536082474226804,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00094",
+      "source": "VOR-Wild",
+      "prompt": "Isolate the dancing woman with blonde hair, wearing a black tank top and dark leggings, placing her over a plain, uniform neutral gray background while keeping her arms-raised dancing motion. Remove her from the original scene along with the soft cast shadow she throws on the wooden floor and her reflection in the large mirror on the left wall. In her place, restore the polished wooden floor and the white wall that were directly behind her, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.6072770357131958,
+      "bg_mse": 0.0316370464861393,
+      "total_mse": 1.638914082199335,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00094/composite.mp4",
+        "mask": "samples/WILD_ENV002_00094/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00094/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00094/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:crowd_or_many_instances"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "none",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.95,
+          "scene:crowd_or_many_instances": 0.9
+        },
+        "evidence": "The target is a dancer in a dance studio. The only visible associated effect is her contact shadow on the wooden floor where her feet touch the ground.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:15:45.405757+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5137940757756034,
+          "rc_t": 0.05286191590450702
+        },
+        "score": 0.3917525773195877,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00095",
+      "source": "VOR-Wild",
+      "prompt": "Remove the woman with long dark braided hair, wearing a bright teal t-shirt and colorful patterned leggings, who is dancing energetically, along with her soft cast shadow on the wooden floor and her reflection in the large mirror on the left wall. The removed woman should be isolated on a plain, uniform neutral gray background to create a clean foreground layer. In the background layer, restore the polished wooden floorboards and the white wall that were directly behind her, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.4430067539215088,
+      "bg_mse": 0.0525662787258625,
+      "total_mse": 1.4955730326473713,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00095/composite.mp4",
+        "mask": "samples/WILD_ENV002_00095/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00095/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00095/bg_pred.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:multi_effect",
+        "effect:reflection",
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "medium",
+        "reflection_type": "mirror",
+        "shadow_type": "both"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 0.85,
+          "effect:multi_effect": 0.9,
+          "effect:reflection": 0.9,
+          "effect:shadow": 0.95
+        },
+        "evidence": "The target dancer has a cast shadow on the wooden floor and a reflection in the large mirror on the left wall, which is spatially disconnected from her main body.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:15:52.057289+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5185373644329934,
+          "rc_t": 0.08612591333360561
+        },
+        "score": 0.44329896907216493,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00096",
+      "source": "VOR-Wild",
+      "prompt": "Remove the young hockey player wearing the blue, red, and white jersey with the number 32, along with his soft cast shadow and faint reflection on the ice. The foreground layer should show only this skating player over a plain, uniform neutral gray background, while the background layer is restored by filling in the smooth white ice surface that was directly behind him. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.7164472341537476,
+      "bg_mse": 0.12763677537441254,
+      "total_mse": 1.84408400952816,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00096/composite.mp4",
+        "mask": "samples/WILD_ENV002_00096/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00096/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00096/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:reflection",
+        "effect:shadow",
+        "scene:crowd_or_many_instances"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "medium",
+        "reflection_type": "specular",
+        "shadow_type": "contact"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:reflection": 0.9,
+          "effect:shadow": 0.9,
+          "scene:crowd_or_many_instances": 0.8
+        },
+        "evidence": "The target is a hockey player skating on ice. The ice surface shows subtle contact shadows and specular reflections of the player's skates and lower body. Other players are present on the ice rink.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:15:58.808453+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.6080494477026587,
+          "rc_t": 0.15065140533806504
+        },
+        "score": 0.35309278350515466,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00097",
+      "source": "VOR-Wild",
+      "prompt": "Remove the dark-hulled motorboat with its reddish-brown canopy and passengers, along with the white foamy wake, V-shaped ripples, and dark reflection it casts on the water. The isolated motorboat should be placed on a plain, uniform neutral gray background, preserving its steady forward motion. In the original video, restore the calm, opaque green water with its gentle natural ripples and sparkling sun reflections to fill the area where the boat and its water disturbances were removed, while the rest of the scene remains exactly the same.",
+      "fg_mse": 1.4887144565582275,
+      "bg_mse": 0.05576406046748161,
+      "total_mse": 1.5444785170257092,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00097/composite.mp4",
+        "mask": "samples/WILD_ENV002_00097/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00097/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00097/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:secondary_physical_effect",
+        "effect:shadow"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:secondary_physical_effect": 0.9,
+          "effect:shadow": 0.95
+        },
+        "evidence": "The boat casts a dark shadow on the water surface to its right, and creates a wake/foam trail behind it as a secondary physical effect.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:16:05.225913+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.5656019785868036,
+          "rc_t": 0.589703998901052
+        },
+        "score": 0.5927835051546392,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00098",
+      "source": "VOR-Wild",
+      "prompt": "Remove the square, blue decorative pillow and the contact shadow it casts on the brown armchair. The pillow should be isolated on a plain, uniform neutral gray background, while the area behind it is restored to show the empty brown armchair where it was resting. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.029059648513794,
+      "bg_mse": 0.07508005946874619,
+      "total_mse": 2.10413970798254,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00098/composite.mp4",
+        "mask": "samples/WILD_ENV002_00098/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00098/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00098/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:no_visible_associated_effect"
+      ],
+      "attributes": {
+        "effect_extent": "none",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:no_visible_associated_effect": 0.9
+        },
+        "evidence": "The target mask is a pillow on the chair in the bottom-left corner of the frame. It has no visible associated effects such as shadows or reflections.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:16:11.405679+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.2810503447055501,
+          "rc_t": 0.9650396705095518
+        },
+        "score": 0.9871134020618557,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00099",
+      "source": "VOR-Wild",
+      "prompt": "Remove the elderly man in the dark blazer and glasses, along with his reflection in the mirror and his soft cast shadow on the left wall, splitting the video into two layers. The foreground layer must show only the man adjusting his jacket over a plain neutral gray background, while the background layer restores the full-length standing mirror and the dimly lit room that were occluded behind him. The rest of the scene remains exactly the same.",
+      "fg_mse": 1.5307501554489136,
+      "bg_mse": 1.0509247779846191,
+      "total_mse": 2.5816749334335327,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00099/composite.mp4",
+        "mask": "samples/WILD_ENV002_00099/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00099/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00099/bg_pred.mp4"
+      },
+      "tags": [
+        "association:disconnected",
+        "effect:reflection"
+      ],
+      "attributes": {
+        "effect_extent": "medium",
+        "mask_area": "large",
+        "reflection_type": "mirror",
+        "shadow_type": "none"
+      },
+      "tagging": {
+        "confidence": {
+          "association:disconnected": 0.9,
+          "effect:reflection": 0.95
+        },
+        "evidence": "The target is the man standing in front of the mirror, and his reflection is clearly visible in the mirror, which is spatially disconnected from the target mask.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:16:19.831063+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.3508171335737143,
+          "rc_t": 0.06852242363137617
+        },
+        "score": 0.6469072164948453,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "WILD_ENV002_00100",
+      "source": "VOR-Wild",
+      "prompt": "Remove the grazing brown and black cow along with the small shadow it casts on the grass, restoring the lush green mountain slope and dirt trail that were directly behind it. The isolated cow should be placed on a plain, uniform neutral gray background, capturing its subtle head movements as it eats. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.772021532058716,
+      "bg_mse": 0.0017059782985597849,
+      "total_mse": 2.7737275103572756,
+      "videos": {
+        "composite": "samples/WILD_ENV002_00100/composite.mp4",
+        "mask": "samples/WILD_ENV002_00100/mask.mp4",
+        "fg_pred": "samples/WILD_ENV002_00100/fg_pred.mp4",
+        "bg_pred": "samples/WILD_ENV002_00100/bg_pred.mp4"
+      },
+      "tags": [
+        "effect:shadow",
+        "scene:crowd_or_many_instances",
+        "scene:textured_background"
+      ],
+      "attributes": {
+        "effect_extent": "small",
+        "mask_area": "small",
+        "reflection_type": "none",
+        "shadow_type": "cast"
+      },
+      "tagging": {
+        "confidence": {
+          "effect:shadow": 0.9,
+          "scene:crowd_or_many_instances": 0.95,
+          "scene:textured_background": 0.95
+        },
+        "evidence": "The target is a single cow grazing on a grassy hillside among a herd of other cows. It casts a small, subtle shadow on the grass directly next to it.",
+        "fps": 3,
+        "human_reviewed": false,
+        "model": "gemini-3.5-flash",
+        "tagged_at": "2026-07-13T22:16:27.029060+00:00",
+        "taxonomy_version": "vor-tags-v1"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 2,
+        "incomplete_metrics": false,
+        "metric_count": 2,
+        "metrics": {
+          "rc_s": 0.513233272081299,
+          "rc_t": 0.4446097364205663
+        },
+        "score": 0.7139175257731959,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "20240614_1_300_hdri_seq_000039",
+      "source": "bedlam",
+      "prompt": "Remove the woman with short hair wearing a yellow and blue chevron-patterned top and orange leggings, along with the sharp dark shadow she casts on the gravel to her right. The foreground layer should show only her walking away, turning, and crouching down to touch the ground against a plain, uniform neutral gray background. To fill the area directly behind her, restore the light-colored gravel ground that she was occluding, while the rest of the scene stays exactly the same.",
+      "fg_mse": 0.0009378684335388243,
+      "bg_mse": 0.0008055180078372359,
+      "total_mse": 0.0017433864413760602,
+      "videos": {
+        "composite": "samples/20240614_1_300_hdri_seq_000039/composite.mp4",
+        "mask": "samples/20240614_1_300_hdri_seq_000039/mask.mp4",
+        "fg_gt": "samples/20240614_1_300_hdri_seq_000039/fg_gt.mp4",
+        "fg_pred": "samples/20240614_1_300_hdri_seq_000039/fg_pred.mp4",
+        "bg_gt": "samples/20240614_1_300_hdri_seq_000039/bg_gt.mp4",
+        "bg_pred": "samples/20240614_1_300_hdri_seq_000039/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.05485280230641365,
+          "lpips_fg": 0.021812187507748604,
+          "psnr_bg": 32.83341979980469,
+          "psnr_fg": 36.99323272705078
+        },
+        "score": 0.9741379310344828,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "20240617_10_500_hdri_seq_000420_t1",
+      "source": "bedlam",
+      "prompt": "Remove the group of people, including the person standing on the left, the central person walking and mimicking a throw, and the two others nearby, along with the soft shadows they cast on the grassy ground. The removed group should be isolated on a plain, uniform neutral gray background, while the area they occluded is filled by restoring the grassy field and bare trees that were behind them. The rest of the scene stays exactly the same.",
+      "fg_mse": 0.0008291036356240511,
+      "bg_mse": 0.0007129379082471132,
+      "total_mse": 0.0015420415438711643,
+      "videos": {
+        "composite": "samples/20240617_10_500_hdri_seq_000420_t1/composite.mp4",
+        "mask": "samples/20240617_10_500_hdri_seq_000420_t1/mask.mp4",
+        "fg_gt": "samples/20240617_10_500_hdri_seq_000420_t1/fg_gt.mp4",
+        "fg_pred": "samples/20240617_10_500_hdri_seq_000420_t1/fg_pred.mp4",
+        "bg_gt": "samples/20240617_10_500_hdri_seq_000420_t1/bg_gt.mp4",
+        "bg_pred": "samples/20240617_10_500_hdri_seq_000420_t1/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.03435995802283287,
+          "lpips_fg": 0.021609099581837654,
+          "psnr_bg": 37.20722198486328,
+          "psnr_fg": 40.868927001953125
+        },
+        "score": 0.6379310344827587,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "20240625_1_2337_hdri_seq_000425",
+      "source": "bedlam",
+      "prompt": "Remove the person in the white floral tracksuit with the dark green waistband who is walking away and performing high kicks, along with the distinct shadow they cast on the grass to their left. The foreground layer should isolate only this person over a plain, uniform neutral gray background. For the background layer, restore the grassy field and fallen autumn leaves that were occluded behind them, ensuring the rest of the scene stays exactly the same.",
+      "fg_mse": 0.0005517663666978478,
+      "bg_mse": 0.0012123623164370656,
+      "total_mse": 0.0017641286831349134,
+      "videos": {
+        "composite": "samples/20240625_1_2337_hdri_seq_000425/composite.mp4",
+        "mask": "samples/20240625_1_2337_hdri_seq_000425/mask.mp4",
+        "fg_gt": "samples/20240625_1_2337_hdri_seq_000425/fg_gt.mp4",
+        "fg_pred": "samples/20240625_1_2337_hdri_seq_000425/fg_pred.mp4",
+        "bg_gt": "samples/20240625_1_2337_hdri_seq_000425/bg_gt.mp4",
+        "bg_pred": "samples/20240625_1_2337_hdri_seq_000425/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.04318208247423172,
+          "lpips_fg": 0.019043855369091034,
+          "psnr_bg": 38.29014205932617,
+          "psnr_fg": 39.650367736816406
+        },
+        "score": 0.75,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "20240625_1_2337_hdri_seq_000564",
+      "source": "bedlam",
+      "prompt": "Remove the woman in the long, light green patterned dress along with the soft shadow she casts on the dirt path beneath her, placing her on a plain, uniform neutral gray background where she continues her rhythmic dance with raised arms. In her place, restore the overgrown weeds, grass, and the dirt and concrete path that were directly behind her, while the rest of the scene stays exactly the same.",
+      "fg_mse": 0.0006287612486630678,
+      "bg_mse": 0.003509996458888054,
+      "total_mse": 0.004138757707551122,
+      "videos": {
+        "composite": "samples/20240625_1_2337_hdri_seq_000564/composite.mp4",
+        "mask": "samples/20240625_1_2337_hdri_seq_000564/mask.mp4",
+        "fg_gt": "samples/20240625_1_2337_hdri_seq_000564/fg_gt.mp4",
+        "fg_pred": "samples/20240625_1_2337_hdri_seq_000564/fg_pred.mp4",
+        "bg_gt": "samples/20240625_1_2337_hdri_seq_000564/bg_gt.mp4",
+        "bg_pred": "samples/20240625_1_2337_hdri_seq_000564/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.04941651597619057,
+          "lpips_fg": 0.010477383621037006,
+          "psnr_bg": 37.581512451171875,
+          "psnr_fg": 42.11945724487305
+        },
+        "score": 0.4051724137931034,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "20240625_1_2337_hdri_seq_001040",
+      "source": "bedlam",
+      "prompt": "Remove the woman with blonde hair, wearing a striped long-sleeve shirt and patterned pants, along with the long, dark shadow she casts on the paved ground to her left. In her place, restore the paved outdoor plaza and the view of the glass-fronted building that were occluded behind her. The rest of the scene stays exactly the same.",
+      "fg_mse": 0.0005665337666869164,
+      "bg_mse": 0.0015241194050759077,
+      "total_mse": 0.002090653171762824,
+      "videos": {
+        "composite": "samples/20240625_1_2337_hdri_seq_001040/composite.mp4",
+        "mask": "samples/20240625_1_2337_hdri_seq_001040/mask.mp4",
+        "fg_gt": "samples/20240625_1_2337_hdri_seq_001040/fg_gt.mp4",
+        "fg_pred": "samples/20240625_1_2337_hdri_seq_001040/fg_pred.mp4",
+        "bg_gt": "samples/20240625_1_2337_hdri_seq_001040/bg_gt.mp4",
+        "bg_pred": "samples/20240625_1_2337_hdri_seq_001040/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.027761487290263176,
+          "lpips_fg": 0.012848054058849812,
+          "psnr_bg": 42.55158615112305,
+          "psnr_fg": 40.03157424926758
+        },
+        "score": 0.3103448275862069,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "20240625_1_2337_hdri_seq_001137",
+      "source": "bedlam",
+      "prompt": "Remove the woman in the striped dress along with the sharp, dark shadow she casts on the gravel to her left. The foreground layer should show only the woman\u2014with her blonde hair tied back, wearing a knee-length, light green dress with horizontal dark green stripes and blue slip-on shoes as she stands and then runs forward\u2014placed over a plain, uniform neutral gray background. To fill the area directly behind her, restore the light-colored gravel and the grassy hill sloping upward that were previously occluded, while the rest of the scene stays exactly the same.",
+      "fg_mse": 0.000421391538111493,
+      "bg_mse": 0.0012273886241018772,
+      "total_mse": 0.0016487801622133702,
+      "videos": {
+        "composite": "samples/20240625_1_2337_hdri_seq_001137/composite.mp4",
+        "mask": "samples/20240625_1_2337_hdri_seq_001137/mask.mp4",
+        "fg_gt": "samples/20240625_1_2337_hdri_seq_001137/fg_gt.mp4",
+        "fg_pred": "samples/20240625_1_2337_hdri_seq_001137/fg_pred.mp4",
+        "bg_gt": "samples/20240625_1_2337_hdri_seq_001137/bg_gt.mp4",
+        "bg_pred": "samples/20240625_1_2337_hdri_seq_001137/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.031793735921382904,
+          "lpips_fg": 0.016769660636782646,
+          "psnr_bg": 40.049076080322266,
+          "psnr_fg": 41.07556915283203
+        },
+        "score": 0.3793103448275862,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "20240625_1_2337_hdri_seq_001320",
+      "source": "bedlam",
+      "prompt": "Remove the woman wearing a white head covering, a red and white patterned sleeveless top, and a long grey skirt, along with the soft shadow she casts on the ground. The foreground layer should isolate her entire movement of bending down and standing back up against a plain, uniform neutral gray background. In the background layer, restore the ground covered in fallen brown and orange leaves that was directly behind her, while the rest of the scene stays exactly the same.",
+      "fg_mse": 0.0005521387211047113,
+      "bg_mse": 0.001711659599095583,
+      "total_mse": 0.0022637983202002943,
+      "videos": {
+        "composite": "samples/20240625_1_2337_hdri_seq_001320/composite.mp4",
+        "mask": "samples/20240625_1_2337_hdri_seq_001320/mask.mp4",
+        "fg_gt": "samples/20240625_1_2337_hdri_seq_001320/fg_gt.mp4",
+        "fg_pred": "samples/20240625_1_2337_hdri_seq_001320/fg_pred.mp4",
+        "bg_gt": "samples/20240625_1_2337_hdri_seq_001320/bg_gt.mp4",
+        "bg_pred": "samples/20240625_1_2337_hdri_seq_001320/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.02758939005434513,
+          "lpips_fg": 0.016841474920511246,
+          "psnr_bg": 35.61681365966797,
+          "psnr_fg": 40.009578704833984
+        },
+        "score": 0.5603448275862069,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "20240625_1_2337_hdri_seq_001755",
+      "source": "bedlam",
+      "prompt": "Remove the older woman with white hair in a bun wearing a light pink long-sleeved shirt, a beige knee-length skirt, and flat shoes, along with the long, distinct shadow she casts on the concrete ground to her left. Isolate her onto a plain, uniform neutral gray background as she stands still and then begins to walk forward at a steady pace. In the background video, restore the concrete plaza ground and the curved line that were occluded behind her, while the rest of the scene stays exactly the same.",
+      "fg_mse": 0.00037165943649597466,
+      "bg_mse": 0.002141143660992384,
+      "total_mse": 0.0025128030974883586,
+      "videos": {
+        "composite": "samples/20240625_1_2337_hdri_seq_001755/composite.mp4",
+        "mask": "samples/20240625_1_2337_hdri_seq_001755/mask.mp4",
+        "fg_gt": "samples/20240625_1_2337_hdri_seq_001755/fg_gt.mp4",
+        "fg_pred": "samples/20240625_1_2337_hdri_seq_001755/fg_pred.mp4",
+        "bg_gt": "samples/20240625_1_2337_hdri_seq_001755/bg_gt.mp4",
+        "bg_pred": "samples/20240625_1_2337_hdri_seq_001755/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.030383769422769547,
+          "lpips_fg": 0.01749742031097412,
+          "psnr_bg": 43.15584182739258,
+          "psnr_fg": 43.34632873535156
+        },
+        "score": 0.27586206896551724,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "20240625_1_2337_hdri_seq_002032",
+      "source": "bedlam",
+      "prompt": "Remove the woman with curly hair wearing a green and white plaid long-sleeved top and pink trousers, along with the long, dark shadow she casts on the gravel to her left. To fill the area directly behind her, restore the dry, gravelly plain and the distant city skyline that she was occluding. The rest of the scene stays exactly the same.",
+      "fg_mse": 0.0004556088533718139,
+      "bg_mse": 0.0015925585757941008,
+      "total_mse": 0.0020481674291659147,
+      "videos": {
+        "composite": "samples/20240625_1_2337_hdri_seq_002032/composite.mp4",
+        "mask": "samples/20240625_1_2337_hdri_seq_002032/mask.mp4",
+        "fg_gt": "samples/20240625_1_2337_hdri_seq_002032/fg_gt.mp4",
+        "fg_pred": "samples/20240625_1_2337_hdri_seq_002032/fg_pred.mp4",
+        "bg_gt": "samples/20240625_1_2337_hdri_seq_002032/bg_gt.mp4",
+        "bg_pred": "samples/20240625_1_2337_hdri_seq_002032/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.036326535046100616,
+          "lpips_fg": 0.016143495216965675,
+          "psnr_bg": 37.110713958740234,
+          "psnr_fg": 39.930335998535156
+        },
+        "score": 0.5775862068965517,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "20240731_1_1827_hdri_seq_001470",
+      "source": "bedlam",
+      "prompt": "Remove the woman with grey hair, who is wearing a black and white patterned sleeveless top and white patterned trousers as she walks slowly from right to left, along with the distinct dark shadow she casts on the dry grass. The foreground layer should display only this woman over a plain, uniform neutral gray background. To complete the background layer, restore the dry, grassy field that was occluded behind her, while the rest of the scene stays exactly the same.",
+      "fg_mse": 0.0003836384566966444,
+      "bg_mse": 0.0005332346772775054,
+      "total_mse": 0.0009168731339741498,
+      "videos": {
+        "composite": "samples/20240731_1_1827_hdri_seq_001470/composite.mp4",
+        "mask": "samples/20240731_1_1827_hdri_seq_001470/mask.mp4",
+        "fg_gt": "samples/20240731_1_1827_hdri_seq_001470/fg_gt.mp4",
+        "fg_pred": "samples/20240731_1_1827_hdri_seq_001470/fg_pred.mp4",
+        "bg_gt": "samples/20240731_1_1827_hdri_seq_001470/bg_gt.mp4",
+        "bg_pred": "samples/20240731_1_1827_hdri_seq_001470/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.03119424358010292,
+          "lpips_fg": 0.017243215814232826,
+          "psnr_bg": 40.854217529296875,
+          "psnr_fg": 40.64667510986328
+        },
+        "score": 0.4482758620689655,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "20241114_1_4619_hdri_seq_000245",
+      "source": "bedlam",
+      "prompt": "Remove the woman with short blonde hair wearing a blue and yellow patterned tank top, blue jeans, and white shoes as she walks forward and turns, along with the soft shadow she casts on the ground. The foreground layer should show only her walking over a plain, uniform neutral gray background, while the background layer restores the patterned cobblestone surface that was directly behind her. The rest of the scene stays exactly the same.",
+      "fg_mse": 0.0007320067379623652,
+      "bg_mse": 0.0005378811620175838,
+      "total_mse": 0.001269887899979949,
+      "videos": {
+        "composite": "samples/20241114_1_4619_hdri_seq_000245/composite.mp4",
+        "mask": "samples/20241114_1_4619_hdri_seq_000245/mask.mp4",
+        "fg_gt": "samples/20241114_1_4619_hdri_seq_000245/fg_gt.mp4",
+        "fg_pred": "samples/20241114_1_4619_hdri_seq_000245/fg_pred.mp4",
+        "bg_gt": "samples/20241114_1_4619_hdri_seq_000245/bg_gt.mp4",
+        "bg_pred": "samples/20241114_1_4619_hdri_seq_000245/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.02836727909743786,
+          "lpips_fg": 0.018328651785850525,
+          "psnr_bg": 35.168277740478516,
+          "psnr_fg": 40.045536041259766
+        },
+        "score": 0.6724137931034483,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "20241114_1_4619_hdri_seq_000519",
+      "source": "bedlam",
+      "prompt": "Remove the blonde woman in the light blue dress and dark boots, along with the soft shadow she casts on the paved ground beneath her. In her place, restore the paved ground and the curved brick border that were directly behind her, while the rest of the scene stays exactly the same. The isolated woman, shown gesturing and lifting her right leg high, should be placed on a plain, uniform neutral gray background.",
+      "fg_mse": 0.000523682392667979,
+      "bg_mse": 0.001122458721511066,
+      "total_mse": 0.001646141114179045,
+      "videos": {
+        "composite": "samples/20241114_1_4619_hdri_seq_000519/composite.mp4",
+        "mask": "samples/20241114_1_4619_hdri_seq_000519/mask.mp4",
+        "fg_gt": "samples/20241114_1_4619_hdri_seq_000519/fg_gt.mp4",
+        "fg_pred": "samples/20241114_1_4619_hdri_seq_000519/fg_pred.mp4",
+        "bg_gt": "samples/20241114_1_4619_hdri_seq_000519/bg_gt.mp4",
+        "bg_pred": "samples/20241114_1_4619_hdri_seq_000519/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.026565464213490486,
+          "lpips_fg": 0.0171075239777565,
+          "psnr_bg": 38.70692443847656,
+          "psnr_fg": 42.868812561035156
+        },
+        "score": 0.3017241379310345,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "20241114_1_4619_hdri_seq_000602",
+      "source": "bedlam",
+      "prompt": "Remove the woman with curly gray hair, who is wearing a short, long-sleeved white dress and dark sneakers as she walks forward, along with the dark, distinct shadow she casts on the grass to her left. The removed woman should be isolated on a plain, uniform neutral gray background to create the foreground layer, while the area she occluded is filled in to restore the grassy field and distant trees behind her. The rest of the scene stays exactly the same.",
+      "fg_mse": 0.0005295170121826231,
+      "bg_mse": 0.001982727088034153,
+      "total_mse": 0.002512244100216776,
+      "videos": {
+        "composite": "samples/20241114_1_4619_hdri_seq_000602/composite.mp4",
+        "mask": "samples/20241114_1_4619_hdri_seq_000602/mask.mp4",
+        "fg_gt": "samples/20241114_1_4619_hdri_seq_000602/fg_gt.mp4",
+        "fg_pred": "samples/20241114_1_4619_hdri_seq_000602/fg_pred.mp4",
+        "bg_gt": "samples/20241114_1_4619_hdri_seq_000602/bg_gt.mp4",
+        "bg_pred": "samples/20241114_1_4619_hdri_seq_000602/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.04999722167849541,
+          "lpips_fg": 0.008820773102343082,
+          "psnr_bg": 36.882598876953125,
+          "psnr_fg": 42.44023895263672
+        },
+        "score": 0.41379310344827586,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "20241114_1_4619_hdri_seq_000612",
+      "source": "bedlam",
+      "prompt": "Remove the man wearing a large, fluffy white wig, a black long-sleeved top, and light grey trousers, along with the soft shadow he casts on the snow beneath him, to create a clean background layer. In his place, restore the snow-covered field and the bare, snow-dusted trees and bushes that were directly behind him, while the rest of the scene stays exactly the same. The foreground layer should show only the dancing man performing his routine over a plain, uniform neutral gray background.",
+      "fg_mse": 0.0007822251063771546,
+      "bg_mse": 0.003120595356449485,
+      "total_mse": 0.0039028204628266394,
+      "videos": {
+        "composite": "samples/20241114_1_4619_hdri_seq_000612/composite.mp4",
+        "mask": "samples/20241114_1_4619_hdri_seq_000612/mask.mp4",
+        "fg_gt": "samples/20241114_1_4619_hdri_seq_000612/fg_gt.mp4",
+        "fg_pred": "samples/20241114_1_4619_hdri_seq_000612/fg_pred.mp4",
+        "bg_gt": "samples/20241114_1_4619_hdri_seq_000612/bg_gt.mp4",
+        "bg_pred": "samples/20241114_1_4619_hdri_seq_000612/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.023294180631637573,
+          "lpips_fg": 0.01725040003657341,
+          "psnr_bg": 39.799476623535156,
+          "psnr_fg": 40.12480926513672
+        },
+        "score": 0.4224137931034483,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "20241114_1_4619_hdri_seq_000720",
+      "source": "bedlam",
+      "prompt": "Remove the woman with short blonde hair wearing a striped tank top, red capri leggings, and light blue socks, along with the soft shadow she casts on the dirt road beneath her. Isolate her onto a plain, uniform neutral gray background while preserving her slow, deliberate stepping movement. In the original video, restore the dirt road and the dense thicket of autumn weeds and bushes that were occluded behind her, while the rest of the scene remains exactly the same.",
+      "fg_mse": 0.0005980036803521216,
+      "bg_mse": 0.0007719395798631012,
+      "total_mse": 0.0013699432602152228,
+      "videos": {
+        "composite": "samples/20241114_1_4619_hdri_seq_000720/composite.mp4",
+        "mask": "samples/20241114_1_4619_hdri_seq_000720/mask.mp4",
+        "fg_gt": "samples/20241114_1_4619_hdri_seq_000720/fg_gt.mp4",
+        "fg_pred": "samples/20241114_1_4619_hdri_seq_000720/fg_pred.mp4",
+        "bg_gt": "samples/20241114_1_4619_hdri_seq_000720/bg_gt.mp4",
+        "bg_pred": "samples/20241114_1_4619_hdri_seq_000720/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.043376531451940536,
+          "lpips_fg": 0.009492623619735241,
+          "psnr_bg": 40.14703369140625,
+          "psnr_fg": 43.67491912841797
+        },
+        "score": 0.21551724137931033,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "20241114_1_4619_hdri_seq_002002",
+      "source": "bedlam",
+      "prompt": "Remove the woman with short hair, wearing a white patterned top, blue jeans, and orange shoes, along with the soft shadow she casts on the snow beneath her. In her place, restore the flat expanse of snow that was occluded behind her, ensuring the rest of the scene stays exactly the same. The removed woman and her jumping motion should be isolated onto a separate foreground layer against a plain, uniform neutral gray background.",
+      "fg_mse": 0.0004670337657444179,
+      "bg_mse": 0.004798488225787878,
+      "total_mse": 0.005265521991532296,
+      "videos": {
+        "composite": "samples/20241114_1_4619_hdri_seq_002002/composite.mp4",
+        "mask": "samples/20241114_1_4619_hdri_seq_002002/mask.mp4",
+        "fg_gt": "samples/20241114_1_4619_hdri_seq_002002/fg_gt.mp4",
+        "fg_pred": "samples/20241114_1_4619_hdri_seq_002002/fg_pred.mp4",
+        "bg_gt": "samples/20241114_1_4619_hdri_seq_002002/bg_gt.mp4",
+        "bg_pred": "samples/20241114_1_4619_hdri_seq_002002/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.01669265143573284,
+          "lpips_fg": 0.015688400715589523,
+          "psnr_bg": 45.33287811279297,
+          "psnr_fg": 41.25359344482422
+        },
+        "score": 0.1810344827586207,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "20241114_1_4619_hdri_seq_002670",
+      "source": "bedlam",
+      "prompt": "Remove the dancing woman in the light grey sleeveless top and matching cropped pants, along with the soft shadow she casts on the ground. In her place, restore the paved road surface that was directly behind her, ensuring the rest of the scene stays exactly the same. The isolated woman should be placed on a plain, uniform neutral gray background, preserving her rhythmic arm movements and steps.",
+      "fg_mse": 0.0004669471236411482,
+      "bg_mse": 0.0014479074161499739,
+      "total_mse": 0.001914854539791122,
+      "videos": {
+        "composite": "samples/20241114_1_4619_hdri_seq_002670/composite.mp4",
+        "mask": "samples/20241114_1_4619_hdri_seq_002670/mask.mp4",
+        "fg_gt": "samples/20241114_1_4619_hdri_seq_002670/fg_gt.mp4",
+        "fg_pred": "samples/20241114_1_4619_hdri_seq_002670/fg_pred.mp4",
+        "bg_gt": "samples/20241114_1_4619_hdri_seq_002670/bg_gt.mp4",
+        "bg_pred": "samples/20241114_1_4619_hdri_seq_002670/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.046890292316675186,
+          "lpips_fg": 0.011060025542974472,
+          "psnr_bg": 39.62903594970703,
+          "psnr_fg": 43.4382209777832
+        },
+        "score": 0.3017241379310345,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "20241114_1_4619_hdri_seq_002836",
+      "source": "bedlam",
+      "prompt": "Remove the person with blonde hair wearing a patterned sleeveless top, blue shorts, and blue shoes, along with the soft shadow they cast on the paved ground. In their place, restore the paved outdoor area and the lower section of the building with dark doors that were occluded behind them. The rest of the scene stays exactly the same, leaving only the person walking, turning, and standing over a plain, uniform neutral gray background.",
+      "fg_mse": 0.00048819222138263285,
+      "bg_mse": 0.001765978755429387,
+      "total_mse": 0.00225417097681202,
+      "videos": {
+        "composite": "samples/20241114_1_4619_hdri_seq_002836/composite.mp4",
+        "mask": "samples/20241114_1_4619_hdri_seq_002836/mask.mp4",
+        "fg_gt": "samples/20241114_1_4619_hdri_seq_002836/fg_gt.mp4",
+        "fg_pred": "samples/20241114_1_4619_hdri_seq_002836/fg_pred.mp4",
+        "bg_gt": "samples/20241114_1_4619_hdri_seq_002836/bg_gt.mp4",
+        "bg_pred": "samples/20241114_1_4619_hdri_seq_002836/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.03085273504257202,
+          "lpips_fg": 0.015839438885450363,
+          "psnr_bg": 39.43120193481445,
+          "psnr_fg": 42.284969329833984
+        },
+        "score": 0.27586206896551724,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "20241114_1_4619_hdri_seq_003112",
+      "source": "bedlam",
+      "prompt": "Remove the woman wearing a light grey t-shirt, dark grey capri leggings, and grey slip-on shoes as she walks forward, along with the long, dark shadow she casts on the brush and ground to her left. Isolate her onto a plain, uniform neutral gray background to create a clean foreground layer, and fill in the area directly behind her by restoring the sunlit hillside covered in dry brush, green bushes, and tall grasses. The rest of the scene stays exactly the same.",
+      "fg_mse": 0.0005228894297033548,
+      "bg_mse": 0.000380529003450647,
+      "total_mse": 0.0009034184331540018,
+      "videos": {
+        "composite": "samples/20241114_1_4619_hdri_seq_003112/composite.mp4",
+        "mask": "samples/20241114_1_4619_hdri_seq_003112/mask.mp4",
+        "fg_gt": "samples/20241114_1_4619_hdri_seq_003112/fg_gt.mp4",
+        "fg_pred": "samples/20241114_1_4619_hdri_seq_003112/fg_pred.mp4",
+        "bg_gt": "samples/20241114_1_4619_hdri_seq_003112/bg_gt.mp4",
+        "bg_pred": "samples/20241114_1_4619_hdri_seq_003112/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.03211616724729538,
+          "lpips_fg": 0.012692766264081001,
+          "psnr_bg": 38.43419647216797,
+          "psnr_fg": 41.52156448364258
+        },
+        "score": 0.33620689655172414,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "20241114_1_4619_hdri_seq_003167",
+      "source": "bedlam",
+      "prompt": "Remove the man with blonde hair, wearing a blue t-shirt, blue pants, and white shoes, along with the soft shadow he casts on the ground. The foreground layer should isolate only the man gesturing and stepping backward over a plain, uniform neutral gray background. In the background layer, restore the dry, brown grass and the dirt path that were directly behind him, while the rest of the scene stays exactly the same.",
+      "fg_mse": 0.0009702857933007181,
+      "bg_mse": 0.0010303008602932096,
+      "total_mse": 0.0020005866535939276,
+      "videos": {
+        "composite": "samples/20241114_1_4619_hdri_seq_003167/composite.mp4",
+        "mask": "samples/20241114_1_4619_hdri_seq_003167/mask.mp4",
+        "fg_gt": "samples/20241114_1_4619_hdri_seq_003167/fg_gt.mp4",
+        "fg_pred": "samples/20241114_1_4619_hdri_seq_003167/fg_pred.mp4",
+        "bg_gt": "samples/20241114_1_4619_hdri_seq_003167/bg_gt.mp4",
+        "bg_pred": "samples/20241114_1_4619_hdri_seq_003167/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.06884031742811203,
+          "lpips_fg": 0.017852364107966423,
+          "psnr_bg": 35.93275833129883,
+          "psnr_fg": 41.27458190917969
+        },
+        "score": 0.7241379310344828,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "20241114_1_4619_hdri_seq_003205",
+      "source": "bedlam",
+      "prompt": "Remove the woman with short grey hair wearing a light blue coat over a dark bikini, along with the long, dark shadow she casts on the grass to her right. The removed woman should be isolated on a plain, uniform neutral gray background as a separate foreground layer, while the main video is inpainted to restore the grassy park ground and the base of the trees that were occluded behind her. The rest of the scene stays exactly the same.",
+      "fg_mse": 0.0007185426657088101,
+      "bg_mse": 0.0028953454457223415,
+      "total_mse": 0.0036138881114311516,
+      "videos": {
+        "composite": "samples/20241114_1_4619_hdri_seq_003205/composite.mp4",
+        "mask": "samples/20241114_1_4619_hdri_seq_003205/mask.mp4",
+        "fg_gt": "samples/20241114_1_4619_hdri_seq_003205/fg_gt.mp4",
+        "fg_pred": "samples/20241114_1_4619_hdri_seq_003205/fg_pred.mp4",
+        "bg_gt": "samples/20241114_1_4619_hdri_seq_003205/bg_gt.mp4",
+        "bg_pred": "samples/20241114_1_4619_hdri_seq_003205/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.038919564336538315,
+          "lpips_fg": 0.016773493960499763,
+          "psnr_bg": 32.680145263671875,
+          "psnr_fg": 39.68217849731445
+        },
+        "score": 0.7241379310344828,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "20241114_1_4619_hdri_seq_003793",
+      "source": "bedlam",
+      "prompt": "Remove the person with blonde curly hair wearing a patterned sleeveless top, blue shorts, and blue shoes, along with the soft shadow they cast on the sand beneath them. The removed person should be isolated on a plain, uniform neutral gray background, capturing their motion of bending forward, extending their right arm, and standing back up. In the original video, restore the sandy beach and scattered seaweed that were occluded behind them, while the rest of the scene stays exactly the same.",
+      "fg_mse": 0.0006009346107020974,
+      "bg_mse": 0.0030574463307857513,
+      "total_mse": 0.0036583809414878488,
+      "videos": {
+        "composite": "samples/20241114_1_4619_hdri_seq_003793/composite.mp4",
+        "mask": "samples/20241114_1_4619_hdri_seq_003793/mask.mp4",
+        "fg_gt": "samples/20241114_1_4619_hdri_seq_003793/fg_gt.mp4",
+        "fg_pred": "samples/20241114_1_4619_hdri_seq_003793/fg_pred.mp4",
+        "bg_gt": "samples/20241114_1_4619_hdri_seq_003793/bg_gt.mp4",
+        "bg_pred": "samples/20241114_1_4619_hdri_seq_003793/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.02594376727938652,
+          "lpips_fg": 0.018186980858445168,
+          "psnr_bg": 35.718814849853516,
+          "psnr_fg": 41.529544830322266
+        },
+        "score": 0.49137931034482757,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "20241114_1_4619_hdri_seq_004321",
+      "source": "bedlam",
+      "prompt": "Remove the woman with short dark hair in the long, sleeveless geometric-patterned dress, along with the soft shadow she casts on the paving stones beneath her. The foreground layer should show only the woman taking a few steps forward and to her left over a plain, uniform neutral gray background, while the background layer restores the paved public square that was occluded behind her. The rest of the scene stays exactly the same.",
+      "fg_mse": 0.00045672262785956264,
+      "bg_mse": 0.0010026838863268495,
+      "total_mse": 0.001459406514186412,
+      "videos": {
+        "composite": "samples/20241114_1_4619_hdri_seq_004321/composite.mp4",
+        "mask": "samples/20241114_1_4619_hdri_seq_004321/mask.mp4",
+        "fg_gt": "samples/20241114_1_4619_hdri_seq_004321/fg_gt.mp4",
+        "fg_pred": "samples/20241114_1_4619_hdri_seq_004321/fg_pred.mp4",
+        "bg_gt": "samples/20241114_1_4619_hdri_seq_004321/bg_gt.mp4",
+        "bg_pred": "samples/20241114_1_4619_hdri_seq_004321/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.025909187272191048,
+          "lpips_fg": 0.017216557636857033,
+          "psnr_bg": 38.77621078491211,
+          "psnr_fg": 40.00715255737305
+        },
+        "score": 0.4741379310344827,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "20241114_1_4619_hdri_seq_004353",
+      "source": "bedlam",
+      "prompt": "Remove the man wearing a light beige short-sleeved shirt, blue jeans, and bright blue shoes as he runs forward, along with the soft shadow he casts on the dirt road beneath him. Isolate him on a plain, uniform neutral gray background to create the foreground layer, and restore the dirt road and grassy field that were directly behind him to complete the clean background layer. The rest of the scene stays exactly the same.",
+      "fg_mse": 0.0007832295959815383,
+      "bg_mse": 0.0021407012827694416,
+      "total_mse": 0.00292393087875098,
+      "videos": {
+        "composite": "samples/20241114_1_4619_hdri_seq_004353/composite.mp4",
+        "mask": "samples/20241114_1_4619_hdri_seq_004353/mask.mp4",
+        "fg_gt": "samples/20241114_1_4619_hdri_seq_004353/fg_gt.mp4",
+        "fg_pred": "samples/20241114_1_4619_hdri_seq_004353/fg_pred.mp4",
+        "bg_gt": "samples/20241114_1_4619_hdri_seq_004353/bg_gt.mp4",
+        "bg_pred": "samples/20241114_1_4619_hdri_seq_004353/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.051586929708719254,
+          "lpips_fg": 0.017230529338121414,
+          "psnr_bg": 35.17220687866211,
+          "psnr_fg": 41.887996673583984
+        },
+        "score": 0.6379310344827587,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "20241114_1_4619_hdri_seq_004452",
+      "source": "bedlam",
+      "prompt": "Remove the person wearing a white long-sleeved top, white pants, and a white head covering as they transition from standing to crouching on their hands and knees, along with the hard, dark shadow they cast on the grass. To fill the area directly behind the removed person, restore the bright, sunlit grassy field that was occluded. The foreground layer should show only the person in white clothing performing their movement over a plain, uniform neutral gray background, while the rest of the scene stays exactly the same.",
+      "fg_mse": 0.0004998412914574146,
+      "bg_mse": 0.0006134432042017579,
+      "total_mse": 0.0011132844956591725,
+      "videos": {
+        "composite": "samples/20241114_1_4619_hdri_seq_004452/composite.mp4",
+        "mask": "samples/20241114_1_4619_hdri_seq_004452/mask.mp4",
+        "fg_gt": "samples/20241114_1_4619_hdri_seq_004452/fg_gt.mp4",
+        "fg_pred": "samples/20241114_1_4619_hdri_seq_004452/fg_pred.mp4",
+        "bg_gt": "samples/20241114_1_4619_hdri_seq_004452/bg_gt.mp4",
+        "bg_pred": "samples/20241114_1_4619_hdri_seq_004452/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.05965995043516159,
+          "lpips_fg": 0.01796170324087143,
+          "psnr_bg": 35.138458251953125,
+          "psnr_fg": 41.38013458251953
+        },
+        "score": 0.7586206896551724,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "20241204_1_2120_hdri_seq_000285",
+      "source": "bedlam",
+      "prompt": "Remove the woman in the green top, blue patterned trousers, and light blue overshirt as she walks forward, along with the dark, hard-edged shadow she casts on the sandy ground. The removed woman should be isolated on a plain, uniform neutral gray background to create the foreground layer. For the background layer, restore the sandy, uneven terrain and sparse dry grass that were directly behind her, while the rest of the scene stays exactly the same.",
+      "fg_mse": 0.00043451436795294285,
+      "bg_mse": 0.002436659298837185,
+      "total_mse": 0.0028711736667901278,
+      "videos": {
+        "composite": "samples/20241204_1_2120_hdri_seq_000285/composite.mp4",
+        "mask": "samples/20241204_1_2120_hdri_seq_000285/mask.mp4",
+        "fg_gt": "samples/20241204_1_2120_hdri_seq_000285/fg_gt.mp4",
+        "fg_pred": "samples/20241204_1_2120_hdri_seq_000285/fg_pred.mp4",
+        "bg_gt": "samples/20241204_1_2120_hdri_seq_000285/bg_gt.mp4",
+        "bg_pred": "samples/20241204_1_2120_hdri_seq_000285/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.04314618930220604,
+          "lpips_fg": 0.01661297306418419,
+          "psnr_bg": 37.55897521972656,
+          "psnr_fg": 41.548423767089844
+        },
+        "score": 0.4482758620689655,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "20241204_1_2120_hdri_seq_000453",
+      "source": "bedlam",
+      "prompt": "Remove the person with gray hair wearing a light blue patterned shirt and dark leggings, along with the sharp, dark shadow they cast on the grass to their right. In the area where they were standing and walking, restore the sunlit grassy field that was occluded behind them. The foreground layer should show only the person walking forward barefoot over a plain, uniform neutral gray background, while the rest of the scene stays exactly the same.",
+      "fg_mse": 0.0005378972855396569,
+      "bg_mse": 0.0033785293344408274,
+      "total_mse": 0.003916426619980484,
+      "videos": {
+        "composite": "samples/20241204_1_2120_hdri_seq_000453/composite.mp4",
+        "mask": "samples/20241204_1_2120_hdri_seq_000453/mask.mp4",
+        "fg_gt": "samples/20241204_1_2120_hdri_seq_000453/fg_gt.mp4",
+        "fg_pred": "samples/20241204_1_2120_hdri_seq_000453/fg_pred.mp4",
+        "bg_gt": "samples/20241204_1_2120_hdri_seq_000453/bg_gt.mp4",
+        "bg_pred": "samples/20241204_1_2120_hdri_seq_000453/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.04735933989286423,
+          "lpips_fg": 0.016914675012230873,
+          "psnr_bg": 39.65016174316406,
+          "psnr_fg": 40.688148498535156
+        },
+        "score": 0.5517241379310345,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "20241204_1_2120_hdri_seq_000470",
+      "source": "bedlam",
+      "prompt": "Remove the woman with blonde hair, wearing a red and black patterned top and light blue jeans, along with the soft shadow she casts on the grass to her left. The woman should be isolated on a plain, uniform neutral gray background, while the area she occluded is filled by restoring the grassy field and bare earth that were behind her. The rest of the scene stays exactly the same.",
+      "fg_mse": 0.0005575168179348111,
+      "bg_mse": 0.0021046141628175974,
+      "total_mse": 0.0026621309807524085,
+      "videos": {
+        "composite": "samples/20241204_1_2120_hdri_seq_000470/composite.mp4",
+        "mask": "samples/20241204_1_2120_hdri_seq_000470/mask.mp4",
+        "fg_gt": "samples/20241204_1_2120_hdri_seq_000470/fg_gt.mp4",
+        "fg_pred": "samples/20241204_1_2120_hdri_seq_000470/fg_pred.mp4",
+        "bg_gt": "samples/20241204_1_2120_hdri_seq_000470/bg_gt.mp4",
+        "bg_pred": "samples/20241204_1_2120_hdri_seq_000470/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.04188046604394913,
+          "lpips_fg": 0.015669941902160645,
+          "psnr_bg": 34.76563262939453,
+          "psnr_fg": 41.370819091796875
+        },
+        "score": 0.5258620689655172,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "20241204_1_2120_hdri_seq_001046",
+      "source": "bedlam",
+      "prompt": "Remove the woman with curly gray hair in the form-fitting green dress, along with the long, soft shadow she casts on the grass to her left. The removed woman should be isolated on a plain, uniform neutral gray background, showing her bending forward to touch the ground and standing back up. In the original video, restore the grassy field and the distant misty trees that were directly behind her, while the rest of the scene stays exactly the same.",
+      "fg_mse": 0.0005608136998489499,
+      "bg_mse": 0.0010874223662540317,
+      "total_mse": 0.0016482360661029816,
+      "videos": {
+        "composite": "samples/20241204_1_2120_hdri_seq_001046/composite.mp4",
+        "mask": "samples/20241204_1_2120_hdri_seq_001046/mask.mp4",
+        "fg_gt": "samples/20241204_1_2120_hdri_seq_001046/fg_gt.mp4",
+        "fg_pred": "samples/20241204_1_2120_hdri_seq_001046/fg_pred.mp4",
+        "bg_gt": "samples/20241204_1_2120_hdri_seq_001046/bg_gt.mp4",
+        "bg_pred": "samples/20241204_1_2120_hdri_seq_001046/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.04578717425465584,
+          "lpips_fg": 0.018496757373213768,
+          "psnr_bg": 35.15248489379883,
+          "psnr_fg": 40.814964294433594
+        },
+        "score": 0.7672413793103449,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "20241204_1_2120_hdri_seq_002068",
+      "source": "bedlam",
+      "prompt": "Remove the man with blonde hair wearing a white and blue striped t-shirt, blue shorts, and slip-on shoes, along with the soft shadow he casts on the dry grass, placing him on a plain, uniform neutral gray background. In his place, restore the dry grass and the orange construction netting that were directly behind him, while the rest of the scene stays exactly the same.",
+      "fg_mse": 0.00045498035615310073,
+      "bg_mse": 0.0006863318267278373,
+      "total_mse": 0.001141312182880938,
+      "videos": {
+        "composite": "samples/20241204_1_2120_hdri_seq_002068/composite.mp4",
+        "mask": "samples/20241204_1_2120_hdri_seq_002068/mask.mp4",
+        "fg_gt": "samples/20241204_1_2120_hdri_seq_002068/fg_gt.mp4",
+        "fg_pred": "samples/20241204_1_2120_hdri_seq_002068/fg_pred.mp4",
+        "bg_gt": "samples/20241204_1_2120_hdri_seq_002068/bg_gt.mp4",
+        "bg_pred": "samples/20241204_1_2120_hdri_seq_002068/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.04447375610470772,
+          "lpips_fg": 0.016226142644882202,
+          "psnr_bg": 41.079227447509766,
+          "psnr_fg": 40.6424674987793
+        },
+        "score": 0.45689655172413796,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "BLENDER_BEACH001_00204",
+      "source": "effecterase",
+      "prompt": "Remove the small figure of the standing person and the grey and blue horizontal boat from the scene, including the sharp shadow cast by the person on the white sand and the shadow cast by the boat on the water. The removed person and boat should be isolated on a plain, uniform neutral gray background to create the foreground layer. For the background layer, restore the white sand and the clear turquoise water that were occluded behind them, while the rest of the scene stays exactly the same.",
+      "fg_mse": 0.0004780045710504055,
+      "bg_mse": 0.006772931199520826,
+      "total_mse": 0.007250935770571232,
+      "videos": {
+        "composite": "samples/BLENDER_BEACH001_00204/composite.mp4",
+        "mask": "samples/BLENDER_BEACH001_00204/mask.mp4",
+        "fg_gt": "samples/BLENDER_BEACH001_00204/fg_gt.mp4",
+        "fg_pred": "samples/BLENDER_BEACH001_00204/fg_pred.mp4",
+        "bg_gt": "samples/BLENDER_BEACH001_00204/bg_gt.mp4",
+        "bg_pred": "samples/BLENDER_BEACH001_00204/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.019943948835134506,
+          "lpips_fg": 0.01566428318619728,
+          "psnr_bg": 39.12773513793945,
+          "psnr_fg": 39.9217414855957
+        },
+        "score": 0.32758620689655177,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "BLENDER_BEACH001_00690",
+      "source": "effecterase",
+      "prompt": "Decompose the video by removing the small blue boat with its wooden interior and single bench seat, along with the soft dark shadow, faint hull reflection, and subtle ripples it casts on the water surface. The isolated boat should be placed on a plain, uniform neutral gray background, maintaining its gentle bobbing and slow drifting motion. In the original video, restore the calm, clear turquoise water that was occluded directly behind the boat, while the rest of the scene remains exactly the same.",
+      "fg_mse": 0.0002957536780741066,
+      "bg_mse": 0.00787576287984848,
+      "total_mse": 0.008171516557922587,
+      "videos": {
+        "composite": "samples/BLENDER_BEACH001_00690/composite.mp4",
+        "mask": "samples/BLENDER_BEACH001_00690/mask.mp4",
+        "fg_gt": "samples/BLENDER_BEACH001_00690/fg_gt.mp4",
+        "fg_pred": "samples/BLENDER_BEACH001_00690/fg_pred.mp4",
+        "bg_gt": "samples/BLENDER_BEACH001_00690/bg_gt.mp4",
+        "bg_pred": "samples/BLENDER_BEACH001_00690/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.021246982738375664,
+          "lpips_fg": 0.014144820161163807,
+          "psnr_bg": 36.32342529296875,
+          "psnr_fg": 41.38648986816406
+        },
+        "score": 0.25,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "BLENDER_BEACH022_00006",
+      "source": "effecterase",
+      "prompt": "Remove the black pirate flag with the white skull and crossbones on its wooden pole, along with the small dragon flying in a circle around it, and isolate them onto a plain, uniform neutral gray background. This removal must also eliminate the soft shadows cast by both the pole and the flying dragon onto the water below, while restoring the murky water and the rocky landscape that were directly behind them. The rest of the scene stays exactly the same.",
+      "fg_mse": 0.000504316296428442,
+      "bg_mse": 0.006111243739724159,
+      "total_mse": 0.006615560036152601,
+      "videos": {
+        "composite": "samples/BLENDER_BEACH022_00006/composite.mp4",
+        "mask": "samples/BLENDER_BEACH022_00006/mask.mp4",
+        "fg_gt": "samples/BLENDER_BEACH022_00006/fg_gt.mp4",
+        "fg_pred": "samples/BLENDER_BEACH022_00006/fg_pred.mp4",
+        "bg_gt": "samples/BLENDER_BEACH022_00006/bg_gt.mp4",
+        "bg_pred": "samples/BLENDER_BEACH022_00006/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.0290223341435194,
+          "lpips_fg": 0.012301207520067692,
+          "psnr_bg": 36.81780242919922,
+          "psnr_fg": 40.60392379760742
+        },
+        "score": 0.24137931034482757,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "BLENDER_BEACH022_00010",
+      "source": "effecterase",
+      "prompt": "Remove the brown flying dragon along with the soft shadow it casts on the ground below. The removed dragon should be isolated on a plain, uniform neutral gray background, showing its large wings flapping rhythmically as it moves forward. In the original video, restore the rocky, crater-like landscape and the water that were occluded behind the dragon, while the rest of the scene stays exactly the same.",
+      "fg_mse": 0.00039820047095417976,
+      "bg_mse": 0.016013216227293015,
+      "total_mse": 0.016411416698247194,
+      "videos": {
+        "composite": "samples/BLENDER_BEACH022_00010/composite.mp4",
+        "mask": "samples/BLENDER_BEACH022_00010/mask.mp4",
+        "fg_gt": "samples/BLENDER_BEACH022_00010/fg_gt.mp4",
+        "fg_pred": "samples/BLENDER_BEACH022_00010/fg_pred.mp4",
+        "bg_gt": "samples/BLENDER_BEACH022_00010/bg_gt.mp4",
+        "bg_pred": "samples/BLENDER_BEACH022_00010/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.055158164352178574,
+          "lpips_fg": 0.01210995763540268,
+          "psnr_bg": 35.10744857788086,
+          "psnr_fg": 41.83638381958008
+        },
+        "score": 0.2672413793103448,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "BLENDER_BEACH037_00022",
+      "source": "effecterase",
+      "prompt": "Remove the wolf, which stands on all fours turning its head slightly, along with the soft shadow it casts on the wooden pier beneath it. Place the wolf on a plain, uniform neutral gray background to create a separate foreground layer, and restore the wooden pier surface that was directly behind it. The rest of the scene stays exactly the same.",
+      "fg_mse": 0.00027758386568166316,
+      "bg_mse": 0.00915104616433382,
+      "total_mse": 0.009428630030015483,
+      "videos": {
+        "composite": "samples/BLENDER_BEACH037_00022/composite.mp4",
+        "mask": "samples/BLENDER_BEACH037_00022/mask.mp4",
+        "fg_gt": "samples/BLENDER_BEACH037_00022/fg_gt.mp4",
+        "fg_pred": "samples/BLENDER_BEACH037_00022/fg_pred.mp4",
+        "bg_gt": "samples/BLENDER_BEACH037_00022/bg_gt.mp4",
+        "bg_pred": "samples/BLENDER_BEACH037_00022/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.029378384351730347,
+          "lpips_fg": 0.018931640312075615,
+          "psnr_bg": 35.9488410949707,
+          "psnr_fg": 42.923377990722656
+        },
+        "score": 0.33620689655172414,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "BLENDER_BEDROOM009_00208",
+      "source": "effecterase",
+      "prompt": "Remove the kneeling woman in the shiny, form-fitting blue suit along with her clapping motion, her reflection in the dark panel on the left, her shadow on the wooden cabinet, her shadow on the floor, and her faint shadow on the white wall. The foreground layer should isolate the woman clapping in her blue suit over a plain, uniform neutral gray background. For the background layer, restore the floor and the lower wall area that were occluded behind her, while the rest of the scene stays exactly the same.",
+      "fg_mse": 0.0011902553960680962,
+      "bg_mse": 0.05067765340209007,
+      "total_mse": 0.05186790879815817,
+      "videos": {
+        "composite": "samples/BLENDER_BEDROOM009_00208/composite.mp4",
+        "mask": "samples/BLENDER_BEDROOM009_00208/mask.mp4",
+        "fg_gt": "samples/BLENDER_BEDROOM009_00208/fg_gt.mp4",
+        "fg_pred": "samples/BLENDER_BEDROOM009_00208/fg_pred.mp4",
+        "bg_gt": "samples/BLENDER_BEDROOM009_00208/bg_gt.mp4",
+        "bg_pred": "samples/BLENDER_BEDROOM009_00208/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.02512229233980179,
+          "lpips_fg": 0.016181886196136475,
+          "psnr_bg": 33.842655181884766,
+          "psnr_fg": 36.98359298706055
+        },
+        "score": 0.49137931034482757,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "BLENDER_FACTORY001_00525",
+      "source": "effecterase",
+      "prompt": "Remove the two light stands\u2014consisting of one tall, thin stand with a rectangular light panel and a shorter yellow tripod stand with two smaller square panels\u2014along with the soft shadows they cast onto the blue floor. The removed light stands should be isolated as a foreground layer against a plain, uniform neutral gray background. For the background layer, restore the blue floor and the area around the silver machine that were occluded behind them, while the rest of the scene stays exactly the same.",
+      "fg_mse": 0.0009857328841462731,
+      "bg_mse": 0.1147327572107315,
+      "total_mse": 0.11571849009487778,
+      "videos": {
+        "composite": "samples/BLENDER_FACTORY001_00525/composite.mp4",
+        "mask": "samples/BLENDER_FACTORY001_00525/mask.mp4",
+        "fg_gt": "samples/BLENDER_FACTORY001_00525/fg_gt.mp4",
+        "fg_pred": "samples/BLENDER_FACTORY001_00525/fg_pred.mp4",
+        "bg_gt": "samples/BLENDER_FACTORY001_00525/bg_gt.mp4",
+        "bg_pred": "samples/BLENDER_FACTORY001_00525/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.37262630462646484,
+          "lpips_fg": 0.018694039434194565,
+          "psnr_bg": 20.67498207092285,
+          "psnr_fg": 41.17999267578125
+        },
+        "score": 0.7413793103448276,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "BLENDER_FACTORY002_00373",
+      "source": "effecterase",
+      "prompt": "Separate the two female 3D characters and the German flag they are holding into a foreground layer over a plain, uniform neutral gray background, capturing their idle animations and clothing details. Remove the characters and the flag from the original video, along with the soft shadows they cast on the white floor and the side of the conveyor belt structure. Inpaint the vacated area by restoring the minimalist white floor and the side of the conveyor belt structure that were directly behind them, while the rest of the scene stays exactly the same.",
+      "fg_mse": 0.001127308583818376,
+      "bg_mse": 0.012146459892392159,
+      "total_mse": 0.013273768476210535,
+      "videos": {
+        "composite": "samples/BLENDER_FACTORY002_00373/composite.mp4",
+        "mask": "samples/BLENDER_FACTORY002_00373/mask.mp4",
+        "fg_gt": "samples/BLENDER_FACTORY002_00373/fg_gt.mp4",
+        "fg_pred": "samples/BLENDER_FACTORY002_00373/fg_pred.mp4",
+        "bg_gt": "samples/BLENDER_FACTORY002_00373/bg_gt.mp4",
+        "bg_pred": "samples/BLENDER_FACTORY002_00373/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.006566721014678478,
+          "lpips_fg": 0.012789341621100903,
+          "psnr_bg": 43.002532958984375,
+          "psnr_fg": 39.01335906982422
+        },
+        "score": 0.2586206896551724,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "BLENDER_FOREST018_00274",
+      "source": "effecterase",
+      "prompt": "Remove the running man wearing a backpack and the white sports car with illuminated red taillights, along with their reflections on the wet road surface. The removed subjects should be isolated on a plain, uniform neutral gray background to create the foreground layer, while the clean background layer restores the wet, multi-lane road that was directly behind them. The rest of the scene remains exactly the same.",
+      "fg_mse": 0.0008916114456951618,
+      "bg_mse": 0.011763310991227627,
+      "total_mse": 0.012654922436922789,
+      "videos": {
+        "composite": "samples/BLENDER_FOREST018_00274/composite.mp4",
+        "mask": "samples/BLENDER_FOREST018_00274/mask.mp4",
+        "fg_gt": "samples/BLENDER_FOREST018_00274/fg_gt.mp4",
+        "fg_pred": "samples/BLENDER_FOREST018_00274/fg_pred.mp4",
+        "bg_gt": "samples/BLENDER_FOREST018_00274/bg_gt.mp4",
+        "bg_pred": "samples/BLENDER_FOREST018_00274/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.04356539249420166,
+          "lpips_fg": 0.01778149977326393,
+          "psnr_bg": 36.76753616333008,
+          "psnr_fg": 40.56935501098633
+        },
+        "score": 0.4310344827586207,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "BLENDER_FOREST021_02662",
+      "source": "effecterase",
+      "prompt": "Remove the grey, circular fire pit with its flickering orange flames, along with the soft shadow it casts on the ground to its right and the warm glow inside of it. In the area where the fire pit was removed, restore the dirt and sparse grass that were occluded behind it, while the rest of the scene stays exactly the same.",
+      "fg_mse": 0.000360486883437261,
+      "bg_mse": 0.004157326649874449,
+      "total_mse": 0.00451781353331171,
+      "videos": {
+        "composite": "samples/BLENDER_FOREST021_02662/composite.mp4",
+        "mask": "samples/BLENDER_FOREST021_02662/mask.mp4",
+        "fg_gt": "samples/BLENDER_FOREST021_02662/fg_gt.mp4",
+        "fg_pred": "samples/BLENDER_FOREST021_02662/fg_pred.mp4",
+        "bg_gt": "samples/BLENDER_FOREST021_02662/bg_gt.mp4",
+        "bg_pred": "samples/BLENDER_FOREST021_02662/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.07539630681276321,
+          "lpips_fg": 0.01464415155351162,
+          "psnr_bg": 35.147552490234375,
+          "psnr_fg": 42.58292007446289
+        },
+        "score": 0.3275862068965517,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "BLENDER_GRASS003_00070",
+      "source": "effecterase",
+      "prompt": "Remove the small, stationary, bright green fern plant with its delicate, feathery fronds, along with the soft, dark shadow it casts on the grass beneath and to its left. In its place, restore the patch of short green grass that was directly behind it, ensuring the rest of the scene stays exactly the same. The removed fern should be isolated on a plain, uniform neutral gray background to create a clean foreground layer.",
+      "fg_mse": 0.0010748605709522963,
+      "bg_mse": 0.042913056910037994,
+      "total_mse": 0.04398791748099029,
+      "videos": {
+        "composite": "samples/BLENDER_GRASS003_00070/composite.mp4",
+        "mask": "samples/BLENDER_GRASS003_00070/mask.mp4",
+        "fg_gt": "samples/BLENDER_GRASS003_00070/fg_gt.mp4",
+        "fg_pred": "samples/BLENDER_GRASS003_00070/fg_pred.mp4",
+        "bg_gt": "samples/BLENDER_GRASS003_00070/bg_gt.mp4",
+        "bg_pred": "samples/BLENDER_GRASS003_00070/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.04780040681362152,
+          "lpips_fg": 0.016250882297754288,
+          "psnr_bg": 24.630224227905273,
+          "psnr_fg": 40.23811721801758
+        },
+        "score": 0.5344827586206896,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "BLENDER_RIVER014_00136",
+      "source": "effecterase",
+      "prompt": "Remove the two small boats\u2014the motorboat with a cabin and the simple wooden rowboat\u2014along with their reflections and the radiating ripples on the water's surface. Place the two boats on a plain, uniform neutral gray background to create the foreground layer, and for the background layer, restore the serene mountain lake water that was occluded behind them. The rest of the scene stays exactly the same.",
+      "fg_mse": 0.000416011200286448,
+      "bg_mse": 0.009708249941468239,
+      "total_mse": 0.010124261141754687,
+      "videos": {
+        "composite": "samples/BLENDER_RIVER014_00136/composite.mp4",
+        "mask": "samples/BLENDER_RIVER014_00136/mask.mp4",
+        "fg_gt": "samples/BLENDER_RIVER014_00136/fg_gt.mp4",
+        "fg_pred": "samples/BLENDER_RIVER014_00136/fg_pred.mp4",
+        "bg_gt": "samples/BLENDER_RIVER014_00136/bg_gt.mp4",
+        "bg_pred": "samples/BLENDER_RIVER014_00136/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.2943606972694397,
+          "lpips_fg": 0.008082167245447636,
+          "psnr_bg": 10.974016189575195,
+          "psnr_fg": 44.520565032958984
+        },
+        "score": 0.48275862068965514,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "BLENDER_SCHOOL004_00030",
+      "source": "effecterase",
+      "prompt": "Remove the person wearing a light-colored shirt and dark shorts, along with the soft shadow they cast on the floor behind them, and place them on a plain, uniform neutral gray background where they walk forward and swing their arms naturally. In the original video, restore the empty classroom floor and the desks that were occluded behind the person. The rest of the scene stays exactly the same.",
+      "fg_mse": 0.0002766466059256345,
+      "bg_mse": 0.008437107317149639,
+      "total_mse": 0.008713753923075274,
+      "videos": {
+        "composite": "samples/BLENDER_SCHOOL004_00030/composite.mp4",
+        "mask": "samples/BLENDER_SCHOOL004_00030/mask.mp4",
+        "fg_gt": "samples/BLENDER_SCHOOL004_00030/fg_gt.mp4",
+        "fg_pred": "samples/BLENDER_SCHOOL004_00030/fg_pred.mp4",
+        "bg_gt": "samples/BLENDER_SCHOOL004_00030/bg_gt.mp4",
+        "bg_pred": "samples/BLENDER_SCHOOL004_00030/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.013403255492448807,
+          "lpips_fg": 0.013336097821593285,
+          "psnr_bg": 41.59741973876953,
+          "psnr_fg": 42.927921295166016
+        },
+        "score": 0.09482758620689653,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "BLENDER_STREET020_00036",
+      "source": "effecterase",
+      "prompt": "Remove the black and white striped zebra and the tall metallic lamppost from the scene, along with the shadows they cast on the cobblestone ground and the faint reflections of the zebra in the wet patches. The foreground layer should isolate the zebra and the lamppost over a plain, uniform neutral gray background. For the background layer, restore the wet cobblestone ground and the old building with peeling yellow plaster that were occluded behind them, while the rest of the scene stays exactly the same.",
+      "fg_mse": 0.002182413823902607,
+      "bg_mse": 0.02141735702753067,
+      "total_mse": 0.023599770851433277,
+      "videos": {
+        "composite": "samples/BLENDER_STREET020_00036/composite.mp4",
+        "mask": "samples/BLENDER_STREET020_00036/mask.mp4",
+        "fg_gt": "samples/BLENDER_STREET020_00036/fg_gt.mp4",
+        "fg_pred": "samples/BLENDER_STREET020_00036/fg_pred.mp4",
+        "bg_gt": "samples/BLENDER_STREET020_00036/bg_gt.mp4",
+        "bg_pred": "samples/BLENDER_STREET020_00036/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.11093936860561371,
+          "lpips_fg": 0.016741132363677025,
+          "psnr_bg": 26.72532844543457,
+          "psnr_fg": 39.0152702331543
+        },
+        "score": 0.646551724137931,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "BLENDER_WAREHOUSE012_01499",
+      "source": "effecterase",
+      "prompt": "Remove the tall, rectangular white vending machine with its glass front and dispensing slot, along with the long, dark shadow it casts on the concrete floor to its right. Place this vending machine on a plain, uniform neutral gray background to create a separate foreground layer. In the background layer, restore the concrete floor and wall that were directly behind the machine, keeping the rest of the scene exactly the same.",
+      "fg_mse": 0.00047232999349944293,
+      "bg_mse": 0.02385447360575199,
+      "total_mse": 0.024326803599251434,
+      "videos": {
+        "composite": "samples/BLENDER_WAREHOUSE012_01499/composite.mp4",
+        "mask": "samples/BLENDER_WAREHOUSE012_01499/mask.mp4",
+        "fg_gt": "samples/BLENDER_WAREHOUSE012_01499/fg_gt.mp4",
+        "fg_pred": "samples/BLENDER_WAREHOUSE012_01499/fg_pred.mp4",
+        "bg_gt": "samples/BLENDER_WAREHOUSE012_01499/bg_gt.mp4",
+        "bg_pred": "samples/BLENDER_WAREHOUSE012_01499/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.07725813239812851,
+          "lpips_fg": 0.01608297787606716,
+          "psnr_bg": 25.2038516998291,
+          "psnr_fg": 42.12446594238281
+        },
+        "score": 0.4655172413793104,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "REAL_ENV029_00003_007_05",
+      "source": "effecterase",
+      "prompt": "Remove the man with short dark hair seen from behind in a dark grey t-shirt with a neon green logo, splitting him into a separate foreground layer over a plain, uniform neutral gray background. In his place, restore the green chalkboard with the white chalk writing 'Remove Fudan' and its white frame that were directly behind him. The rest of the scene stays exactly the same.",
+      "fg_mse": 0.0011116201058030128,
+      "bg_mse": 0.21272890269756317,
+      "total_mse": 0.21384052280336618,
+      "videos": {
+        "composite": "samples/REAL_ENV029_00003_007_05/composite.mp4",
+        "mask": "samples/REAL_ENV029_00003_007_05/mask.mp4",
+        "fg_gt": "samples/REAL_ENV029_00003_007_05/fg_gt.mp4",
+        "fg_pred": "samples/REAL_ENV029_00003_007_05/fg_pred.mp4",
+        "bg_gt": "samples/REAL_ENV029_00003_007_05/bg_gt.mp4",
+        "bg_pred": "samples/REAL_ENV029_00003_007_05/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.3449496030807495,
+          "lpips_fg": 0.019761955365538597,
+          "psnr_bg": 26.650484085083008,
+          "psnr_fg": 41.88493347167969
+        },
+        "score": 0.6637931034482758,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "REAL_ENV042_00003_009_03",
+      "source": "effecterase",
+      "prompt": "Remove the man in the black t-shirt and khaki pants as he walks from left to right across the frame with his hands on his hips. Place him on a separate foreground layer over a plain, uniform neutral gray background, while filling the area directly behind him by restoring the wooden desks and chairs in the lecture hall. The rest of the scene stays exactly the same.",
+      "fg_mse": 0.000289087591227144,
+      "bg_mse": 0.02982429228723049,
+      "total_mse": 0.030113379878457636,
+      "videos": {
+        "composite": "samples/REAL_ENV042_00003_009_03/composite.mp4",
+        "mask": "samples/REAL_ENV042_00003_009_03/mask.mp4",
+        "fg_gt": "samples/REAL_ENV042_00003_009_03/fg_gt.mp4",
+        "fg_pred": "samples/REAL_ENV042_00003_009_03/fg_pred.mp4",
+        "bg_gt": "samples/REAL_ENV042_00003_009_03/bg_gt.mp4",
+        "bg_pred": "samples/REAL_ENV042_00003_009_03/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.05629735812544823,
+          "lpips_fg": 0.014307658188045025,
+          "psnr_bg": 33.37037658691406,
+          "psnr_fg": 44.67372512817383
+        },
+        "score": 0.27586206896551724,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "REAL_ENV156_00010_003_02",
+      "source": "effecterase",
+      "prompt": "Isolate the person, visible from the chest down in a black t-shirt and grey cargo pants standing still with arms hanging loosely, placing them onto a plain, uniform neutral gray background to create a clean foreground layer. In the background layer, remove this person entirely and restore the dense patch of green plants with large, speckled leaves and the dry, brown leaves on the soil that were occluded behind them. The rest of the scene stays exactly the same.",
+      "fg_mse": 0.0018046984914690256,
+      "bg_mse": 0.09255154430866241,
+      "total_mse": 0.09435624280013144,
+      "videos": {
+        "composite": "samples/REAL_ENV156_00010_003_02/composite.mp4",
+        "mask": "samples/REAL_ENV156_00010_003_02/mask.mp4",
+        "fg_gt": "samples/REAL_ENV156_00010_003_02/fg_gt.mp4",
+        "fg_pred": "samples/REAL_ENV156_00010_003_02/fg_pred.mp4",
+        "bg_gt": "samples/REAL_ENV156_00010_003_02/bg_gt.mp4",
+        "bg_pred": "samples/REAL_ENV156_00010_003_02/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.18739230930805206,
+          "lpips_fg": 0.019081132486462593,
+          "psnr_bg": 17.137361526489258,
+          "psnr_fg": 38.80600357055664
+        },
+        "score": 0.8620689655172413,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "REAL_ENV159_00004_004_04",
+      "source": "effecterase",
+      "prompt": "Remove the black backpack and the seated person wearing a black t-shirt and blue jeans, along with the soft shadows they cast on the wall and the bench. The removed backpack and person should be isolated on a plain, uniform neutral gray background as a separate foreground layer. In the background layer, restore the plain, reddish-brown wall and the matching horizontal bench that were occluded behind them, while the rest of the scene stays exactly the same.",
+      "fg_mse": 0.0012424762826412916,
+      "bg_mse": 0.05170383304357529,
+      "total_mse": 0.05294630932621658,
+      "videos": {
+        "composite": "samples/REAL_ENV159_00004_004_04/composite.mp4",
+        "mask": "samples/REAL_ENV159_00004_004_04/mask.mp4",
+        "fg_gt": "samples/REAL_ENV159_00004_004_04/fg_gt.mp4",
+        "fg_pred": "samples/REAL_ENV159_00004_004_04/fg_pred.mp4",
+        "bg_gt": "samples/REAL_ENV159_00004_004_04/bg_gt.mp4",
+        "bg_pred": "samples/REAL_ENV159_00004_004_04/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.8455789685249329,
+          "lpips_fg": 0.00949444342404604,
+          "psnr_bg": 16.560386657714844,
+          "psnr_fg": 40.645687103271484
+        },
+        "score": 0.6293103448275862,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "REAL_ENV161_00016_007_03",
+      "source": "effecterase",
+      "prompt": "Remove the man in the black short-sleeved t-shirt and blue jeans, along with the soft shadow he casts on the grass beneath his feet. The removed man should be isolated on a plain, uniform neutral gray background to create the foreground layer, while the area he occluded is filled by restoring the green grass and bushes that were directly behind him. The rest of the scene stays exactly the same.",
+      "fg_mse": 0.0008484690333716571,
+      "bg_mse": 0.02008816786110401,
+      "total_mse": 0.02093663689447567,
+      "videos": {
+        "composite": "samples/REAL_ENV161_00016_007_03/composite.mp4",
+        "mask": "samples/REAL_ENV161_00016_007_03/mask.mp4",
+        "fg_gt": "samples/REAL_ENV161_00016_007_03/fg_gt.mp4",
+        "fg_pred": "samples/REAL_ENV161_00016_007_03/fg_pred.mp4",
+        "bg_gt": "samples/REAL_ENV161_00016_007_03/bg_gt.mp4",
+        "bg_pred": "samples/REAL_ENV161_00016_007_03/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.10578104108572006,
+          "lpips_fg": 0.014976774342358112,
+          "psnr_bg": 28.12434959411621,
+          "psnr_fg": 41.67868423461914
+        },
+        "score": 0.4396551724137931,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "REAL_ENV169_00006_001_05",
+      "source": "effecterase",
+      "prompt": "Remove the man in the grey t-shirt, glasses, and dark pants along with his reflection in the window to the left and the shadows he casts onto the exercise machine. Place this foreground man, shown performing a chest press exercise by pushing his arms forward and back, onto a plain, uniform neutral gray background. For the background layer, restore the padded seat, backrest, and frame of the chest press machine that were occluded behind him, ensuring the rest of the scene stays exactly the same.",
+      "fg_mse": 0.0012129507958889008,
+      "bg_mse": 0.13875631988048553,
+      "total_mse": 0.13996927067637444,
+      "videos": {
+        "composite": "samples/REAL_ENV169_00006_001_05/composite.mp4",
+        "mask": "samples/REAL_ENV169_00006_001_05/mask.mp4",
+        "fg_gt": "samples/REAL_ENV169_00006_001_05/fg_gt.mp4",
+        "fg_pred": "samples/REAL_ENV169_00006_001_05/fg_pred.mp4",
+        "bg_gt": "samples/REAL_ENV169_00006_001_05/bg_gt.mp4",
+        "bg_pred": "samples/REAL_ENV169_00006_001_05/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.130133718252182,
+          "lpips_fg": 0.01220566127449274,
+          "psnr_bg": 18.518932342529297,
+          "psnr_fg": 41.567501068115234
+        },
+        "score": 0.4913793103448276,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "REAL_ENV177_00014_002_04",
+      "source": "effecterase",
+      "prompt": "Remove the person wearing a light blue jacket, grey cargo pants, and dark shoes, along with the soft shadow they cast on the ground. The removed person should be isolated on a plain, uniform neutral gray background, while the area they occluded is filled by restoring the patterned rubber playground surface and the rope climbing structure directly behind them. The rest of the scene stays exactly the same.",
+      "fg_mse": 0.0008785870159044862,
+      "bg_mse": 0.09848652780056,
+      "total_mse": 0.09936511481646448,
+      "videos": {
+        "composite": "samples/REAL_ENV177_00014_002_04/composite.mp4",
+        "mask": "samples/REAL_ENV177_00014_002_04/mask.mp4",
+        "fg_gt": "samples/REAL_ENV177_00014_002_04/fg_gt.mp4",
+        "fg_pred": "samples/REAL_ENV177_00014_002_04/fg_pred.mp4",
+        "bg_gt": "samples/REAL_ENV177_00014_002_04/bg_gt.mp4",
+        "bg_pred": "samples/REAL_ENV177_00014_002_04/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.16203339397907257,
+          "lpips_fg": 0.017423946410417557,
+          "psnr_bg": 16.601978302001953,
+          "psnr_fg": 39.55022430419922
+        },
+        "score": 0.7672413793103449,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "REAL_ENV177_00016_002_02",
+      "source": "effecterase",
+      "prompt": "Remove the person wearing a bright blue zip-up jacket, grey cargo pants, and holding a black smartphone, along with the soft shadow they cast on the ground. Split the video into a foreground layer showing only this person over a plain, uniform neutral gray background, and a clean background layer where the patterned rubber ground and the orange metal poles that were occluded behind them are fully restored. The rest of the scene stays exactly the same.",
+      "fg_mse": 0.0010391860269010067,
+      "bg_mse": 0.050928570330142975,
+      "total_mse": 0.05196775635704398,
+      "videos": {
+        "composite": "samples/REAL_ENV177_00016_002_02/composite.mp4",
+        "mask": "samples/REAL_ENV177_00016_002_02/mask.mp4",
+        "fg_gt": "samples/REAL_ENV177_00016_002_02/fg_gt.mp4",
+        "fg_pred": "samples/REAL_ENV177_00016_002_02/fg_pred.mp4",
+        "bg_gt": "samples/REAL_ENV177_00016_002_02/bg_gt.mp4",
+        "bg_pred": "samples/REAL_ENV177_00016_002_02/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.1655413657426834,
+          "lpips_fg": 0.016281897202134132,
+          "psnr_bg": 17.814376831054688,
+          "psnr_fg": 39.54058837890625
+        },
+        "score": 0.7413793103448276,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "REAL_ENV181_00004_006_04",
+      "source": "effecterase",
+      "prompt": "Remove the stationary rectangular blue paper gift bag with gold polka dots and brown twisted paper handles, along with the soft shadow it casts on the wooden bench slats directly beneath it. The foreground layer should display only this paper bag over a plain, uniform neutral gray background, while the background layer restores the wooden bench slats that were occluded behind it. The rest of the scene stays exactly the same.",
+      "fg_mse": 0.00035870264400728047,
+      "bg_mse": 0.015904368832707405,
+      "total_mse": 0.016263071476714686,
+      "videos": {
+        "composite": "samples/REAL_ENV181_00004_006_04/composite.mp4",
+        "mask": "samples/REAL_ENV181_00004_006_04/mask.mp4",
+        "fg_gt": "samples/REAL_ENV181_00004_006_04/fg_gt.mp4",
+        "fg_pred": "samples/REAL_ENV181_00004_006_04/fg_pred.mp4",
+        "bg_gt": "samples/REAL_ENV181_00004_006_04/bg_gt.mp4",
+        "bg_pred": "samples/REAL_ENV181_00004_006_04/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.040952350944280624,
+          "lpips_fg": 0.014747371897101402,
+          "psnr_bg": 29.40689468383789,
+          "psnr_fg": 40.40513229370117
+        },
+        "score": 0.4051724137931034,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "REAL_ENV181_00005_001_03",
+      "source": "effecterase",
+      "prompt": "Remove the stationary blue paper gift bag with white polka dots and pink handles, along with the soft shadow it casts on the wooden slats of the bench. The foreground layer should show only this gift bag over a plain, uniform neutral gray background, while the background layer is restored by filling in the wooden slats of the park bench that were directly behind the bag. The rest of the scene stays exactly the same.",
+      "fg_mse": 0.0003609467821661383,
+      "bg_mse": 0.019362706691026688,
+      "total_mse": 0.019723653473192826,
+      "videos": {
+        "composite": "samples/REAL_ENV181_00005_001_03/composite.mp4",
+        "mask": "samples/REAL_ENV181_00005_001_03/mask.mp4",
+        "fg_gt": "samples/REAL_ENV181_00005_001_03/fg_gt.mp4",
+        "fg_pred": "samples/REAL_ENV181_00005_001_03/fg_pred.mp4",
+        "bg_gt": "samples/REAL_ENV181_00005_001_03/bg_gt.mp4",
+        "bg_pred": "samples/REAL_ENV181_00005_001_03/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.05388159677386284,
+          "lpips_fg": 0.013487658463418484,
+          "psnr_bg": 27.288976669311523,
+          "psnr_fg": 44.331825256347656
+        },
+        "score": 0.28448275862068967,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "REAL_ENV191_00011_001_05",
+      "source": "effecterase",
+      "prompt": "Remove the person walking away in a black t-shirt and grey trousers, along with the stationary yellow bicycle with green plants growing through its frame, and eliminate the soft shadows they cast on the paved path. The removed person and bicycle should be isolated on a plain, uniform neutral gray background, while the area they occluded is restored by filling in the paved stone path, the green bushes, and the tall brown slatted fence that were directly behind them. The rest of the scene stays exactly the same.",
+      "fg_mse": 0.0033999746665358543,
+      "bg_mse": 0.1431964486837387,
+      "total_mse": 0.14659642335027456,
+      "videos": {
+        "composite": "samples/REAL_ENV191_00011_001_05/composite.mp4",
+        "mask": "samples/REAL_ENV191_00011_001_05/mask.mp4",
+        "fg_gt": "samples/REAL_ENV191_00011_001_05/fg_gt.mp4",
+        "fg_pred": "samples/REAL_ENV191_00011_001_05/fg_pred.mp4",
+        "bg_gt": "samples/REAL_ENV191_00011_001_05/bg_gt.mp4",
+        "bg_pred": "samples/REAL_ENV191_00011_001_05/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.21288113296031952,
+          "lpips_fg": 0.023236697539687157,
+          "psnr_bg": 17.63591194152832,
+          "psnr_fg": 34.15937423706055
+        },
+        "score": 0.9310344827586207,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "REAL_ENV193_00001_006_01",
+      "source": "effecterase",
+      "prompt": "Remove the man wearing a white t-shirt, grey shorts, and glasses who is holding a red smartphone and walking up the stairs, placing him alone on a uniform neutral gray background. In his place, restore the grey metal railings, treads, and the green trees in the background that were previously occluded by his body. The rest of the scene stays exactly the same.",
+      "fg_mse": 0.0012659066123887897,
+      "bg_mse": 0.029190199449658394,
+      "total_mse": 0.030456106062047184,
+      "videos": {
+        "composite": "samples/REAL_ENV193_00001_006_01/composite.mp4",
+        "mask": "samples/REAL_ENV193_00001_006_01/mask.mp4",
+        "fg_gt": "samples/REAL_ENV193_00001_006_01/fg_gt.mp4",
+        "fg_pred": "samples/REAL_ENV193_00001_006_01/fg_pred.mp4",
+        "bg_gt": "samples/REAL_ENV193_00001_006_01/bg_gt.mp4",
+        "bg_pred": "samples/REAL_ENV193_00001_006_01/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.0496705025434494,
+          "lpips_fg": 0.01964741386473179,
+          "psnr_bg": 22.684555053710938,
+          "psnr_fg": 38.8078498840332
+        },
+        "score": 0.6982758620689655,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "REAL_ENV212_00020_004_02",
+      "source": "effecterase",
+      "prompt": "Remove the man in the grey long-sleeved shirt and dark trousers as he turns and walks away while looking at his smartphone, along with the soft shadows he casts on the floor, the cabinet, the water boiler, the wall, and the vertical blinds. The removed man should be isolated on a plain, uniform neutral gray background, while the area he occluded is restored by filling in the white wall, the vertical blinds, the cabinet, the water boiler, and the floor that were directly behind him. The rest of the scene stays exactly the same.",
+      "fg_mse": 0.0007996204076334834,
+      "bg_mse": 0.06336978822946548,
+      "total_mse": 0.06416940863709897,
+      "videos": {
+        "composite": "samples/REAL_ENV212_00020_004_02/composite.mp4",
+        "mask": "samples/REAL_ENV212_00020_004_02/mask.mp4",
+        "fg_gt": "samples/REAL_ENV212_00020_004_02/fg_gt.mp4",
+        "fg_pred": "samples/REAL_ENV212_00020_004_02/fg_pred.mp4",
+        "bg_gt": "samples/REAL_ENV212_00020_004_02/bg_gt.mp4",
+        "bg_pred": "samples/REAL_ENV212_00020_004_02/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.07391132414340973,
+          "lpips_fg": 0.019564907997846603,
+          "psnr_bg": 23.215341567993164,
+          "psnr_fg": 42.84662628173828
+        },
+        "score": 0.5344827586206896,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "REAL_ENV241_00103_003_05",
+      "source": "effecterase",
+      "prompt": "Remove the person in the dark blue jacket with a white stripe, black pants, and white sneakers, along with the soft shadow they cast on the grass below. The removed person should be placed as a separate foreground layer over a plain, uniform neutral gray background. In the background layer, restore the grassy park area and the patch of taller grass that were directly behind the person, while the rest of the scene stays exactly the same.",
+      "fg_mse": 0.0018541011959314346,
+      "bg_mse": 0.04328710213303566,
+      "total_mse": 0.045141203328967094,
+      "videos": {
+        "composite": "samples/REAL_ENV241_00103_003_05/composite.mp4",
+        "mask": "samples/REAL_ENV241_00103_003_05/mask.mp4",
+        "fg_gt": "samples/REAL_ENV241_00103_003_05/fg_gt.mp4",
+        "fg_pred": "samples/REAL_ENV241_00103_003_05/fg_pred.mp4",
+        "bg_gt": "samples/REAL_ENV241_00103_003_05/bg_gt.mp4",
+        "bg_pred": "samples/REAL_ENV241_00103_003_05/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.20191828906536102,
+          "lpips_fg": 0.023172078654170036,
+          "psnr_bg": 22.429765701293945,
+          "psnr_fg": 39.01804733276367
+        },
+        "score": 0.8189655172413793,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "REAL_ENV271_00001_002_01",
+      "source": "effecterase",
+      "prompt": "Remove the person wearing dark pants, a dark jacket, and silver sneakers sitting in a relaxed pose, along with the soft shadow they cast on the paved ground beneath them. In the foreground layer, isolate this person over a plain, uniform neutral gray background. For the clean background layer, restore the paved patio surface that was occluded behind them, while the rest of the scene stays exactly the same.",
+      "fg_mse": 0.0019831820391118526,
+      "bg_mse": 0.0708593875169754,
+      "total_mse": 0.07284256955608726,
+      "videos": {
+        "composite": "samples/REAL_ENV271_00001_002_01/composite.mp4",
+        "mask": "samples/REAL_ENV271_00001_002_01/mask.mp4",
+        "fg_gt": "samples/REAL_ENV271_00001_002_01/fg_gt.mp4",
+        "fg_pred": "samples/REAL_ENV271_00001_002_01/fg_pred.mp4",
+        "bg_gt": "samples/REAL_ENV271_00001_002_01/bg_gt.mp4",
+        "bg_pred": "samples/REAL_ENV271_00001_002_01/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.14437972009181976,
+          "lpips_fg": 0.015449270606040955,
+          "psnr_bg": 22.178672790527344,
+          "psnr_fg": 41.574317932128906
+        },
+        "score": 0.5603448275862069,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "kubric_00149",
+      "source": "kubric",
+      "prompt": "Remove the rectangular cardboard motherboard box as it falls, tumbles, and slides to a stop, along with its soft shadow and faint reflection on the stone paving. The removed box should be placed on its own layer against a plain, uniform neutral gray background, while the area it occluded is filled by restoring the large, irregular stone slabs of the courtyard floor. The rest of the scene stays exactly the same.",
+      "fg_mse": 0.0010784331243485212,
+      "bg_mse": 0.01936456933617592,
+      "total_mse": 0.02044300246052444,
+      "videos": {
+        "composite": "samples/kubric_00149/composite.mp4",
+        "mask": "samples/kubric_00149/mask.mp4",
+        "fg_gt": "samples/kubric_00149/fg_gt.mp4",
+        "fg_pred": "samples/kubric_00149/fg_pred.mp4",
+        "bg_gt": "samples/kubric_00149/bg_gt.mp4",
+        "bg_pred": "samples/kubric_00149/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.05050106719136238,
+          "lpips_fg": 0.01961207576096058,
+          "psnr_bg": 27.40648078918457,
+          "psnr_fg": 36.84654235839844
+        },
+        "score": 0.7155172413793103,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "kubric_00185",
+      "source": "kubric",
+      "prompt": "Remove the several falling rectangular boxes of various sizes and designs, including the video game case, the diaper pail refill bag box, and the software box, along with the soft shadow they cast on the grass below. Place these tumbling boxes alone on a plain, uniform neutral gray background to create the foreground layer. For the background layer, restore the patch of dry, patchy grass and dirt that was occluded behind the falling boxes, while the rest of the scene remains exactly the same.",
+      "fg_mse": 0.0013730357168242335,
+      "bg_mse": 0.013749799691140652,
+      "total_mse": 0.015122835407964885,
+      "videos": {
+        "composite": "samples/kubric_00185/composite.mp4",
+        "mask": "samples/kubric_00185/mask.mp4",
+        "fg_gt": "samples/kubric_00185/fg_gt.mp4",
+        "fg_pred": "samples/kubric_00185/fg_pred.mp4",
+        "bg_gt": "samples/kubric_00185/bg_gt.mp4",
+        "bg_pred": "samples/kubric_00185/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.041198816150426865,
+          "lpips_fg": 0.01925605535507202,
+          "psnr_bg": 30.514944076538086,
+          "psnr_fg": 37.70130157470703
+        },
+        "score": 0.5948275862068966,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "kubric_00324",
+      "source": "kubric",
+      "prompt": "Remove the blue cereal box with the word 'CRUNCH' printed on it as it falls downwards and rotates slightly before exiting the bottom right of the frame. The foreground layer should show only this rotating cereal box against a plain, uniform neutral gray background. For the background layer, restore the scattered tumbling toys, shoes, and the textured brown surface that were occluded behind the box, while the rest of the scene remains exactly the same.",
+      "fg_mse": 0.0005600800504907966,
+      "bg_mse": 0.004885366652160883,
+      "total_mse": 0.0054454467026516795,
+      "videos": {
+        "composite": "samples/kubric_00324/composite.mp4",
+        "mask": "samples/kubric_00324/mask.mp4",
+        "fg_gt": "samples/kubric_00324/fg_gt.mp4",
+        "fg_pred": "samples/kubric_00324/fg_pred.mp4",
+        "bg_gt": "samples/kubric_00324/bg_gt.mp4",
+        "bg_pred": "samples/kubric_00324/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.03342044726014137,
+          "lpips_fg": 0.01386794913560152,
+          "psnr_bg": 33.923805236816406,
+          "psnr_fg": 42.46368408203125
+        },
+        "score": 0.23275862068965517,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "kubric_00655",
+      "source": "kubric",
+      "prompt": "Remove the tall, white rectangular box with printed text and the round toy pizza with its colorful toppings, along with the dark cast shadows they throw onto the ground to their left. The removed objects should be isolated on a plain, uniform neutral gray background to create a clean foreground layer. For the background layer, restore the patch of dry, sparse grass and dirt that was directly behind them, while the rest of the scene stays exactly the same.",
+      "fg_mse": 0.0023739133030176163,
+      "bg_mse": 0.03299625590443611,
+      "total_mse": 0.03537016920745373,
+      "videos": {
+        "composite": "samples/kubric_00655/composite.mp4",
+        "mask": "samples/kubric_00655/mask.mp4",
+        "fg_gt": "samples/kubric_00655/fg_gt.mp4",
+        "fg_pred": "samples/kubric_00655/fg_pred.mp4",
+        "bg_gt": "samples/kubric_00655/bg_gt.mp4",
+        "bg_pred": "samples/kubric_00655/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.10943521559238434,
+          "lpips_fg": 0.023231565952301025,
+          "psnr_bg": 23.985702514648438,
+          "psnr_fg": 37.7238655090332
+        },
+        "score": 0.8189655172413793,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "kubric_00793",
+      "source": "kubric",
+      "prompt": "Remove the gray plush elephant toy as it tumbles and rolls with its limbs and trunk flopping loosely, along with the soft shadow it casts on the sandy ground beneath and to its right. Inpaint the area directly behind the removed toy to restore the sandy outdoor surface that was occluded by it, while the rest of the scene stays exactly the same. The foreground toy should be isolated on a plain, uniform neutral gray background.",
+      "fg_mse": 0.0006690598675049841,
+      "bg_mse": 0.00169319286942482,
+      "total_mse": 0.002362252736929804,
+      "videos": {
+        "composite": "samples/kubric_00793/composite.mp4",
+        "mask": "samples/kubric_00793/mask.mp4",
+        "fg_gt": "samples/kubric_00793/fg_gt.mp4",
+        "fg_pred": "samples/kubric_00793/fg_pred.mp4",
+        "bg_gt": "samples/kubric_00793/bg_gt.mp4",
+        "bg_pred": "samples/kubric_00793/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.02626551315188408,
+          "lpips_fg": 0.014821059070527554,
+          "psnr_bg": 37.99856185913086,
+          "psnr_fg": 38.14742660522461
+        },
+        "score": 0.25862068965517243,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "kubric_00803",
+      "source": "kubric",
+      "prompt": "Remove the tumbling household objects, including the red plastic lid, the snakeskin-patterned shoe, the board game box, the ink cartridge box, and the small blue and white box, along with any of their effects. Place these rotating and falling objects onto a plain, uniform neutral gray background to create the foreground layer. In the background layer, restore the smooth, reddish-brown wooden surface that was occluded behind them, keeping the rest of the scene exactly the same.",
+      "fg_mse": 0.001963584451004863,
+      "bg_mse": 0.010487696155905724,
+      "total_mse": 0.012451280606910586,
+      "videos": {
+        "composite": "samples/kubric_00803/composite.mp4",
+        "mask": "samples/kubric_00803/mask.mp4",
+        "fg_gt": "samples/kubric_00803/fg_gt.mp4",
+        "fg_pred": "samples/kubric_00803/fg_pred.mp4",
+        "bg_gt": "samples/kubric_00803/bg_gt.mp4",
+        "bg_pred": "samples/kubric_00803/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.020587578415870667,
+          "lpips_fg": 0.027796046808362007,
+          "psnr_bg": 30.809799194335938,
+          "psnr_fg": 36.56489181518555
+        },
+        "score": 0.646551724137931,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "kubric_00804",
+      "source": "kubric",
+      "prompt": "Remove the falling collection of everyday objects, including the action figure, sneakers, cutting board, and plastic bottle, along with the soft shadows they cast on the ground. In their place, restore the dry, tangled grass and weeds that were occluded behind them, ensuring the rest of the scene stays exactly the same. The removed objects should be isolated on a plain, uniform neutral gray background, capturing their tumbling and rotating motion.",
+      "fg_mse": 0.0008508171886205673,
+      "bg_mse": 0.001858530449680984,
+      "total_mse": 0.0027093476383015513,
+      "videos": {
+        "composite": "samples/kubric_00804/composite.mp4",
+        "mask": "samples/kubric_00804/mask.mp4",
+        "fg_gt": "samples/kubric_00804/fg_gt.mp4",
+        "fg_pred": "samples/kubric_00804/fg_pred.mp4",
+        "bg_gt": "samples/kubric_00804/bg_gt.mp4",
+        "bg_pred": "samples/kubric_00804/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.024158557876944542,
+          "lpips_fg": 0.021686190739274025,
+          "psnr_bg": 39.001068115234375,
+          "psnr_fg": 38.95027160644531
+        },
+        "score": 0.3017241379310345,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "kubric_00922",
+      "source": "kubric",
+      "prompt": "Remove the tumbling and sliding everyday objects, including the purple plastic bottle, pink running shoe, yellow pill bottle, black and white box, and grey and purple mechanical claw, along with the soft shadows and faint reflections they cast on the brown surface. The foreground layer should display only these moving objects over a plain, uniform neutral gray background. To complete the background, restore the smooth, light brown surface with its subtle wavy texture that was occluded behind them, while the rest of the scene stays exactly the same.",
+      "fg_mse": 0.0011520300759002566,
+      "bg_mse": 0.002717116381973028,
+      "total_mse": 0.003869146457873285,
+      "videos": {
+        "composite": "samples/kubric_00922/composite.mp4",
+        "mask": "samples/kubric_00922/mask.mp4",
+        "fg_gt": "samples/kubric_00922/fg_gt.mp4",
+        "fg_pred": "samples/kubric_00922/fg_pred.mp4",
+        "bg_gt": "samples/kubric_00922/bg_gt.mp4",
+        "bg_pred": "samples/kubric_00922/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.025067666545510292,
+          "lpips_fg": 0.019136376678943634,
+          "psnr_bg": 39.20680618286133,
+          "psnr_fg": 37.72467041015625
+        },
+        "score": 0.3103448275862069,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "kubric_01145",
+      "source": "kubric",
+      "prompt": "Remove the several everyday objects, including the white Nintendo 3DS game case, the blue and white Brother ink cartridge box, the tan shoe, and the black Ugg boot, along with the soft shadows they cast on the surface beneath them. Place these tumbling objects on a plain, uniform neutral gray background to create a clean foreground layer. In the background layer, restore the flat, light grey textured concrete surface that was occluded behind them, keeping the rest of the scene exactly the same.",
+      "fg_mse": 0.0009576092706993222,
+      "bg_mse": 0.003038182621821761,
+      "total_mse": 0.003995791892521083,
+      "videos": {
+        "composite": "samples/kubric_01145/composite.mp4",
+        "mask": "samples/kubric_01145/mask.mp4",
+        "fg_gt": "samples/kubric_01145/fg_gt.mp4",
+        "fg_pred": "samples/kubric_01145/fg_pred.mp4",
+        "bg_gt": "samples/kubric_01145/bg_gt.mp4",
+        "bg_pred": "samples/kubric_01145/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.026908867061138153,
+          "lpips_fg": 0.02366550639271736,
+          "psnr_bg": 40.33759307861328,
+          "psnr_fg": 37.89740753173828
+        },
+        "score": 0.3879310344827586,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "kubric_01558",
+      "source": "kubric",
+      "prompt": "Remove the tumbling everyday objects\u2014including the white box, blue box, grey shoe, and roll of purple tape\u2014along with the dark, hard-edged shadows they cast on the street surface. In their place, restore the textured, paved street surface and the yellow painted line that were occluded behind them, while the rest of the scene stays exactly the same. The removed objects should be isolated on a plain, uniform neutral gray background.",
+      "fg_mse": 0.00100269028916955,
+      "bg_mse": 0.0025176587514579296,
+      "total_mse": 0.0035203490406274796,
+      "videos": {
+        "composite": "samples/kubric_01558/composite.mp4",
+        "mask": "samples/kubric_01558/mask.mp4",
+        "fg_gt": "samples/kubric_01558/fg_gt.mp4",
+        "fg_pred": "samples/kubric_01558/fg_pred.mp4",
+        "bg_gt": "samples/kubric_01558/bg_gt.mp4",
+        "bg_pred": "samples/kubric_01558/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.0364191010594368,
+          "lpips_fg": 0.021897535771131516,
+          "psnr_bg": 36.225589752197266,
+          "psnr_fg": 37.832191467285156
+        },
+        "score": 0.5172413793103449,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "kubric_01613",
+      "source": "kubric",
+      "prompt": "Remove the falling and tumbling everyday objects, including the yellow running shoe, flat cardboard box, toy train, black running shoe, and leather bag, along with the soft shadows they cast on the grass. The foreground layer should isolate these falling objects as they tumble and land against a plain, uniform neutral gray background. In the background layer, restore the patch of green grass that was occluded behind them, leaving the rest of the scene exactly the same.",
+      "fg_mse": 0.0027506742626428604,
+      "bg_mse": 0.004343205597251654,
+      "total_mse": 0.007093879859894514,
+      "videos": {
+        "composite": "samples/kubric_01613/composite.mp4",
+        "mask": "samples/kubric_01613/mask.mp4",
+        "fg_gt": "samples/kubric_01613/fg_gt.mp4",
+        "fg_pred": "samples/kubric_01613/fg_pred.mp4",
+        "bg_gt": "samples/kubric_01613/bg_gt.mp4",
+        "bg_pred": "samples/kubric_01613/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.02703331969678402,
+          "lpips_fg": 0.02617255598306656,
+          "psnr_bg": 35.10938262939453,
+          "psnr_fg": 36.7531623840332
+        },
+        "score": 0.603448275862069,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "kubric_01902",
+      "source": "kubric",
+      "prompt": "Remove the falling white pill bottle with the purple label and the tumbling blue board game box, along with the hard, dark shadows they cast onto the rocky surface and the background objects. In their place, restore the smooth, light-colored stones that were occluded behind them, while the rest of the scene remains exactly the same. The foreground layer should isolate only the falling bottle and the spinning, descending blue box against a plain, uniform neutral gray background.",
+      "fg_mse": 0.0014096368104219437,
+      "bg_mse": 0.00810305867344141,
+      "total_mse": 0.009512695483863354,
+      "videos": {
+        "composite": "samples/kubric_01902/composite.mp4",
+        "mask": "samples/kubric_01902/mask.mp4",
+        "fg_gt": "samples/kubric_01902/fg_gt.mp4",
+        "fg_pred": "samples/kubric_01902/fg_pred.mp4",
+        "bg_gt": "samples/kubric_01902/bg_gt.mp4",
+        "bg_pred": "samples/kubric_01902/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.04286090284585953,
+          "lpips_fg": 0.023000111803412437,
+          "psnr_bg": 29.014404296875,
+          "psnr_fg": 36.848350524902344
+        },
+        "score": 0.75,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "kubric_02375",
+      "source": "kubric",
+      "prompt": "Remove the wooden toy rabbit with green wheels and a number 3 on its back as it tumbles and rotates through the air, along with the soft, diffuse shadow it casts on the pale blue surface beneath it. The foreground layer should display only this tumbling wooden toy rabbit over a plain, uniform neutral gray background. In the background layer, restore the smooth, pale blue surface that was occluded behind the rabbit, while the rest of the scene remains exactly the same.",
+      "fg_mse": 0.00286697200499475,
+      "bg_mse": 0.0669185146689415,
+      "total_mse": 0.06978548667393625,
+      "videos": {
+        "composite": "samples/kubric_02375/composite.mp4",
+        "mask": "samples/kubric_02375/mask.mp4",
+        "fg_gt": "samples/kubric_02375/fg_gt.mp4",
+        "fg_pred": "samples/kubric_02375/fg_pred.mp4",
+        "bg_gt": "samples/kubric_02375/bg_gt.mp4",
+        "bg_pred": "samples/kubric_02375/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.08200827240943909,
+          "lpips_fg": 0.030181922018527985,
+          "psnr_bg": 21.515430450439453,
+          "psnr_fg": 37.965023040771484
+        },
+        "score": 0.8275862068965517,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "kubric_02413",
+      "source": "kubric",
+      "prompt": "Remove the tumbling everyday objects, including the large black ASUS motherboard box, the blue patterned backpack, the wooden toy box, the small pink package, and the blue ink cartridge box, along with the soft shadows they cast on the ground below. Place these rotating and falling objects onto a plain, uniform neutral gray background to create a separate foreground layer. For the background layer, restore the patch of dry, patchy grass and dirt that was directly behind the removed objects, while keeping the rest of the scene exactly the same.",
+      "fg_mse": 0.0016579341609030962,
+      "bg_mse": 0.01407300028949976,
+      "total_mse": 0.015730934450402856,
+      "videos": {
+        "composite": "samples/kubric_02413/composite.mp4",
+        "mask": "samples/kubric_02413/mask.mp4",
+        "fg_gt": "samples/kubric_02413/fg_gt.mp4",
+        "fg_pred": "samples/kubric_02413/fg_pred.mp4",
+        "bg_gt": "samples/kubric_02413/bg_gt.mp4",
+        "bg_pred": "samples/kubric_02413/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.05333469808101654,
+          "lpips_fg": 0.01890375465154648,
+          "psnr_bg": 31.858747482299805,
+          "psnr_fg": 36.723175048828125
+        },
+        "score": 0.6551724137931034,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "kubric_02702",
+      "source": "kubric",
+      "prompt": "Remove the tumbling blue and grey boat shoe with its white laces and white sole, along with the soft shadows it casts onto the white surface, the red container, and the blue and white shoe below. The foreground layer should isolate only this rotating shoe against a plain, uniform neutral gray background. In the background layer, restore the white surface and the parts of the red container and blue and white shoe that were occluded behind it, while the rest of the scene stays exactly the same.",
+      "fg_mse": 0.0021026611793786287,
+      "bg_mse": 0.010389856062829494,
+      "total_mse": 0.012492517242208123,
+      "videos": {
+        "composite": "samples/kubric_02702/composite.mp4",
+        "mask": "samples/kubric_02702/mask.mp4",
+        "fg_gt": "samples/kubric_02702/fg_gt.mp4",
+        "fg_pred": "samples/kubric_02702/fg_pred.mp4",
+        "bg_gt": "samples/kubric_02702/bg_gt.mp4",
+        "bg_pred": "samples/kubric_02702/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.03280947729945183,
+          "lpips_fg": 0.02066601626574993,
+          "psnr_bg": 36.480796813964844,
+          "psnr_fg": 37.80580139160156
+        },
+        "score": 0.4568965517241379,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "kubric_02742",
+      "source": "kubric",
+      "prompt": "Remove the purple board game box, the white and red ink cartridge box, and the yellow bowl as they tumble, bounce, and slide across the scene, along with the soft shadows they cast on the dirt ground and the brown hat. In their place, restore the textured, packed dirt ground and the brown fedora that were occluded behind them. The foreground objects should be separated onto a uniform neutral gray background, while the rest of the scene remains exactly the same.",
+      "fg_mse": 0.0017489371821284294,
+      "bg_mse": 0.009040542878210545,
+      "total_mse": 0.010789480060338974,
+      "videos": {
+        "composite": "samples/kubric_02742/composite.mp4",
+        "mask": "samples/kubric_02742/mask.mp4",
+        "fg_gt": "samples/kubric_02742/fg_gt.mp4",
+        "fg_pred": "samples/kubric_02742/fg_pred.mp4",
+        "bg_gt": "samples/kubric_02742/bg_gt.mp4",
+        "bg_pred": "samples/kubric_02742/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.04207067936658859,
+          "lpips_fg": 0.019762476906180382,
+          "psnr_bg": 32.632568359375,
+          "psnr_fg": 36.885581970214844
+        },
+        "score": 0.603448275862069,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "kubric_02924",
+      "source": "kubric",
+      "prompt": "Remove the tumbling white and purple rectangular box and the rotating black electronic device from the video, including the soft shadows and reflections they cast on the floor. In their place, restore the light grey tiled floor that was occluded behind them. The rest of the scene stays exactly the same, leaving the box and device isolated on a plain, uniform neutral gray background.",
+      "fg_mse": 0.0010869379620999098,
+      "bg_mse": 0.0034967870451509953,
+      "total_mse": 0.004583725007250905,
+      "videos": {
+        "composite": "samples/kubric_02924/composite.mp4",
+        "mask": "samples/kubric_02924/mask.mp4",
+        "fg_gt": "samples/kubric_02924/fg_gt.mp4",
+        "fg_pred": "samples/kubric_02924/fg_pred.mp4",
+        "bg_gt": "samples/kubric_02924/bg_gt.mp4",
+        "bg_pred": "samples/kubric_02924/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.019491838291287422,
+          "lpips_fg": 0.012912437319755554,
+          "psnr_bg": 38.65811538696289,
+          "psnr_fg": 40.31557083129883
+        },
+        "score": 0.09482758620689655,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "kubric_03016",
+      "source": "kubric",
+      "prompt": "Remove the white zippered pouch with the bicycle pattern as it falls, bounces, and settles, along with the soft shadow it casts on the ground beneath it. In the empty space left behind, restore the paved outdoor plaza surface that was occluded by the pouch. The foreground layer should isolate the falling and bouncing white pouch against a plain, uniform neutral gray background, while the rest of the scene stays exactly the same.",
+      "fg_mse": 0.0011367897968739271,
+      "bg_mse": 0.0042848107405006886,
+      "total_mse": 0.005421600537374616,
+      "videos": {
+        "composite": "samples/kubric_03016/composite.mp4",
+        "mask": "samples/kubric_03016/mask.mp4",
+        "fg_gt": "samples/kubric_03016/fg_gt.mp4",
+        "fg_pred": "samples/kubric_03016/fg_pred.mp4",
+        "bg_gt": "samples/kubric_03016/bg_gt.mp4",
+        "bg_pred": "samples/kubric_03016/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.029003264382481575,
+          "lpips_fg": 0.02238357625901699,
+          "psnr_bg": 31.849864959716797,
+          "psnr_fg": 40.66693878173828
+        },
+        "score": 0.4224137931034483,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "kubric_03223",
+      "source": "kubric",
+      "prompt": "Remove the tumbling yellow pot, cardboard boxes, and canvas boat shoe from the scene, along with the soft shadows they cast on the grass beneath them. The removed objects should be isolated on a plain, uniform neutral gray background to create a clean foreground layer. Inpaint the area directly behind the removed objects by restoring the brightly lit, flat grassy field, while the rest of the scene stays exactly the same.",
+      "fg_mse": 0.0010996271157637239,
+      "bg_mse": 0.0435180701315403,
+      "total_mse": 0.04461769724730402,
+      "videos": {
+        "composite": "samples/kubric_03223/composite.mp4",
+        "mask": "samples/kubric_03223/mask.mp4",
+        "fg_gt": "samples/kubric_03223/fg_gt.mp4",
+        "fg_pred": "samples/kubric_03223/fg_pred.mp4",
+        "bg_gt": "samples/kubric_03223/bg_gt.mp4",
+        "bg_pred": "samples/kubric_03223/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.17334026098251343,
+          "lpips_fg": 0.014701525680720806,
+          "psnr_bg": 15.818807601928711,
+          "psnr_fg": 40.75025939941406
+        },
+        "score": 0.5431034482758621,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "kubric_03246",
+      "source": "kubric",
+      "prompt": "Remove the tumbling everyday objects, including the pink and grey shoe, the white box, the grey game cartridge, the green and yellow toy turtle, and the purple box, along with the soft shadows and faint reflections they cast on the leaves below. The foreground layer should isolate these falling objects against a uniform neutral gray background, while the background layer restores the wet, glossy autumn leaves that were occluded behind them. The rest of the scene stays exactly the same.",
+      "fg_mse": 0.0016336414264515042,
+      "bg_mse": 0.008374540135264397,
+      "total_mse": 0.010008181561715901,
+      "videos": {
+        "composite": "samples/kubric_03246/composite.mp4",
+        "mask": "samples/kubric_03246/mask.mp4",
+        "fg_gt": "samples/kubric_03246/fg_gt.mp4",
+        "fg_pred": "samples/kubric_03246/fg_pred.mp4",
+        "bg_gt": "samples/kubric_03246/bg_gt.mp4",
+        "bg_pred": "samples/kubric_03246/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.03136304393410683,
+          "lpips_fg": 0.026151638478040695,
+          "psnr_bg": 29.758716583251953,
+          "psnr_fg": 39.41088104248047
+        },
+        "score": 0.5775862068965517,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "kubric_03320",
+      "source": "kubric",
+      "prompt": "Remove the large box of Crayola sidewalk chalk, the roll of Shurtape, and the box of Hostess Chocolate Cupcakes as they tumble, rotate, and drift apart through the air, along with the soft shadows they cast onto the floor. Place these falling objects onto a plain, uniform neutral gray background to create the foreground layer. For the background layer, restore the smooth, light-colored surface that was occluded behind them, while the rest of the scene stays exactly the same.",
+      "fg_mse": 0.002093689516186714,
+      "bg_mse": 0.02616160362958908,
+      "total_mse": 0.028255293145775795,
+      "videos": {
+        "composite": "samples/kubric_03320/composite.mp4",
+        "mask": "samples/kubric_03320/mask.mp4",
+        "fg_gt": "samples/kubric_03320/fg_gt.mp4",
+        "fg_pred": "samples/kubric_03320/fg_pred.mp4",
+        "bg_gt": "samples/kubric_03320/bg_gt.mp4",
+        "bg_pred": "samples/kubric_03320/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.0707809329032898,
+          "lpips_fg": 0.0212806835770607,
+          "psnr_bg": 30.337074279785156,
+          "psnr_fg": 37.12583541870117
+        },
+        "score": 0.7155172413793103,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "kubric_03362",
+      "source": "kubric",
+      "prompt": "Remove the pink and grey running shoe, the grey ankle boot, and the white cardboard box as they tumble and land, along with the soft shadows they cast on the dirt ground. The foreground layer should isolate these three objects falling and landing against a plain, uniform neutral gray background. For the background layer, restore the rocky, uneven dirt ground that was occluded behind them, while the rest of the scene stays exactly the same.",
+      "fg_mse": 0.0013962502125650644,
+      "bg_mse": 0.006775856018066406,
+      "total_mse": 0.00817210623063147,
+      "videos": {
+        "composite": "samples/kubric_03362/composite.mp4",
+        "mask": "samples/kubric_03362/mask.mp4",
+        "fg_gt": "samples/kubric_03362/fg_gt.mp4",
+        "fg_pred": "samples/kubric_03362/fg_pred.mp4",
+        "bg_gt": "samples/kubric_03362/bg_gt.mp4",
+        "bg_pred": "samples/kubric_03362/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.030680149793624878,
+          "lpips_fg": 0.01524860318750143,
+          "psnr_bg": 34.71726608276367,
+          "psnr_fg": 39.500587463378906
+        },
+        "score": 0.29310344827586204,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "kubric_03488",
+      "source": "kubric",
+      "prompt": "Remove the large, spherical blue and orange dog toy from the video, along with its contact points and the soft shadow it casts on the carpet beneath and to the right. Isolate this toy on a plain, uniform neutral gray background as the foreground layer, showing its rolling motion, the hole in its side, and the embossed word 'bobble'. In the background layer, restore the carpeted floor that was occluded behind the toy, while the rest of the scene stays exactly the same.",
+      "fg_mse": 0.0023955516517162323,
+      "bg_mse": 0.052705857902765274,
+      "total_mse": 0.055101409554481506,
+      "videos": {
+        "composite": "samples/kubric_03488/composite.mp4",
+        "mask": "samples/kubric_03488/mask.mp4",
+        "fg_gt": "samples/kubric_03488/fg_gt.mp4",
+        "fg_pred": "samples/kubric_03488/fg_pred.mp4",
+        "bg_gt": "samples/kubric_03488/bg_gt.mp4",
+        "bg_pred": "samples/kubric_03488/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.09851713478565216,
+          "lpips_fg": 0.015472609549760818,
+          "psnr_bg": 25.917158126831055,
+          "psnr_fg": 42.2671012878418
+        },
+        "score": 0.5,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "kubric_03567",
+      "source": "kubric",
+      "prompt": "Remove the fuzzy brown teddy bear and the wooden toy airplane with purple accents as they tumble and fall through the air, along with the soft, moving shadows they cast on the pebble ground and the stationary objects below. The removed objects should be isolated on a plain, uniform neutral gray background to create a clean foreground layer. For the background layer, restore the pebble-textured ground and the stationary objects that were occluded behind the falling toys, while the rest of the scene stays exactly the same.",
+      "fg_mse": 0.0017756957095116377,
+      "bg_mse": 0.005771153140813112,
+      "total_mse": 0.00754684885032475,
+      "videos": {
+        "composite": "samples/kubric_03567/composite.mp4",
+        "mask": "samples/kubric_03567/mask.mp4",
+        "fg_gt": "samples/kubric_03567/fg_gt.mp4",
+        "fg_pred": "samples/kubric_03567/fg_pred.mp4",
+        "bg_gt": "samples/kubric_03567/bg_gt.mp4",
+        "bg_pred": "samples/kubric_03567/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.03557818755507469,
+          "lpips_fg": 0.025567948818206787,
+          "psnr_bg": 32.46349334716797,
+          "psnr_fg": 38.293704986572266
+        },
+        "score": 0.5775862068965517,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "kubric_03928",
+      "source": "kubric",
+      "prompt": "Remove the brown leather boat shoe and the rectangular black and red headset box as they tumble and rotate across the frame, along with the soft shadows they cast on the surface beneath them. The foreground layer should isolate these two objects over a plain, uniform neutral gray background. To complete the background, restore the dark, textured surface of stringy, dried material and the dark blue fabric that were occluded behind them, while the rest of the scene stays exactly the same.",
+      "fg_mse": 0.0014734549913555384,
+      "bg_mse": 0.0060225496999919415,
+      "total_mse": 0.00749600469134748,
+      "videos": {
+        "composite": "samples/kubric_03928/composite.mp4",
+        "mask": "samples/kubric_03928/mask.mp4",
+        "fg_gt": "samples/kubric_03928/fg_gt.mp4",
+        "fg_pred": "samples/kubric_03928/fg_pred.mp4",
+        "bg_gt": "samples/kubric_03928/bg_gt.mp4",
+        "bg_pred": "samples/kubric_03928/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.5816601514816284,
+          "lpips_fg": 0.01788303256034851,
+          "psnr_bg": 20.133773803710938,
+          "psnr_fg": 36.51272964477539
+        },
+        "score": 0.8103448275862069,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "kubric_03975",
+      "source": "kubric",
+      "prompt": "Remove the tumbling rectangular cardboard box, along with the sharp, dark shadow it casts on the ground as it rotates and lands. The foreground layer should show only the branded cardboard box tumbling and coming to rest on its side against a plain, uniform neutral gray background. In the background layer, restore the dry, textured patch of rough dirt, small rocks, and pebbles that was occluded behind the box, while the rest of the scene stays exactly the same.",
+      "fg_mse": 0.0010749654611572623,
+      "bg_mse": 0.003854235401377082,
+      "total_mse": 0.004929200862534344,
+      "videos": {
+        "composite": "samples/kubric_03975/composite.mp4",
+        "mask": "samples/kubric_03975/mask.mp4",
+        "fg_gt": "samples/kubric_03975/fg_gt.mp4",
+        "fg_pred": "samples/kubric_03975/fg_pred.mp4",
+        "bg_gt": "samples/kubric_03975/bg_gt.mp4",
+        "bg_pred": "samples/kubric_03975/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.037384625524282455,
+          "lpips_fg": 0.013645722530782223,
+          "psnr_bg": 39.13199234008789,
+          "psnr_fg": 41.11753845214844
+        },
+        "score": 0.1896551724137931,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "kubric_04034",
+      "source": "kubric",
+      "prompt": "Separate the tumbling white and teal shoe, the blue dinosaur-patterned backpack, and the small bottle into a foreground layer over a plain, uniform neutral gray background. Remove these objects and the soft shadows they cast on the floor from the video, and restore the textured, sandy-colored floor that was directly behind them. The rest of the scene stays exactly the same.",
+      "fg_mse": 0.0010881766211241484,
+      "bg_mse": 0.002818000502884388,
+      "total_mse": 0.0039061771240085363,
+      "videos": {
+        "composite": "samples/kubric_04034/composite.mp4",
+        "mask": "samples/kubric_04034/mask.mp4",
+        "fg_gt": "samples/kubric_04034/fg_gt.mp4",
+        "fg_pred": "samples/kubric_04034/fg_pred.mp4",
+        "bg_gt": "samples/kubric_04034/bg_gt.mp4",
+        "bg_pred": "samples/kubric_04034/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.04128870368003845,
+          "lpips_fg": 0.015826961025595665,
+          "psnr_bg": 38.59856033325195,
+          "psnr_fg": 40.65107727050781
+        },
+        "score": 0.3103448275862069,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "kubric_04140",
+      "source": "kubric",
+      "prompt": "Remove the scattered everyday objects, including the white Wii Party U game box, the patterned backpack, the red and black shoe, the blue and white shoe, and the white Brother PC-501 box, along with the soft shadows and contact points they cast on the ground. Place these tumbling objects on a plain, uniform neutral gray background to create a separate foreground layer, and restore the flat, textured gray concrete surface that was occluded behind them. The rest of the scene stays exactly the same.",
+      "fg_mse": 0.001251784386113286,
+      "bg_mse": 0.028962887823581696,
+      "total_mse": 0.03021467220969498,
+      "videos": {
+        "composite": "samples/kubric_04140/composite.mp4",
+        "mask": "samples/kubric_04140/mask.mp4",
+        "fg_gt": "samples/kubric_04140/fg_gt.mp4",
+        "fg_pred": "samples/kubric_04140/fg_pred.mp4",
+        "bg_gt": "samples/kubric_04140/bg_gt.mp4",
+        "bg_pred": "samples/kubric_04140/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.05216502770781517,
+          "lpips_fg": 0.018367504701018333,
+          "psnr_bg": 28.814966201782227,
+          "psnr_fg": 38.811683654785156
+        },
+        "score": 0.5689655172413793,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "kubric_04165",
+      "source": "kubric",
+      "prompt": "Remove the rectangular yellow box with red and black text and a barcode as it tumbles and rotates end-over-end through the air, along with the hard, dark shadow it casts on the stone floor. In its place, restore the ground surface of rounded, light-colored stones set in dark mortar that was occluded behind it. The rest of the scene stays exactly the same.",
+      "fg_mse": 0.0005358923226594925,
+      "bg_mse": 0.0021275158505886793,
+      "total_mse": 0.002663408173248172,
+      "videos": {
+        "composite": "samples/kubric_04165/composite.mp4",
+        "mask": "samples/kubric_04165/mask.mp4",
+        "fg_gt": "samples/kubric_04165/fg_gt.mp4",
+        "fg_pred": "samples/kubric_04165/fg_pred.mp4",
+        "bg_gt": "samples/kubric_04165/bg_gt.mp4",
+        "bg_pred": "samples/kubric_04165/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.024524714797735214,
+          "lpips_fg": 0.020032690837979317,
+          "psnr_bg": 39.427581787109375,
+          "psnr_fg": 40.29341125488281
+        },
+        "score": 0.22413793103448276,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "kubric_04499",
+      "source": "kubric",
+      "prompt": "Remove the yellow and purple pack of pads and the light blue rectangular container as they tumble and fall through the air, along with the soft shadows they cast on the cobblestones, manhole cover, and the stationary objects below. The foreground layer should isolate these falling packs and the container against a plain, uniform neutral gray background. For the background layer, restore the cobblestone surface and the metal manhole cover that were occluded behind them, while the rest of the scene stays exactly the same.",
+      "fg_mse": 0.000770076469052583,
+      "bg_mse": 0.0039027873426675797,
+      "total_mse": 0.004672863811720163,
+      "videos": {
+        "composite": "samples/kubric_04499/composite.mp4",
+        "mask": "samples/kubric_04499/mask.mp4",
+        "fg_gt": "samples/kubric_04499/fg_gt.mp4",
+        "fg_pred": "samples/kubric_04499/fg_pred.mp4",
+        "bg_gt": "samples/kubric_04499/bg_gt.mp4",
+        "bg_pred": "samples/kubric_04499/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.034680597484111786,
+          "lpips_fg": 0.024195417761802673,
+          "psnr_bg": 34.14036560058594,
+          "psnr_fg": 40.163230895996094
+        },
+        "score": 0.4913793103448276,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "0b7f4a25-f9b5-47af-adf2-049213640ecb_0_0__zoom_out",
+      "source": "missions",
+      "prompt": "Remove the stationary, dark brown, rectangular-framed glasses with clear lenses and folded temples, along with the soft shadow they cast on the book and their faint reflection on the glass tabletop. In their place, restore the surface of the book and the glass tabletop that were directly behind them. The rest of the scene stays exactly the same, with the foreground glasses isolated on a plain, uniform neutral gray background.",
+      "fg_mse": 0.00023459178919438273,
+      "bg_mse": 0.0026481300592422485,
+      "total_mse": 0.0028827218484366313,
+      "videos": {
+        "composite": "samples/0b7f4a25-f9b5-47af-adf2-049213640ecb_0_0__zoom_out/composite.mp4",
+        "mask": "samples/0b7f4a25-f9b5-47af-adf2-049213640ecb_0_0__zoom_out/mask.mp4",
+        "fg_gt": "samples/0b7f4a25-f9b5-47af-adf2-049213640ecb_0_0__zoom_out/fg_gt.mp4",
+        "fg_pred": "samples/0b7f4a25-f9b5-47af-adf2-049213640ecb_0_0__zoom_out/fg_pred.mp4",
+        "bg_gt": "samples/0b7f4a25-f9b5-47af-adf2-049213640ecb_0_0__zoom_out/bg_gt.mp4",
+        "bg_pred": "samples/0b7f4a25-f9b5-47af-adf2-049213640ecb_0_0__zoom_out/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.020882626995444298,
+          "lpips_fg": 0.017618894577026367,
+          "psnr_bg": 36.18916320800781,
+          "psnr_fg": 42.348655700683594
+        },
+        "score": 0.2844827586206896,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "0cc68856-6eb5-4a65-8961-f025ac8b0acd_0_4__zoom_in",
+      "source": "missions",
+      "prompt": "Remove the light sage green mug with its pale pinkish-beige interior and the soft shadow it casts on the green dish and wooden tray to its right. The mug should be isolated on its own layer against a plain, uniform neutral gray background, while the main video is restored by filling in the wooden tray and green dish that were previously occluded behind it. The rest of the scene stays exactly the same.",
+      "fg_mse": 0.00021278711210470647,
+      "bg_mse": 0.0053636301308870316,
+      "total_mse": 0.005576417242991738,
+      "videos": {
+        "composite": "samples/0cc68856-6eb5-4a65-8961-f025ac8b0acd_0_4__zoom_in/composite.mp4",
+        "mask": "samples/0cc68856-6eb5-4a65-8961-f025ac8b0acd_0_4__zoom_in/mask.mp4",
+        "fg_gt": "samples/0cc68856-6eb5-4a65-8961-f025ac8b0acd_0_4__zoom_in/fg_gt.mp4",
+        "fg_pred": "samples/0cc68856-6eb5-4a65-8961-f025ac8b0acd_0_4__zoom_in/fg_pred.mp4",
+        "bg_gt": "samples/0cc68856-6eb5-4a65-8961-f025ac8b0acd_0_4__zoom_in/bg_gt.mp4",
+        "bg_pred": "samples/0cc68856-6eb5-4a65-8961-f025ac8b0acd_0_4__zoom_in/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.047957539558410645,
+          "lpips_fg": 0.02115350216627121,
+          "psnr_bg": 36.92131805419922,
+          "psnr_fg": 41.34383773803711
+        },
+        "score": 0.3793103448275862,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "155cce3f-01ca-4c1c-a740-7e9b79c60240_scene112633_0_0__zoom_in",
+      "source": "missions",
+      "prompt": "Remove the stationary dark gray metal socket wrench, which features a hexagonal drive opening, a knurled grip, and a worn matte finish, along with the soft, diffuse shadow it casts on the surface below and to its left. The foreground socket wrench should be isolated on a plain, uniform neutral gray background, while the main video is restored by filling the area directly behind the removed wrench with the dark, textured surface, scattered small particles, and faint scratches. The rest of the scene stays exactly the same.",
+      "fg_mse": 0.0006936769932508469,
+      "bg_mse": 0.05913829058408737,
+      "total_mse": 0.05983196757733822,
+      "videos": {
+        "composite": "samples/155cce3f-01ca-4c1c-a740-7e9b79c60240_scene112633_0_0__zoom_in/composite.mp4",
+        "mask": "samples/155cce3f-01ca-4c1c-a740-7e9b79c60240_scene112633_0_0__zoom_in/mask.mp4",
+        "fg_gt": "samples/155cce3f-01ca-4c1c-a740-7e9b79c60240_scene112633_0_0__zoom_in/fg_gt.mp4",
+        "fg_pred": "samples/155cce3f-01ca-4c1c-a740-7e9b79c60240_scene112633_0_0__zoom_in/fg_pred.mp4",
+        "bg_gt": "samples/155cce3f-01ca-4c1c-a740-7e9b79c60240_scene112633_0_0__zoom_in/bg_gt.mp4",
+        "bg_pred": "samples/155cce3f-01ca-4c1c-a740-7e9b79c60240_scene112633_0_0__zoom_in/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.8862369656562805,
+          "lpips_fg": 0.013219321146607399,
+          "psnr_bg": 24.090356826782227,
+          "psnr_fg": 41.42568588256836
+        },
+        "score": 0.5862068965517242,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "428763da-239d-4505-95f6-cd6f6f975476_scene24_0_2__zoom_out",
+      "source": "missions",
+      "prompt": "Remove the compact black rectangular device with its glossy finish and rounded edges, along with the soft shadow it casts on the concrete ledge beneath it. The removed device should be isolated on a plain, uniform neutral gray background, while the area it occluded is filled by restoring the textured concrete ledge that was directly behind it. The rest of the scene stays exactly the same.",
+      "fg_mse": 0.0011987185571342707,
+      "bg_mse": 0.13542033731937408,
+      "total_mse": 0.13661905587650836,
+      "videos": {
+        "composite": "samples/428763da-239d-4505-95f6-cd6f6f975476_scene24_0_2__zoom_out/composite.mp4",
+        "mask": "samples/428763da-239d-4505-95f6-cd6f6f975476_scene24_0_2__zoom_out/mask.mp4",
+        "fg_gt": "samples/428763da-239d-4505-95f6-cd6f6f975476_scene24_0_2__zoom_out/fg_gt.mp4",
+        "fg_pred": "samples/428763da-239d-4505-95f6-cd6f6f975476_scene24_0_2__zoom_out/fg_pred.mp4",
+        "bg_gt": "samples/428763da-239d-4505-95f6-cd6f6f975476_scene24_0_2__zoom_out/bg_gt.mp4",
+        "bg_pred": "samples/428763da-239d-4505-95f6-cd6f6f975476_scene24_0_2__zoom_out/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.16307483613491058,
+          "lpips_fg": 0.022446928545832634,
+          "psnr_bg": 16.272418975830078,
+          "psnr_fg": 37.67584991455078
+        },
+        "score": 0.8448275862068966,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "4b529289-d9f7-4077-8535-f87c4fd94b40_scene37545_0_2__zoom_out",
+      "source": "missions",
+      "prompt": "Remove the upright black and light blue sunscreen tube with its white cap and glossy finish, along with the soft shadow it casts on the white shelf to its right. In the area directly behind the removed tube, restore the white shelf surface and the side of the rectangular MDF box that were occluded. The foreground layer should show only the sunscreen tube over a plain, uniform neutral gray background, while the rest of the scene stays exactly the same.",
+      "fg_mse": 0.00033077175612561405,
+      "bg_mse": 0.012662027031183243,
+      "total_mse": 0.012992798787308857,
+      "videos": {
+        "composite": "samples/4b529289-d9f7-4077-8535-f87c4fd94b40_scene37545_0_2__zoom_out/composite.mp4",
+        "mask": "samples/4b529289-d9f7-4077-8535-f87c4fd94b40_scene37545_0_2__zoom_out/mask.mp4",
+        "fg_gt": "samples/4b529289-d9f7-4077-8535-f87c4fd94b40_scene37545_0_2__zoom_out/fg_gt.mp4",
+        "fg_pred": "samples/4b529289-d9f7-4077-8535-f87c4fd94b40_scene37545_0_2__zoom_out/fg_pred.mp4",
+        "bg_gt": "samples/4b529289-d9f7-4077-8535-f87c4fd94b40_scene37545_0_2__zoom_out/bg_gt.mp4",
+        "bg_pred": "samples/4b529289-d9f7-4077-8535-f87c4fd94b40_scene37545_0_2__zoom_out/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.027938853949308395,
+          "lpips_fg": 0.021244270727038383,
+          "psnr_bg": 37.30742263793945,
+          "psnr_fg": 39.331424713134766
+        },
+        "score": 0.4051724137931034,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "4cc83d2a-1927-4b7e-ac47-4e656f26911f_scene2812_0_2__zoom_in",
+      "source": "missions",
+      "prompt": "Remove the stationary light grey rectangular ribbed tub and the dark shadow it casts on the concrete ground beneath it. The removed tub should be isolated on a plain, uniform neutral gray background, while the area it occluded is filled by restoring the concrete patio surface that was directly behind it. The rest of the scene stays exactly the same.",
+      "fg_mse": 0.00037864831392653286,
+      "bg_mse": 0.10139377415180206,
+      "total_mse": 0.1017724224657286,
+      "videos": {
+        "composite": "samples/4cc83d2a-1927-4b7e-ac47-4e656f26911f_scene2812_0_2__zoom_in/composite.mp4",
+        "mask": "samples/4cc83d2a-1927-4b7e-ac47-4e656f26911f_scene2812_0_2__zoom_in/mask.mp4",
+        "fg_gt": "samples/4cc83d2a-1927-4b7e-ac47-4e656f26911f_scene2812_0_2__zoom_in/fg_gt.mp4",
+        "fg_pred": "samples/4cc83d2a-1927-4b7e-ac47-4e656f26911f_scene2812_0_2__zoom_in/fg_pred.mp4",
+        "bg_gt": "samples/4cc83d2a-1927-4b7e-ac47-4e656f26911f_scene2812_0_2__zoom_in/bg_gt.mp4",
+        "bg_pred": "samples/4cc83d2a-1927-4b7e-ac47-4e656f26911f_scene2812_0_2__zoom_in/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.21165010333061218,
+          "lpips_fg": 0.017579179257154465,
+          "psnr_bg": 16.80190086364746,
+          "psnr_fg": 40.111820220947266
+        },
+        "score": 0.7327586206896551,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "689284d8-7674-4a26-a467-9409a2d1ed63_scene402_0_0__zoom_in",
+      "source": "missions",
+      "prompt": "Remove the clear glass pitcher, along with the soft shadow and faint reflections it casts on the table surface. The foreground layer should display only the transparent glass pitcher with its rounded body, narrow neck, and curved handle over a plain, uniform neutral gray background. In the background layer, restore the light grey, textured table surface that was directly behind the pitcher, while the rest of the scene stays exactly the same.",
+      "fg_mse": 0.003104460658505559,
+      "bg_mse": 0.008202770724892616,
+      "total_mse": 0.011307231383398175,
+      "videos": {
+        "composite": "samples/689284d8-7674-4a26-a467-9409a2d1ed63_scene402_0_0__zoom_in/composite.mp4",
+        "mask": "samples/689284d8-7674-4a26-a467-9409a2d1ed63_scene402_0_0__zoom_in/mask.mp4",
+        "fg_gt": "samples/689284d8-7674-4a26-a467-9409a2d1ed63_scene402_0_0__zoom_in/fg_gt.mp4",
+        "fg_pred": "samples/689284d8-7674-4a26-a467-9409a2d1ed63_scene402_0_0__zoom_in/fg_pred.mp4",
+        "bg_gt": "samples/689284d8-7674-4a26-a467-9409a2d1ed63_scene402_0_0__zoom_in/bg_gt.mp4",
+        "bg_pred": "samples/689284d8-7674-4a26-a467-9409a2d1ed63_scene402_0_0__zoom_in/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.04177449643611908,
+          "lpips_fg": 0.016756078228354454,
+          "psnr_bg": 34.990848541259766,
+          "psnr_fg": 40.104515075683594
+        },
+        "score": 0.41379310344827586,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "689284d8-7674-4a26-a467-9409a2d1ed63_scene4815_0_4__zoom_out",
+      "source": "missions",
+      "prompt": "Remove the small, white, slightly translucent plastic measuring cup and the soft shadow it casts on the ironing board cover beneath it. The foreground layer should show only this stationary cup over a plain, uniform neutral gray background. For the background layer, restore the blue and white floral-patterned ironing board cover that was directly behind the cup, while the rest of the scene stays exactly the same.",
+      "fg_mse": 0.0002669496461749077,
+      "bg_mse": 0.0020806847605854273,
+      "total_mse": 0.002347634406760335,
+      "videos": {
+        "composite": "samples/689284d8-7674-4a26-a467-9409a2d1ed63_scene4815_0_4__zoom_out/composite.mp4",
+        "mask": "samples/689284d8-7674-4a26-a467-9409a2d1ed63_scene4815_0_4__zoom_out/mask.mp4",
+        "fg_gt": "samples/689284d8-7674-4a26-a467-9409a2d1ed63_scene4815_0_4__zoom_out/fg_gt.mp4",
+        "fg_pred": "samples/689284d8-7674-4a26-a467-9409a2d1ed63_scene4815_0_4__zoom_out/fg_pred.mp4",
+        "bg_gt": "samples/689284d8-7674-4a26-a467-9409a2d1ed63_scene4815_0_4__zoom_out/bg_gt.mp4",
+        "bg_pred": "samples/689284d8-7674-4a26-a467-9409a2d1ed63_scene4815_0_4__zoom_out/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.12371539324522018,
+          "lpips_fg": 0.012158435769379139,
+          "psnr_bg": 20.271530151367188,
+          "psnr_fg": 41.75853729248047
+        },
+        "score": 0.5172413793103449,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "7a64c4e2-ff00-46e2-8417-f4602c06fdf5_scene52_0_0__zoom_in",
+      "source": "missions",
+      "prompt": "Remove the stationary half lemon, which has a bright yellow rind and pale yellow pulp cut lengthwise, along with the soft shadow it casts on the white shelf beneath it. The foreground layer should display only this cut lemon over a plain, uniform neutral gray background, while the background layer restores the white refrigerator shelf that was directly behind it. The rest of the scene stays exactly the same.",
+      "fg_mse": 0.00017442225362174213,
+      "bg_mse": 0.002854315796867013,
+      "total_mse": 0.003028738050488755,
+      "videos": {
+        "composite": "samples/7a64c4e2-ff00-46e2-8417-f4602c06fdf5_scene52_0_0__zoom_in/composite.mp4",
+        "mask": "samples/7a64c4e2-ff00-46e2-8417-f4602c06fdf5_scene52_0_0__zoom_in/mask.mp4",
+        "fg_gt": "samples/7a64c4e2-ff00-46e2-8417-f4602c06fdf5_scene52_0_0__zoom_in/fg_gt.mp4",
+        "fg_pred": "samples/7a64c4e2-ff00-46e2-8417-f4602c06fdf5_scene52_0_0__zoom_in/fg_pred.mp4",
+        "bg_gt": "samples/7a64c4e2-ff00-46e2-8417-f4602c06fdf5_scene52_0_0__zoom_in/bg_gt.mp4",
+        "bg_pred": "samples/7a64c4e2-ff00-46e2-8417-f4602c06fdf5_scene52_0_0__zoom_in/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.022034598514437675,
+          "lpips_fg": 0.015243593603372574,
+          "psnr_bg": 36.61012268066406,
+          "psnr_fg": 42.21356201171875
+        },
+        "score": 0.2327586206896552,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "7e17be4e-b137-4c50-bf01-eeb4c21d6521_0_6__zoom_in",
+      "source": "missions",
+      "prompt": "Remove the small green enamel mug with the black rim and handle from the scene, including the soft shadows it casts on the green plate and the wooden shelf. The removed mug should be isolated as a foreground layer on a plain, uniform neutral gray background, while the area it occluded is filled by restoring the green plate and the weathered wooden shelf that were directly behind it. The rest of the scene stays exactly the same.",
+      "fg_mse": 0.0003127237141598016,
+      "bg_mse": 0.019973237067461014,
+      "total_mse": 0.020285960781620815,
+      "videos": {
+        "composite": "samples/7e17be4e-b137-4c50-bf01-eeb4c21d6521_0_6__zoom_in/composite.mp4",
+        "mask": "samples/7e17be4e-b137-4c50-bf01-eeb4c21d6521_0_6__zoom_in/mask.mp4",
+        "fg_gt": "samples/7e17be4e-b137-4c50-bf01-eeb4c21d6521_0_6__zoom_in/fg_gt.mp4",
+        "fg_pred": "samples/7e17be4e-b137-4c50-bf01-eeb4c21d6521_0_6__zoom_in/fg_pred.mp4",
+        "bg_gt": "samples/7e17be4e-b137-4c50-bf01-eeb4c21d6521_0_6__zoom_in/bg_gt.mp4",
+        "bg_pred": "samples/7e17be4e-b137-4c50-bf01-eeb4c21d6521_0_6__zoom_in/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.05204407498240471,
+          "lpips_fg": 0.013108842074871063,
+          "psnr_bg": 33.271575927734375,
+          "psnr_fg": 41.71533966064453
+        },
+        "score": 0.3448275862068966,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "804a8e28-e64e-491a-b91e-44037d847a38_0_2__zoom_in",
+      "source": "missions",
+      "prompt": "Isolate the dark brown wooden frame with its solid black interior from the scene, placing it stationary against a plain, uniform neutral gray background to create a clean foreground layer. Remove the frame along with the shadows it casts on the seat and lower backrest of the wooden chair, and cleanly restore the wooden chair's surfaces that were directly behind it. The rest of the scene must stay exactly the same.",
+      "fg_mse": 0.0003486825153231621,
+      "bg_mse": 0.006656491197645664,
+      "total_mse": 0.007005173712968826,
+      "videos": {
+        "composite": "samples/804a8e28-e64e-491a-b91e-44037d847a38_0_2__zoom_in/composite.mp4",
+        "mask": "samples/804a8e28-e64e-491a-b91e-44037d847a38_0_2__zoom_in/mask.mp4",
+        "fg_gt": "samples/804a8e28-e64e-491a-b91e-44037d847a38_0_2__zoom_in/fg_gt.mp4",
+        "fg_pred": "samples/804a8e28-e64e-491a-b91e-44037d847a38_0_2__zoom_in/fg_pred.mp4",
+        "bg_gt": "samples/804a8e28-e64e-491a-b91e-44037d847a38_0_2__zoom_in/bg_gt.mp4",
+        "bg_pred": "samples/804a8e28-e64e-491a-b91e-44037d847a38_0_2__zoom_in/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.035220976918935776,
+          "lpips_fg": 0.011291377246379852,
+          "psnr_bg": 30.546886444091797,
+          "psnr_fg": 42.372467041015625
+        },
+        "score": 0.26724137931034486,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "8336870b-7d1a-4dfe-b372-f77c4c755dcb_scene37275_0_4__zoom_in",
+      "source": "missions",
+      "prompt": "Remove the transparent plastic ammonia bottle with its red cap and blue-and-white label, along with the soft shadow on the sink surface to its left and the subtle contact shadow directly beneath it. The foreground layer should show only this plastic bottle over a plain, uniform neutral gray background, while the background layer restores the weathered, greenish concrete sink surface that was previously occluded behind the bottle. The rest of the scene stays exactly the same.",
+      "fg_mse": 0.00041008024709299207,
+      "bg_mse": 0.019736558198928833,
+      "total_mse": 0.020146638446021825,
+      "videos": {
+        "composite": "samples/8336870b-7d1a-4dfe-b372-f77c4c755dcb_scene37275_0_4__zoom_in/composite.mp4",
+        "mask": "samples/8336870b-7d1a-4dfe-b372-f77c4c755dcb_scene37275_0_4__zoom_in/mask.mp4",
+        "fg_gt": "samples/8336870b-7d1a-4dfe-b372-f77c4c755dcb_scene37275_0_4__zoom_in/fg_gt.mp4",
+        "fg_pred": "samples/8336870b-7d1a-4dfe-b372-f77c4c755dcb_scene37275_0_4__zoom_in/fg_pred.mp4",
+        "bg_gt": "samples/8336870b-7d1a-4dfe-b372-f77c4c755dcb_scene37275_0_4__zoom_in/bg_gt.mp4",
+        "bg_pred": "samples/8336870b-7d1a-4dfe-b372-f77c4c755dcb_scene37275_0_4__zoom_in/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.09741970896720886,
+          "lpips_fg": 0.02124078944325447,
+          "psnr_bg": 24.874828338623047,
+          "psnr_fg": 39.16407775878906
+        },
+        "score": 0.6637931034482758,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "8336870b-7d1a-4dfe-b372-f77c4c755dcb_scene64147_0_0__zoom_out",
+      "source": "missions",
+      "prompt": "Remove the white plastic towel holder, which has a long, slightly translucent horizontal bar and glossy square mounting brackets, along with the soft, diffuse shadow it casts downwards onto the tiled wall. Place this towel holder on a plain, uniform neutral gray background to create the foreground layer. For the clean background layer, restore the off-white tiled wall and the worn grout lines that were directly behind the removed holder, ensuring the rest of the scene stays exactly the same.",
+      "fg_mse": 0.0010953417513519526,
+      "bg_mse": 0.04645466431975365,
+      "total_mse": 0.0475500060711056,
+      "videos": {
+        "composite": "samples/8336870b-7d1a-4dfe-b372-f77c4c755dcb_scene64147_0_0__zoom_out/composite.mp4",
+        "mask": "samples/8336870b-7d1a-4dfe-b372-f77c4c755dcb_scene64147_0_0__zoom_out/mask.mp4",
+        "fg_gt": "samples/8336870b-7d1a-4dfe-b372-f77c4c755dcb_scene64147_0_0__zoom_out/fg_gt.mp4",
+        "fg_pred": "samples/8336870b-7d1a-4dfe-b372-f77c4c755dcb_scene64147_0_0__zoom_out/fg_pred.mp4",
+        "bg_gt": "samples/8336870b-7d1a-4dfe-b372-f77c4c755dcb_scene64147_0_0__zoom_out/bg_gt.mp4",
+        "bg_pred": "samples/8336870b-7d1a-4dfe-b372-f77c4c755dcb_scene64147_0_0__zoom_out/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.1042591854929924,
+          "lpips_fg": 0.05303169786930084,
+          "psnr_bg": 21.557600021362305,
+          "psnr_fg": 26.636821746826172
+        },
+        "score": 0.8275862068965517,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "87cc22f1-cf4e-4989-93b4-9ac67ae78746_1_0__zoom_out",
+      "source": "missions",
+      "prompt": "Remove the small green succulent plant with pointed, glossy leaves in its white, geometric, faceted pot, along with the soft shadow it casts onto the wooden desk to its right. The removed plant and its pot should be isolated as a foreground layer against a plain, uniform neutral gray background. In the background layer, restore the light wooden desk and the beige curtain that were directly behind the pot, while the rest of the scene stays exactly the same.",
+      "fg_mse": 0.0006727540749125183,
+      "bg_mse": 0.005642736796289682,
+      "total_mse": 0.006315490871202201,
+      "videos": {
+        "composite": "samples/87cc22f1-cf4e-4989-93b4-9ac67ae78746_1_0__zoom_out/composite.mp4",
+        "mask": "samples/87cc22f1-cf4e-4989-93b4-9ac67ae78746_1_0__zoom_out/mask.mp4",
+        "fg_gt": "samples/87cc22f1-cf4e-4989-93b4-9ac67ae78746_1_0__zoom_out/fg_gt.mp4",
+        "fg_pred": "samples/87cc22f1-cf4e-4989-93b4-9ac67ae78746_1_0__zoom_out/fg_pred.mp4",
+        "bg_gt": "samples/87cc22f1-cf4e-4989-93b4-9ac67ae78746_1_0__zoom_out/bg_gt.mp4",
+        "bg_pred": "samples/87cc22f1-cf4e-4989-93b4-9ac67ae78746_1_0__zoom_out/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.3010936975479126,
+          "lpips_fg": 0.01409891713410616,
+          "psnr_bg": 23.85331153869629,
+          "psnr_fg": 40.60414123535156
+        },
+        "score": 0.6379310344827587,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "89cd469e-369c-41ac-a9c0-1b5ade3bdde3_scene43848_0_0__zoom_out",
+      "source": "missions",
+      "prompt": "Remove the blue and white badminton racket with its white grip and dark blue head, along with the black and transparent racket bag it rests on, and eliminate the soft shadows they cast on the blue court surface. In their place, restore the blue playing surface and the white and red court lines that were directly behind them. The foreground layer should show only the racket and bag isolated against a plain, uniform neutral gray background, while the rest of the scene stays exactly the same.",
+      "fg_mse": 0.0003719579253811389,
+      "bg_mse": 0.007837452925741673,
+      "total_mse": 0.008209410851122811,
+      "videos": {
+        "composite": "samples/89cd469e-369c-41ac-a9c0-1b5ade3bdde3_scene43848_0_0__zoom_out/composite.mp4",
+        "mask": "samples/89cd469e-369c-41ac-a9c0-1b5ade3bdde3_scene43848_0_0__zoom_out/mask.mp4",
+        "fg_gt": "samples/89cd469e-369c-41ac-a9c0-1b5ade3bdde3_scene43848_0_0__zoom_out/fg_gt.mp4",
+        "fg_pred": "samples/89cd469e-369c-41ac-a9c0-1b5ade3bdde3_scene43848_0_0__zoom_out/fg_pred.mp4",
+        "bg_gt": "samples/89cd469e-369c-41ac-a9c0-1b5ade3bdde3_scene43848_0_0__zoom_out/bg_gt.mp4",
+        "bg_pred": "samples/89cd469e-369c-41ac-a9c0-1b5ade3bdde3_scene43848_0_0__zoom_out/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.1022346019744873,
+          "lpips_fg": 0.013096309266984463,
+          "psnr_bg": 26.94921112060547,
+          "psnr_fg": 38.93016052246094
+        },
+        "score": 0.5172413793103449,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "8ce13c96-8d37-4d7a-95ff-3d73eb4d7c98_scene17_0_2__zoom_in",
+      "source": "missions",
+      "prompt": "Remove the translucent brown plastic squeeze bottle with its blue cap and ribbed body, along with the soft shadows it casts on the wooden counter and inside the white basket. The foreground layer should display only this brown squeeze bottle over a plain, uniform neutral gray background, while the background layer restores the wooden counter surface and the side of the white basket that were previously occluded. The rest of the scene stays exactly the same.",
+      "fg_mse": 0.0003411272482480854,
+      "bg_mse": 0.006684803403913975,
+      "total_mse": 0.00702593065216206,
+      "videos": {
+        "composite": "samples/8ce13c96-8d37-4d7a-95ff-3d73eb4d7c98_scene17_0_2__zoom_in/composite.mp4",
+        "mask": "samples/8ce13c96-8d37-4d7a-95ff-3d73eb4d7c98_scene17_0_2__zoom_in/mask.mp4",
+        "fg_gt": "samples/8ce13c96-8d37-4d7a-95ff-3d73eb4d7c98_scene17_0_2__zoom_in/fg_gt.mp4",
+        "fg_pred": "samples/8ce13c96-8d37-4d7a-95ff-3d73eb4d7c98_scene17_0_2__zoom_in/fg_pred.mp4",
+        "bg_gt": "samples/8ce13c96-8d37-4d7a-95ff-3d73eb4d7c98_scene17_0_2__zoom_in/bg_gt.mp4",
+        "bg_pred": "samples/8ce13c96-8d37-4d7a-95ff-3d73eb4d7c98_scene17_0_2__zoom_in/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.05930013582110405,
+          "lpips_fg": 0.017121855169534683,
+          "psnr_bg": 26.548887252807617,
+          "psnr_fg": 40.81428527832031
+        },
+        "score": 0.5,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "930d6b36-a52d-44d2-9263-d8c7eb4829bf_scene890_0_2__zoom_in",
+      "source": "missions",
+      "prompt": "Remove the small, stationary porcelain bowl with its pale greenish-white exterior, beige interior, and dark dried tea leaves, along with the soft shadow it casts on the light blue mat beneath it. In its place, restore the light blue mat and the concrete countertop that were occluded behind it. The rest of the scene stays exactly the same.",
+      "fg_mse": 0.00020952305931132287,
+      "bg_mse": 0.0025856781285256147,
+      "total_mse": 0.0027952011878369376,
+      "videos": {
+        "composite": "samples/930d6b36-a52d-44d2-9263-d8c7eb4829bf_scene890_0_2__zoom_in/composite.mp4",
+        "mask": "samples/930d6b36-a52d-44d2-9263-d8c7eb4829bf_scene890_0_2__zoom_in/mask.mp4",
+        "fg_gt": "samples/930d6b36-a52d-44d2-9263-d8c7eb4829bf_scene890_0_2__zoom_in/fg_gt.mp4",
+        "fg_pred": "samples/930d6b36-a52d-44d2-9263-d8c7eb4829bf_scene890_0_2__zoom_in/fg_pred.mp4",
+        "bg_gt": "samples/930d6b36-a52d-44d2-9263-d8c7eb4829bf_scene890_0_2__zoom_in/bg_gt.mp4",
+        "bg_pred": "samples/930d6b36-a52d-44d2-9263-d8c7eb4829bf_scene890_0_2__zoom_in/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.026683539152145386,
+          "lpips_fg": 0.017658527940511703,
+          "psnr_bg": 36.51822280883789,
+          "psnr_fg": 40.772090911865234
+        },
+        "score": 0.3706896551724138,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "935fe36c-0e88-4874-95f3-3724f015aecc_scene3337_0_4__zoom_out",
+      "source": "missions",
+      "prompt": "Remove the blue pen with the silver clip and white logo, along with the soft shadow it casts on the shelf directly beneath it. The foreground layer should show only this pen resting horizontally over a plain, uniform neutral gray background. In the background layer, restore the white shelf surface that was occluded behind the pen, while the rest of the scene stays exactly the same.",
+      "fg_mse": 0.0002581506851129234,
+      "bg_mse": 0.0074887764640152454,
+      "total_mse": 0.007746927149128169,
+      "videos": {
+        "composite": "samples/935fe36c-0e88-4874-95f3-3724f015aecc_scene3337_0_4__zoom_out/composite.mp4",
+        "mask": "samples/935fe36c-0e88-4874-95f3-3724f015aecc_scene3337_0_4__zoom_out/mask.mp4",
+        "fg_gt": "samples/935fe36c-0e88-4874-95f3-3724f015aecc_scene3337_0_4__zoom_out/fg_gt.mp4",
+        "fg_pred": "samples/935fe36c-0e88-4874-95f3-3724f015aecc_scene3337_0_4__zoom_out/fg_pred.mp4",
+        "bg_gt": "samples/935fe36c-0e88-4874-95f3-3724f015aecc_scene3337_0_4__zoom_out/bg_gt.mp4",
+        "bg_pred": "samples/935fe36c-0e88-4874-95f3-3724f015aecc_scene3337_0_4__zoom_out/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.022696709260344505,
+          "lpips_fg": 0.01392219215631485,
+          "psnr_bg": 31.44493865966797,
+          "psnr_fg": 42.95072937011719
+        },
+        "score": 0.2413793103448276,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "935fe36c-0e88-4874-95f3-3724f015aecc_scene838_0_8__zoom_out",
+      "source": "missions",
+      "prompt": "Remove the stationary light brown acoustic guitar with its natural wood finish, cutaway body, and black pickguard, along with the soft shadows it casts on the wall behind it and the round side table beneath it. The foreground layer should isolate only this guitar against a plain, uniform neutral gray background. In the background layer, restore the wall surface and the top of the round side table that were previously occluded by the guitar, while the rest of the scene stays exactly the same.",
+      "fg_mse": 0.0011104978621006012,
+      "bg_mse": 0.015918070450425148,
+      "total_mse": 0.01702856831252575,
+      "videos": {
+        "composite": "samples/935fe36c-0e88-4874-95f3-3724f015aecc_scene838_0_8__zoom_out/composite.mp4",
+        "mask": "samples/935fe36c-0e88-4874-95f3-3724f015aecc_scene838_0_8__zoom_out/mask.mp4",
+        "fg_gt": "samples/935fe36c-0e88-4874-95f3-3724f015aecc_scene838_0_8__zoom_out/fg_gt.mp4",
+        "fg_pred": "samples/935fe36c-0e88-4874-95f3-3724f015aecc_scene838_0_8__zoom_out/fg_pred.mp4",
+        "bg_gt": "samples/935fe36c-0e88-4874-95f3-3724f015aecc_scene838_0_8__zoom_out/bg_gt.mp4",
+        "bg_pred": "samples/935fe36c-0e88-4874-95f3-3724f015aecc_scene838_0_8__zoom_out/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.09603644162416458,
+          "lpips_fg": 0.02176598645746708,
+          "psnr_bg": 20.961132049560547,
+          "psnr_fg": 33.36780548095703
+        },
+        "score": 0.7413793103448276,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "a091c717-0798-46db-9235-3d4e149cb3a5_scene67093_0_4__zoom_out",
+      "source": "missions",
+      "prompt": "Remove the small, empty white ceramic cup with a glossy finish and flared rim, along with the soft shadow it casts on the white saucer to its left. The foreground cup should be isolated on a plain, uniform neutral gray background, while the main video is restored by filling in the glass table and white saucer that were directly behind the cup. The rest of the scene stays exactly the same.",
+      "fg_mse": 0.00025746366009116173,
+      "bg_mse": 0.08580219000577927,
+      "total_mse": 0.08605965366587043,
+      "videos": {
+        "composite": "samples/a091c717-0798-46db-9235-3d4e149cb3a5_scene67093_0_4__zoom_out/composite.mp4",
+        "mask": "samples/a091c717-0798-46db-9235-3d4e149cb3a5_scene67093_0_4__zoom_out/mask.mp4",
+        "fg_gt": "samples/a091c717-0798-46db-9235-3d4e149cb3a5_scene67093_0_4__zoom_out/fg_gt.mp4",
+        "fg_pred": "samples/a091c717-0798-46db-9235-3d4e149cb3a5_scene67093_0_4__zoom_out/fg_pred.mp4",
+        "bg_gt": "samples/a091c717-0798-46db-9235-3d4e149cb3a5_scene67093_0_4__zoom_out/bg_gt.mp4",
+        "bg_pred": "samples/a091c717-0798-46db-9235-3d4e149cb3a5_scene67093_0_4__zoom_out/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.03457470238208771,
+          "lpips_fg": 0.01526025403290987,
+          "psnr_bg": 31.415008544921875,
+          "psnr_fg": 42.55161666870117
+        },
+        "score": 0.3103448275862069,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "a3b7f7bb-91b8-40f1-9cc9-823f14a737fd_scene44459_0_0__zoom_in",
+      "source": "missions",
+      "prompt": "Remove the girl with long brown hair wearing a maroon hooded outfit and colorful socks, who is crouching down and holding a root vegetable, along with the soft shadow she casts on the grass and the black crate. The girl should be isolated on a plain, uniform neutral gray background, while the main video is restored by filling in the grassy field that was occluded behind her. The rest of the scene stays exactly the same.",
+      "fg_mse": 0.0005930479383096099,
+      "bg_mse": 0.017656154930591583,
+      "total_mse": 0.018249202868901193,
+      "videos": {
+        "composite": "samples/a3b7f7bb-91b8-40f1-9cc9-823f14a737fd_scene44459_0_0__zoom_in/composite.mp4",
+        "mask": "samples/a3b7f7bb-91b8-40f1-9cc9-823f14a737fd_scene44459_0_0__zoom_in/mask.mp4",
+        "fg_gt": "samples/a3b7f7bb-91b8-40f1-9cc9-823f14a737fd_scene44459_0_0__zoom_in/fg_gt.mp4",
+        "fg_pred": "samples/a3b7f7bb-91b8-40f1-9cc9-823f14a737fd_scene44459_0_0__zoom_in/fg_pred.mp4",
+        "bg_gt": "samples/a3b7f7bb-91b8-40f1-9cc9-823f14a737fd_scene44459_0_0__zoom_in/bg_gt.mp4",
+        "bg_pred": "samples/a3b7f7bb-91b8-40f1-9cc9-823f14a737fd_scene44459_0_0__zoom_in/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.20751212537288666,
+          "lpips_fg": 0.023796264082193375,
+          "psnr_bg": 17.65298080444336,
+          "psnr_fg": 39.226898193359375
+        },
+        "score": 0.8103448275862069,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "ae3bb86d-2a66-414d-8f6b-4512b0e8b885_scene11_0_4__zoom_in",
+      "source": "missions",
+      "prompt": "Remove the white and beige lace flower with its ruffled, scalloped edges and intricate openwork patterns from the scene, restoring the wooden table surface and the brown paper bag that were directly behind it. The isolated lace flower should be placed on a plain, uniform neutral gray background as a separate foreground layer. The rest of the scene stays exactly the same.",
+      "fg_mse": 0.00011735850421246141,
+      "bg_mse": 0.0008610598742961884,
+      "total_mse": 0.0009784183785086498,
+      "videos": {
+        "composite": "samples/ae3bb86d-2a66-414d-8f6b-4512b0e8b885_scene11_0_4__zoom_in/composite.mp4",
+        "mask": "samples/ae3bb86d-2a66-414d-8f6b-4512b0e8b885_scene11_0_4__zoom_in/mask.mp4",
+        "fg_gt": "samples/ae3bb86d-2a66-414d-8f6b-4512b0e8b885_scene11_0_4__zoom_in/fg_gt.mp4",
+        "fg_pred": "samples/ae3bb86d-2a66-414d-8f6b-4512b0e8b885_scene11_0_4__zoom_in/fg_pred.mp4",
+        "bg_gt": "samples/ae3bb86d-2a66-414d-8f6b-4512b0e8b885_scene11_0_4__zoom_in/bg_gt.mp4",
+        "bg_pred": "samples/ae3bb86d-2a66-414d-8f6b-4512b0e8b885_scene11_0_4__zoom_in/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.014943728223443031,
+          "lpips_fg": 0.00825934112071991,
+          "psnr_bg": 36.78990936279297,
+          "psnr_fg": 47.400875091552734
+        },
+        "score": 0.017241379310344834,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "b7522c87-2d5f-4ed4-b19e-11df6e474223_scene21_0_2__zoom_out",
+      "source": "missions",
+      "prompt": "Remove the rectangular folding camping table with its grayish-silver slatted metal top and black metal frame, along with the soft shadows it casts on the grass beneath it. The removed table should be isolated on a plain, uniform neutral gray background to create the foreground layer, while the area it occluded is filled by restoring the lush green grassy field behind it. The rest of the scene stays exactly the same.",
+      "fg_mse": 0.0025693606585264206,
+      "bg_mse": 0.12148918211460114,
+      "total_mse": 0.12405854277312756,
+      "videos": {
+        "composite": "samples/b7522c87-2d5f-4ed4-b19e-11df6e474223_scene21_0_2__zoom_out/composite.mp4",
+        "mask": "samples/b7522c87-2d5f-4ed4-b19e-11df6e474223_scene21_0_2__zoom_out/mask.mp4",
+        "fg_gt": "samples/b7522c87-2d5f-4ed4-b19e-11df6e474223_scene21_0_2__zoom_out/fg_gt.mp4",
+        "fg_pred": "samples/b7522c87-2d5f-4ed4-b19e-11df6e474223_scene21_0_2__zoom_out/fg_pred.mp4",
+        "bg_gt": "samples/b7522c87-2d5f-4ed4-b19e-11df6e474223_scene21_0_2__zoom_out/bg_gt.mp4",
+        "bg_pred": "samples/b7522c87-2d5f-4ed4-b19e-11df6e474223_scene21_0_2__zoom_out/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.30512213706970215,
+          "lpips_fg": 0.4547724723815918,
+          "psnr_bg": 17.251670837402344,
+          "psnr_fg": 13.354668617248535
+        },
+        "score": 0.9655172413793104,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "b7624399-1fd1-40ab-b7ea-0533ee37f872_0_4__zoom_in",
+      "source": "missions",
+      "prompt": "Remove the small, white, glossy computer mouse and the soft shadow it casts on the black mousepad to its left, placing the stationary mouse on a plain, uniform neutral gray background to create a separate foreground layer. On the background layer, restore the clean black mousepad surface that was directly behind the removed mouse. The rest of the scene stays exactly the same.",
+      "fg_mse": 0.00018783158157020807,
+      "bg_mse": 0.040203336626291275,
+      "total_mse": 0.04039116820786148,
+      "videos": {
+        "composite": "samples/b7624399-1fd1-40ab-b7ea-0533ee37f872_0_4__zoom_in/composite.mp4",
+        "mask": "samples/b7624399-1fd1-40ab-b7ea-0533ee37f872_0_4__zoom_in/mask.mp4",
+        "fg_gt": "samples/b7624399-1fd1-40ab-b7ea-0533ee37f872_0_4__zoom_in/fg_gt.mp4",
+        "fg_pred": "samples/b7624399-1fd1-40ab-b7ea-0533ee37f872_0_4__zoom_in/fg_pred.mp4",
+        "bg_gt": "samples/b7624399-1fd1-40ab-b7ea-0533ee37f872_0_4__zoom_in/bg_gt.mp4",
+        "bg_pred": "samples/b7624399-1fd1-40ab-b7ea-0533ee37f872_0_4__zoom_in/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.11407143622636795,
+          "lpips_fg": 0.020218437537550926,
+          "psnr_bg": 24.895328521728516,
+          "psnr_fg": 46.63097381591797
+        },
+        "score": 0.4913793103448276,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "c8d0e1d1-668a-4221-a4ae-1cf545410d16_scene28_0_2__zoom_out",
+      "source": "missions",
+      "prompt": "Remove the folded maroon jacket with its white patch and dark ribbed cuff, along with the soft shadow it casts on the duffel bag. The removed jacket should be isolated on a plain, uniform neutral gray background as a separate foreground layer, while the area directly behind it is filled in by restoring the top of the black checkered duffel bag. The rest of the scene stays exactly the same.",
+      "fg_mse": 0.01829802617430687,
+      "bg_mse": 0.07193995267152786,
+      "total_mse": 0.09023797884583473,
+      "videos": {
+        "composite": "samples/c8d0e1d1-668a-4221-a4ae-1cf545410d16_scene28_0_2__zoom_out/composite.mp4",
+        "mask": "samples/c8d0e1d1-668a-4221-a4ae-1cf545410d16_scene28_0_2__zoom_out/mask.mp4",
+        "fg_gt": "samples/c8d0e1d1-668a-4221-a4ae-1cf545410d16_scene28_0_2__zoom_out/fg_gt.mp4",
+        "fg_pred": "samples/c8d0e1d1-668a-4221-a4ae-1cf545410d16_scene28_0_2__zoom_out/fg_pred.mp4",
+        "bg_gt": "samples/c8d0e1d1-668a-4221-a4ae-1cf545410d16_scene28_0_2__zoom_out/bg_gt.mp4",
+        "bg_pred": "samples/c8d0e1d1-668a-4221-a4ae-1cf545410d16_scene28_0_2__zoom_out/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.24849514663219452,
+          "lpips_fg": 0.03998827561736107,
+          "psnr_bg": 17.741092681884766,
+          "psnr_fg": 29.600019454956055
+        },
+        "score": 0.8793103448275862,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "c97128f4-4ba1-40d6-8c09-8a7ab7e67829_scene4_0_2__zoom_in",
+      "source": "missions",
+      "prompt": "Remove the small, transparent plastic bag of silver-colored bolts and the soft shadow it casts on the wooden surface beneath it. The removed bag should be isolated on a plain, uniform neutral gray background, while the area it occluded is restored by filling in the wooden workbench surface that was behind it. The rest of the scene stays exactly the same.",
+      "fg_mse": 0.000415874645113945,
+      "bg_mse": 0.0031400693114846945,
+      "total_mse": 0.0035559439565986395,
+      "videos": {
+        "composite": "samples/c97128f4-4ba1-40d6-8c09-8a7ab7e67829_scene4_0_2__zoom_in/composite.mp4",
+        "mask": "samples/c97128f4-4ba1-40d6-8c09-8a7ab7e67829_scene4_0_2__zoom_in/mask.mp4",
+        "fg_gt": "samples/c97128f4-4ba1-40d6-8c09-8a7ab7e67829_scene4_0_2__zoom_in/fg_gt.mp4",
+        "fg_pred": "samples/c97128f4-4ba1-40d6-8c09-8a7ab7e67829_scene4_0_2__zoom_in/fg_pred.mp4",
+        "bg_gt": "samples/c97128f4-4ba1-40d6-8c09-8a7ab7e67829_scene4_0_2__zoom_in/bg_gt.mp4",
+        "bg_pred": "samples/c97128f4-4ba1-40d6-8c09-8a7ab7e67829_scene4_0_2__zoom_in/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.048800304532051086,
+          "lpips_fg": 0.01618582382798195,
+          "psnr_bg": 33.98596954345703,
+          "psnr_fg": 44.29869842529297
+        },
+        "score": 0.3103448275862069,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "d6c4eb92-f0fe-4f54-b239-1532649d2623_scene2608_0_2__zoom_out",
+      "source": "missions",
+      "prompt": "Remove the stationary, small round stainless steel container with its pink plastic lid and locking tabs, along with the soft shadow and clear reflection it casts on the dark countertop. In the area directly behind the removed container, restore the dark granite kitchen countertop and the white, wavy-patterned tiled backsplash that were occluded. The rest of the scene stays exactly the same.",
+      "fg_mse": 0.0003197372134309262,
+      "bg_mse": 0.012489443644881248,
+      "total_mse": 0.012809180858312175,
+      "videos": {
+        "composite": "samples/d6c4eb92-f0fe-4f54-b239-1532649d2623_scene2608_0_2__zoom_out/composite.mp4",
+        "mask": "samples/d6c4eb92-f0fe-4f54-b239-1532649d2623_scene2608_0_2__zoom_out/mask.mp4",
+        "fg_gt": "samples/d6c4eb92-f0fe-4f54-b239-1532649d2623_scene2608_0_2__zoom_out/fg_gt.mp4",
+        "fg_pred": "samples/d6c4eb92-f0fe-4f54-b239-1532649d2623_scene2608_0_2__zoom_out/fg_pred.mp4",
+        "bg_gt": "samples/d6c4eb92-f0fe-4f54-b239-1532649d2623_scene2608_0_2__zoom_out/bg_gt.mp4",
+        "bg_pred": "samples/d6c4eb92-f0fe-4f54-b239-1532649d2623_scene2608_0_2__zoom_out/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.04975295439362526,
+          "lpips_fg": 0.010936160571873188,
+          "psnr_bg": 36.645301818847656,
+          "psnr_fg": 45.0180778503418
+        },
+        "score": 0.1724137931034483,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "e005119b-8c97-4a8c-bb58-1b4923645c4a_0_4__zoom_in",
+      "source": "missions",
+      "prompt": "Remove the white video game console with its black ribbed center, silver front edge, and gold side accent, along with the soft shadows it casts on the wooden TV stand to the left and the metallic cabinet to the right. Isolate this vertical, angular console onto a plain, uniform neutral gray background to create the foreground layer. For the background layer, restore the wooden TV stand and the metallic cabinet that were directly behind the console, while the rest of the scene stays exactly the same.",
+      "fg_mse": 0.000981867196969688,
+      "bg_mse": 0.042934268712997437,
+      "total_mse": 0.043916135909967124,
+      "videos": {
+        "composite": "samples/e005119b-8c97-4a8c-bb58-1b4923645c4a_0_4__zoom_in/composite.mp4",
+        "mask": "samples/e005119b-8c97-4a8c-bb58-1b4923645c4a_0_4__zoom_in/mask.mp4",
+        "fg_gt": "samples/e005119b-8c97-4a8c-bb58-1b4923645c4a_0_4__zoom_in/fg_gt.mp4",
+        "fg_pred": "samples/e005119b-8c97-4a8c-bb58-1b4923645c4a_0_4__zoom_in/fg_pred.mp4",
+        "bg_gt": "samples/e005119b-8c97-4a8c-bb58-1b4923645c4a_0_4__zoom_in/bg_gt.mp4",
+        "bg_pred": "samples/e005119b-8c97-4a8c-bb58-1b4923645c4a_0_4__zoom_in/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.05843676999211311,
+          "lpips_fg": 0.011206329800188541,
+          "psnr_bg": 24.067968368530273,
+          "psnr_fg": 46.54397964477539
+        },
+        "score": 0.3275862068965517,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "f57c7ee2-e8c0-40bc-bfad-acd40cdd0b83_0_0__zoom_in",
+      "source": "missions",
+      "prompt": "Decompose the video by removing the two reddish-brown rectangular blocks and the soft shadows they cast on the bottom shelf of the white rolling cart. The foreground layer should show only these two side-by-side blocks over a plain, uniform neutral gray background, while the background layer restores the clean white shelf surface that was directly behind them. The rest of the scene stays exactly the same.",
+      "fg_mse": 0.000482662784634158,
+      "bg_mse": 0.031939517706632614,
+      "total_mse": 0.03242218049126677,
+      "videos": {
+        "composite": "samples/f57c7ee2-e8c0-40bc-bfad-acd40cdd0b83_0_0__zoom_in/composite.mp4",
+        "mask": "samples/f57c7ee2-e8c0-40bc-bfad-acd40cdd0b83_0_0__zoom_in/mask.mp4",
+        "fg_gt": "samples/f57c7ee2-e8c0-40bc-bfad-acd40cdd0b83_0_0__zoom_in/fg_gt.mp4",
+        "fg_pred": "samples/f57c7ee2-e8c0-40bc-bfad-acd40cdd0b83_0_0__zoom_in/fg_pred.mp4",
+        "bg_gt": "samples/f57c7ee2-e8c0-40bc-bfad-acd40cdd0b83_0_0__zoom_in/bg_gt.mp4",
+        "bg_pred": "samples/f57c7ee2-e8c0-40bc-bfad-acd40cdd0b83_0_0__zoom_in/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.07012508809566498,
+          "lpips_fg": 0.008444375358521938,
+          "psnr_bg": 26.370634078979492,
+          "psnr_fg": 46.71038818359375
+        },
+        "score": 0.27586206896551724,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "f9e6062e-0920-40ac-ba47-5918e399a6ce_scene27_0_0__zoom_in",
+      "source": "missions",
+      "prompt": "Remove the black fabric backpack, which has black straps, plastic buckles, and a small light green cylindrical object attached, along with the soft shadow it casts on the ground. In its place, restore the green textured path and the fallen yellow and brown leaves that were directly behind it. The foreground backpack should be isolated on a plain, uniform neutral gray background, while the rest of the scene remains exactly the same.",
+      "fg_mse": 0.00604780949652195,
+      "bg_mse": 0.036711666733026505,
+      "total_mse": 0.042759476229548454,
+      "videos": {
+        "composite": "samples/f9e6062e-0920-40ac-ba47-5918e399a6ce_scene27_0_0__zoom_in/composite.mp4",
+        "mask": "samples/f9e6062e-0920-40ac-ba47-5918e399a6ce_scene27_0_0__zoom_in/mask.mp4",
+        "fg_gt": "samples/f9e6062e-0920-40ac-ba47-5918e399a6ce_scene27_0_0__zoom_in/fg_gt.mp4",
+        "fg_pred": "samples/f9e6062e-0920-40ac-ba47-5918e399a6ce_scene27_0_0__zoom_in/fg_pred.mp4",
+        "bg_gt": "samples/f9e6062e-0920-40ac-ba47-5918e399a6ce_scene27_0_0__zoom_in/bg_gt.mp4",
+        "bg_pred": "samples/f9e6062e-0920-40ac-ba47-5918e399a6ce_scene27_0_0__zoom_in/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.2878802716732025,
+          "lpips_fg": 0.02721812017261982,
+          "psnr_bg": 13.891473770141602,
+          "psnr_fg": 29.071487426757812
+        },
+        "score": 0.9310344827586207,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "0438ddc1203929f6af92f7b495f50c0a_0__zoom_in",
+      "source": "peeloff",
+      "prompt": "Remove the red jar of golden candies, along with the soft shadow it casts on the beige floor to its left and its clear reflection in the rectangular mirror to its right. In the area directly behind the removed jar, restore the beige carpeted floor and the white curved wall that were occluded. The rest of the scene stays exactly the same, with the foreground jar isolated on a plain, uniform neutral gray background.",
+      "fg_mse": 0.0005921015981584787,
+      "bg_mse": 0.0710805207490921,
+      "total_mse": 0.07167262234725058,
+      "videos": {
+        "composite": "samples/0438ddc1203929f6af92f7b495f50c0a_0__zoom_in/composite.mp4",
+        "mask": "samples/0438ddc1203929f6af92f7b495f50c0a_0__zoom_in/mask.mp4",
+        "fg_gt": "samples/0438ddc1203929f6af92f7b495f50c0a_0__zoom_in/fg_gt.mp4",
+        "fg_pred": "samples/0438ddc1203929f6af92f7b495f50c0a_0__zoom_in/fg_pred.mp4",
+        "bg_gt": "samples/0438ddc1203929f6af92f7b495f50c0a_0__zoom_in/bg_gt.mp4",
+        "bg_pred": "samples/0438ddc1203929f6af92f7b495f50c0a_0__zoom_in/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.08177047222852707,
+          "lpips_fg": 0.016764681786298752,
+          "psnr_bg": 23.552839279174805,
+          "psnr_fg": 38.26934051513672
+        },
+        "score": 0.6810344827586207,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "04797fd466847e7d611a49928e514d81__zoom_out",
+      "source": "peeloff",
+      "prompt": "Remove the stationary, small cylindrical bottle of Yves Saint Laurent perfume with its black cap and clear glass body, along with the soft, dark shadow it casts on the speckled countertop to its left. The foreground layer should show only this perfume bottle over a plain, uniform neutral gray background, while the background layer is restored by filling in the light-colored, speckled countertop surface that was occluded behind it. The rest of the scene stays exactly the same.",
+      "fg_mse": 0.0005886198487132788,
+      "bg_mse": 0.0059867617674171925,
+      "total_mse": 0.006575381616130471,
+      "videos": {
+        "composite": "samples/04797fd466847e7d611a49928e514d81__zoom_out/composite.mp4",
+        "mask": "samples/04797fd466847e7d611a49928e514d81__zoom_out/mask.mp4",
+        "fg_gt": "samples/04797fd466847e7d611a49928e514d81__zoom_out/fg_gt.mp4",
+        "fg_pred": "samples/04797fd466847e7d611a49928e514d81__zoom_out/fg_pred.mp4",
+        "bg_gt": "samples/04797fd466847e7d611a49928e514d81__zoom_out/bg_gt.mp4",
+        "bg_pred": "samples/04797fd466847e7d611a49928e514d81__zoom_out/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.05172310024499893,
+          "lpips_fg": 0.02095078118145466,
+          "psnr_bg": 34.88923645019531,
+          "psnr_fg": 39.573062896728516
+        },
+        "score": 0.5948275862068966,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "0c5d16e59e0bcf4f85a73e64bfca5d5d_0__zoom_in",
+      "source": "peeloff",
+      "prompt": "Remove the dense potted plant with glossy, round green leaves in its dark, weathered ceramic pot, along with the soft shadow it casts onto the tiled floor to its right. The removed plant and its pot should be isolated as a foreground layer over a plain, uniform neutral gray background. In the background layer, restore the speckled gray tiled patio and the dappled sunlight that were occluded behind the pot, while the rest of the scene remains exactly the same.",
+      "fg_mse": 0.0019399020820856094,
+      "bg_mse": 0.06947000324726105,
+      "total_mse": 0.07140990532934666,
+      "videos": {
+        "composite": "samples/0c5d16e59e0bcf4f85a73e64bfca5d5d_0__zoom_in/composite.mp4",
+        "mask": "samples/0c5d16e59e0bcf4f85a73e64bfca5d5d_0__zoom_in/mask.mp4",
+        "fg_gt": "samples/0c5d16e59e0bcf4f85a73e64bfca5d5d_0__zoom_in/fg_gt.mp4",
+        "fg_pred": "samples/0c5d16e59e0bcf4f85a73e64bfca5d5d_0__zoom_in/fg_pred.mp4",
+        "bg_gt": "samples/0c5d16e59e0bcf4f85a73e64bfca5d5d_0__zoom_in/bg_gt.mp4",
+        "bg_pred": "samples/0c5d16e59e0bcf4f85a73e64bfca5d5d_0__zoom_in/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.24461019039154053,
+          "lpips_fg": 0.020726799964904785,
+          "psnr_bg": 19.799888610839844,
+          "psnr_fg": 37.091773986816406
+        },
+        "score": 0.9051724137931034,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "14ede18c4a8932abe11dc3374dc8c889_0__zoom_out",
+      "source": "peeloff",
+      "prompt": "Remove the young man in the brown suit and black shirt reading a magazine, along with the sharp shadow he casts on the white wall and the contact shadows under his shoes on the wooden floor. Place him on a plain, uniform neutral gray background holding his pose to create the foreground layer. For the background layer, restore the white paneled wall and herringbone-patterned wooden floor that were directly behind him, while the rest of the scene stays exactly the same.",
+      "fg_mse": 0.0006109967944212258,
+      "bg_mse": 0.0069258445873856544,
+      "total_mse": 0.00753684138180688,
+      "videos": {
+        "composite": "samples/14ede18c4a8932abe11dc3374dc8c889_0__zoom_out/composite.mp4",
+        "mask": "samples/14ede18c4a8932abe11dc3374dc8c889_0__zoom_out/mask.mp4",
+        "fg_gt": "samples/14ede18c4a8932abe11dc3374dc8c889_0__zoom_out/fg_gt.mp4",
+        "fg_pred": "samples/14ede18c4a8932abe11dc3374dc8c889_0__zoom_out/fg_pred.mp4",
+        "bg_gt": "samples/14ede18c4a8932abe11dc3374dc8c889_0__zoom_out/bg_gt.mp4",
+        "bg_pred": "samples/14ede18c4a8932abe11dc3374dc8c889_0__zoom_out/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.019961198791861534,
+          "lpips_fg": 0.011469089426100254,
+          "psnr_bg": 38.199501037597656,
+          "psnr_fg": 41.61153793334961
+        },
+        "score": 0.1810344827586207,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "1c5ccddec2441e945eade78821613de3__zoom_out",
+      "source": "peeloff",
+      "prompt": "Remove the stationary miniature white round table with its four turned legs, along with the distinct shadow it casts on the white surface to its right. In its place, restore the white surface and the wooden backdrop that were occluded behind it, while the rest of the scene stays exactly the same.",
+      "fg_mse": 0.000820952991489321,
+      "bg_mse": 0.006455861032009125,
+      "total_mse": 0.007276814023498446,
+      "videos": {
+        "composite": "samples/1c5ccddec2441e945eade78821613de3__zoom_out/composite.mp4",
+        "mask": "samples/1c5ccddec2441e945eade78821613de3__zoom_out/mask.mp4",
+        "fg_gt": "samples/1c5ccddec2441e945eade78821613de3__zoom_out/fg_gt.mp4",
+        "fg_pred": "samples/1c5ccddec2441e945eade78821613de3__zoom_out/fg_pred.mp4",
+        "bg_gt": "samples/1c5ccddec2441e945eade78821613de3__zoom_out/bg_gt.mp4",
+        "bg_pred": "samples/1c5ccddec2441e945eade78821613de3__zoom_out/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.019252434372901917,
+          "lpips_fg": 0.007835176773369312,
+          "psnr_bg": 38.58601379394531,
+          "psnr_fg": 44.574546813964844
+        },
+        "score": 0.07758620689655173,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "24f2ac2d5d41de707ed3033ad4bee6b0_0__zoom_in",
+      "source": "peeloff",
+      "prompt": "Remove the person wearing a dark olive green checkered shirt, light gray shorts, and bright red sneakers, along with the soft shadow they cast on the marble floor and their reflection in the arched glass window behind them. Place this person on a plain, uniform neutral gray background to create a separate foreground layer. In the background layer, restore the geometric marble floor and the tan balustrade that were directly behind the person, while the rest of the scene remains exactly the same.",
+      "fg_mse": 0.0007401371258310974,
+      "bg_mse": 0.01023928727954626,
+      "total_mse": 0.010979424405377358,
+      "videos": {
+        "composite": "samples/24f2ac2d5d41de707ed3033ad4bee6b0_0__zoom_in/composite.mp4",
+        "mask": "samples/24f2ac2d5d41de707ed3033ad4bee6b0_0__zoom_in/mask.mp4",
+        "fg_gt": "samples/24f2ac2d5d41de707ed3033ad4bee6b0_0__zoom_in/fg_gt.mp4",
+        "fg_pred": "samples/24f2ac2d5d41de707ed3033ad4bee6b0_0__zoom_in/fg_pred.mp4",
+        "bg_gt": "samples/24f2ac2d5d41de707ed3033ad4bee6b0_0__zoom_in/bg_gt.mp4",
+        "bg_pred": "samples/24f2ac2d5d41de707ed3033ad4bee6b0_0__zoom_in/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.04359224811196327,
+          "lpips_fg": 0.012919672764837742,
+          "psnr_bg": 31.785736083984375,
+          "psnr_fg": 40.07585906982422
+        },
+        "score": 0.4224137931034483,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "27c3b909789f5caeb56980fd3a985b31_0__zoom_in",
+      "source": "peeloff",
+      "prompt": "Remove the stationary wire cutters with red and black handles and a silver metallic head, along with the soft, dark shadow they cast on the wooden table. Place the wire cutters on a plain, uniform neutral gray background to create the foreground layer, and restore the wooden table surface that was directly behind them to complete the clean background layer. The rest of the scene stays exactly the same.",
+      "fg_mse": 0.0003126507217530161,
+      "bg_mse": 0.001146545633673668,
+      "total_mse": 0.001459196355426684,
+      "videos": {
+        "composite": "samples/27c3b909789f5caeb56980fd3a985b31_0__zoom_in/composite.mp4",
+        "mask": "samples/27c3b909789f5caeb56980fd3a985b31_0__zoom_in/mask.mp4",
+        "fg_gt": "samples/27c3b909789f5caeb56980fd3a985b31_0__zoom_in/fg_gt.mp4",
+        "fg_pred": "samples/27c3b909789f5caeb56980fd3a985b31_0__zoom_in/fg_pred.mp4",
+        "bg_gt": "samples/27c3b909789f5caeb56980fd3a985b31_0__zoom_in/bg_gt.mp4",
+        "bg_pred": "samples/27c3b909789f5caeb56980fd3a985b31_0__zoom_in/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.019181346520781517,
+          "lpips_fg": 0.020311644300818443,
+          "psnr_bg": 40.7733154296875,
+          "psnr_fg": 41.363739013671875
+        },
+        "score": 0.3189655172413793,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "292823ae3c6efb5da17a50a1a4098c07_0__zoom_out",
+      "source": "peeloff",
+      "prompt": "Remove the stationary small toothbrush with its light green translucent handle and single row of white bristles, along with the soft shadow it casts on the concrete surface beneath and to its right. In its place, restore the weathered concrete surface that was directly behind it, ensuring the rest of the scene stays exactly the same.",
+      "fg_mse": 0.00026835984317585826,
+      "bg_mse": 0.0007262988365255296,
+      "total_mse": 0.0009946586797013879,
+      "videos": {
+        "composite": "samples/292823ae3c6efb5da17a50a1a4098c07_0__zoom_out/composite.mp4",
+        "mask": "samples/292823ae3c6efb5da17a50a1a4098c07_0__zoom_out/mask.mp4",
+        "fg_gt": "samples/292823ae3c6efb5da17a50a1a4098c07_0__zoom_out/fg_gt.mp4",
+        "fg_pred": "samples/292823ae3c6efb5da17a50a1a4098c07_0__zoom_out/fg_pred.mp4",
+        "bg_gt": "samples/292823ae3c6efb5da17a50a1a4098c07_0__zoom_out/bg_gt.mp4",
+        "bg_pred": "samples/292823ae3c6efb5da17a50a1a4098c07_0__zoom_out/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.031470879912376404,
+          "lpips_fg": 0.019179418683052063,
+          "psnr_bg": 38.47632598876953,
+          "psnr_fg": 39.370914459228516
+        },
+        "score": 0.4224137931034483,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "2e7df70ad8f5c66e18604cd6cfa34772_0__zoom_out",
+      "source": "peeloff",
+      "prompt": "Remove the rectangular wooden storage chest with its black metal frame, wooden slats, and 'Jeru' logo, along with the dark shadow it casts on the wooden floor directly beneath it. The removed chest should be isolated on a plain, uniform neutral gray background as a separate foreground layer. In the background layer, restore the wooden floorboards that were occluded behind the chest, while the rest of the scene remains exactly the same.",
+      "fg_mse": 0.0006438130512833595,
+      "bg_mse": 0.0050256699323654175,
+      "total_mse": 0.005669482983648777,
+      "videos": {
+        "composite": "samples/2e7df70ad8f5c66e18604cd6cfa34772_0__zoom_out/composite.mp4",
+        "mask": "samples/2e7df70ad8f5c66e18604cd6cfa34772_0__zoom_out/mask.mp4",
+        "fg_gt": "samples/2e7df70ad8f5c66e18604cd6cfa34772_0__zoom_out/fg_gt.mp4",
+        "fg_pred": "samples/2e7df70ad8f5c66e18604cd6cfa34772_0__zoom_out/fg_pred.mp4",
+        "bg_gt": "samples/2e7df70ad8f5c66e18604cd6cfa34772_0__zoom_out/bg_gt.mp4",
+        "bg_pred": "samples/2e7df70ad8f5c66e18604cd6cfa34772_0__zoom_out/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.0473046600818634,
+          "lpips_fg": 0.018153803423047066,
+          "psnr_bg": 34.316009521484375,
+          "psnr_fg": 38.749412536621094
+        },
+        "score": 0.5344827586206897,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "2ede7b57809bf3a89dbaebc7493520b6_0__zoom_in",
+      "source": "peeloff",
+      "prompt": "Remove the horizontal pen with its bright green translucent cap, silver barrel, and textured grip, along with the soft shadow it casts on the green toy car beneath it. The removed pen should be isolated on a plain, uniform neutral gray background as a separate foreground layer. In the background layer, restore the surface of the green plastic ride-on toy car that was directly behind the pen, while the rest of the scene stays exactly the same.",
+      "fg_mse": 0.0004267952172085643,
+      "bg_mse": 0.0031572110019624233,
+      "total_mse": 0.0035840062191709876,
+      "videos": {
+        "composite": "samples/2ede7b57809bf3a89dbaebc7493520b6_0__zoom_in/composite.mp4",
+        "mask": "samples/2ede7b57809bf3a89dbaebc7493520b6_0__zoom_in/mask.mp4",
+        "fg_gt": "samples/2ede7b57809bf3a89dbaebc7493520b6_0__zoom_in/fg_gt.mp4",
+        "fg_pred": "samples/2ede7b57809bf3a89dbaebc7493520b6_0__zoom_in/fg_pred.mp4",
+        "bg_gt": "samples/2ede7b57809bf3a89dbaebc7493520b6_0__zoom_in/bg_gt.mp4",
+        "bg_pred": "samples/2ede7b57809bf3a89dbaebc7493520b6_0__zoom_in/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.03149621561169624,
+          "lpips_fg": 0.017459290102124214,
+          "psnr_bg": 26.4169979095459,
+          "psnr_fg": 41.40703582763672
+        },
+        "score": 0.4655172413793104,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "30bbd7df8ec40d2497be3241434495a0_0__zoom_out",
+      "source": "peeloff",
+      "prompt": "Remove the dark brown wooden stool with its rectangular seat, thick splayed legs, and weathered texture, along with the soft shadow it casts on the concrete ground. The stool should be isolated on a plain, uniform neutral gray background, while the main video is restored by filling in the concrete ground and stone foundation that were occluded behind it. The rest of the scene stays exactly the same.",
+      "fg_mse": 0.0006138377939350903,
+      "bg_mse": 0.0034591378644108772,
+      "total_mse": 0.0040729756583459675,
+      "videos": {
+        "composite": "samples/30bbd7df8ec40d2497be3241434495a0_0__zoom_out/composite.mp4",
+        "mask": "samples/30bbd7df8ec40d2497be3241434495a0_0__zoom_out/mask.mp4",
+        "fg_gt": "samples/30bbd7df8ec40d2497be3241434495a0_0__zoom_out/fg_gt.mp4",
+        "fg_pred": "samples/30bbd7df8ec40d2497be3241434495a0_0__zoom_out/fg_pred.mp4",
+        "bg_gt": "samples/30bbd7df8ec40d2497be3241434495a0_0__zoom_out/bg_gt.mp4",
+        "bg_pred": "samples/30bbd7df8ec40d2497be3241434495a0_0__zoom_out/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.033514440059661865,
+          "lpips_fg": 0.01845516450703144,
+          "psnr_bg": 35.134979248046875,
+          "psnr_fg": 41.628658294677734
+        },
+        "score": 0.3793103448275862,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "321ff6bc366c4022238903fd0d2fb32f_0__zoom_in",
+      "source": "peeloff",
+      "prompt": "Remove the small potted plant with dried brown-orange flowers and thin stems in its dark cylindrical pot, along with the soft shadows it casts on the books beneath it and the black side table to its right. The removed plant should be isolated on a plain, uniform neutral gray background as a separate foreground layer. In the background layer, restore the surface of the books and the black side table that were directly behind the plant, while the rest of the scene stays exactly the same.",
+      "fg_mse": 0.00024449537158943713,
+      "bg_mse": 0.004607155919075012,
+      "total_mse": 0.004851651290664449,
+      "videos": {
+        "composite": "samples/321ff6bc366c4022238903fd0d2fb32f_0__zoom_in/composite.mp4",
+        "mask": "samples/321ff6bc366c4022238903fd0d2fb32f_0__zoom_in/mask.mp4",
+        "fg_gt": "samples/321ff6bc366c4022238903fd0d2fb32f_0__zoom_in/fg_gt.mp4",
+        "fg_pred": "samples/321ff6bc366c4022238903fd0d2fb32f_0__zoom_in/fg_pred.mp4",
+        "bg_gt": "samples/321ff6bc366c4022238903fd0d2fb32f_0__zoom_in/bg_gt.mp4",
+        "bg_pred": "samples/321ff6bc366c4022238903fd0d2fb32f_0__zoom_in/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.01891418732702732,
+          "lpips_fg": 0.006543974857777357,
+          "psnr_bg": 37.041439056396484,
+          "psnr_fg": 43.66968536376953
+        },
+        "score": 0.08620689655172416,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "38b6ba8d8ee5f37ce16e26c38a8a5769_0__zoom_out",
+      "source": "peeloff",
+      "prompt": "Remove the chrome adjustable stool, which features a black round seat, four splayed legs with black rubber tips, and a side lever, along with the distinct, hard-edged shadow it casts on the paved surface beneath it. In the area directly behind the removed stool, restore the paved surface and the view of the black utility cart. The foreground stool should be isolated on a plain, uniform neutral gray background, while the rest of the scene stays exactly the same.",
+      "fg_mse": 0.001501129474490881,
+      "bg_mse": 0.006319754756987095,
+      "total_mse": 0.007820884231477976,
+      "videos": {
+        "composite": "samples/38b6ba8d8ee5f37ce16e26c38a8a5769_0__zoom_out/composite.mp4",
+        "mask": "samples/38b6ba8d8ee5f37ce16e26c38a8a5769_0__zoom_out/mask.mp4",
+        "fg_gt": "samples/38b6ba8d8ee5f37ce16e26c38a8a5769_0__zoom_out/fg_gt.mp4",
+        "fg_pred": "samples/38b6ba8d8ee5f37ce16e26c38a8a5769_0__zoom_out/fg_pred.mp4",
+        "bg_gt": "samples/38b6ba8d8ee5f37ce16e26c38a8a5769_0__zoom_out/bg_gt.mp4",
+        "bg_pred": "samples/38b6ba8d8ee5f37ce16e26c38a8a5769_0__zoom_out/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.05215269699692726,
+          "lpips_fg": 0.02656145766377449,
+          "psnr_bg": 30.804780960083008,
+          "psnr_fg": 32.81879425048828
+        },
+        "score": 0.7844827586206897,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "427aa1d51741ecb60749b3b4124d6622_0__zoom_in",
+      "source": "peeloff",
+      "prompt": "Remove the packaged golden-brown butter bread, along with its clear plastic wrapper and the distinct shadow it casts onto the asphalt to its left. The removed bread package should be isolated on a plain, uniform neutral gray background, while the area it occluded is filled by restoring the rough gray asphalt surface directly behind it. The rest of the scene stays exactly the same.",
+      "fg_mse": 0.0008391907322220504,
+      "bg_mse": 0.04809081554412842,
+      "total_mse": 0.04893000627635047,
+      "videos": {
+        "composite": "samples/427aa1d51741ecb60749b3b4124d6622_0__zoom_in/composite.mp4",
+        "mask": "samples/427aa1d51741ecb60749b3b4124d6622_0__zoom_in/mask.mp4",
+        "fg_gt": "samples/427aa1d51741ecb60749b3b4124d6622_0__zoom_in/fg_gt.mp4",
+        "fg_pred": "samples/427aa1d51741ecb60749b3b4124d6622_0__zoom_in/fg_pred.mp4",
+        "bg_gt": "samples/427aa1d51741ecb60749b3b4124d6622_0__zoom_in/bg_gt.mp4",
+        "bg_pred": "samples/427aa1d51741ecb60749b3b4124d6622_0__zoom_in/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.14988844096660614,
+          "lpips_fg": 0.01846620813012123,
+          "psnr_bg": 20.28018569946289,
+          "psnr_fg": 37.69696044921875
+        },
+        "score": 0.7931034482758621,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "53644acac300ca3a2854516f08b7beef_0__zoom_out",
+      "source": "peeloff",
+      "prompt": "Remove the stationary black three-seater metal bench with woven mesh seats and its soft shadows from the desk surface. The bench should be isolated on a plain, uniform neutral gray background as a separate foreground layer. In the background layer, restore the dimly lit desk surface and the dark wooden box that were occluded behind the bench, while the rest of the scene stays exactly the same.",
+      "fg_mse": 0.0018679385539144278,
+      "bg_mse": 0.004881152417510748,
+      "total_mse": 0.006749090971425176,
+      "videos": {
+        "composite": "samples/53644acac300ca3a2854516f08b7beef_0__zoom_out/composite.mp4",
+        "mask": "samples/53644acac300ca3a2854516f08b7beef_0__zoom_out/mask.mp4",
+        "fg_gt": "samples/53644acac300ca3a2854516f08b7beef_0__zoom_out/fg_gt.mp4",
+        "fg_pred": "samples/53644acac300ca3a2854516f08b7beef_0__zoom_out/fg_pred.mp4",
+        "bg_gt": "samples/53644acac300ca3a2854516f08b7beef_0__zoom_out/bg_gt.mp4",
+        "bg_pred": "samples/53644acac300ca3a2854516f08b7beef_0__zoom_out/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.023065272718667984,
+          "lpips_fg": 0.03387172520160675,
+          "psnr_bg": 42.028968811035156,
+          "psnr_fg": 33.43043899536133
+        },
+        "score": 0.5172413793103449,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "71207d046894ff5d72a4d1c0b2ed001e_0__zoom_out",
+      "source": "peeloff",
+      "prompt": "Remove the person with long dark hair in a ponytail, wearing a light gray t-shirt and light blue flared jeans, along with their reflection in the glass windows and the soft shadow on the ground beneath them. The foreground layer should show only this person standing still over a plain, uniform neutral gray background. Inpaint the empty space by restoring the covered walkway, the metal railing, and the glass window panels that were directly behind them, while the rest of the scene stays exactly the same.",
+      "fg_mse": 0.0007479466730728745,
+      "bg_mse": 0.013981174677610397,
+      "total_mse": 0.014729121350683272,
+      "videos": {
+        "composite": "samples/71207d046894ff5d72a4d1c0b2ed001e_0__zoom_out/composite.mp4",
+        "mask": "samples/71207d046894ff5d72a4d1c0b2ed001e_0__zoom_out/mask.mp4",
+        "fg_gt": "samples/71207d046894ff5d72a4d1c0b2ed001e_0__zoom_out/fg_gt.mp4",
+        "fg_pred": "samples/71207d046894ff5d72a4d1c0b2ed001e_0__zoom_out/fg_pred.mp4",
+        "bg_gt": "samples/71207d046894ff5d72a4d1c0b2ed001e_0__zoom_out/bg_gt.mp4",
+        "bg_pred": "samples/71207d046894ff5d72a4d1c0b2ed001e_0__zoom_out/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.04967278242111206,
+          "lpips_fg": 0.01856304332613945,
+          "psnr_bg": 28.394573211669922,
+          "psnr_fg": 40.73295593261719
+        },
+        "score": 0.5689655172413793,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "7acba635118529d22027151849c96333_0__zoom_out",
+      "source": "peeloff",
+      "prompt": "Remove the white and black portable air cooler and the soft shadow it casts on the tiled floor to its left, splitting the video into two layers. The foreground layer must show only the air cooler with its horizontal slats and top control panel over a plain, uniform neutral gray background, while the background layer restores the tiled floor and office space that were directly behind it. The rest of the scene stays exactly the same.",
+      "fg_mse": 0.0004258889821358025,
+      "bg_mse": 0.0023121631238609552,
+      "total_mse": 0.0027380521059967577,
+      "videos": {
+        "composite": "samples/7acba635118529d22027151849c96333_0__zoom_out/composite.mp4",
+        "mask": "samples/7acba635118529d22027151849c96333_0__zoom_out/mask.mp4",
+        "fg_gt": "samples/7acba635118529d22027151849c96333_0__zoom_out/fg_gt.mp4",
+        "fg_pred": "samples/7acba635118529d22027151849c96333_0__zoom_out/fg_pred.mp4",
+        "bg_gt": "samples/7acba635118529d22027151849c96333_0__zoom_out/bg_gt.mp4",
+        "bg_pred": "samples/7acba635118529d22027151849c96333_0__zoom_out/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.015760010108351707,
+          "lpips_fg": 0.014601314440369606,
+          "psnr_bg": 35.319969177246094,
+          "psnr_fg": 41.8073616027832
+        },
+        "score": 0.1896551724137931,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "9815ff17eb78efe285e8153030cb86de_0__zoom_out",
+      "source": "peeloff",
+      "prompt": "Remove the young girl with short black hair in her red and black checkered dress, along with the red book she is reading, her soft shadow, and her reflection on the polished floor. The foreground layer should display only the girl holding her book over a plain, uniform neutral gray background. In the background layer, restore the polished floor and the wooden slatted counter that were directly behind her, while the rest of the scene stays exactly the same.",
+      "fg_mse": 0.0008162485319189727,
+      "bg_mse": 0.006099277641624212,
+      "total_mse": 0.006915526173543185,
+      "videos": {
+        "composite": "samples/9815ff17eb78efe285e8153030cb86de_0__zoom_out/composite.mp4",
+        "mask": "samples/9815ff17eb78efe285e8153030cb86de_0__zoom_out/mask.mp4",
+        "fg_gt": "samples/9815ff17eb78efe285e8153030cb86de_0__zoom_out/fg_gt.mp4",
+        "fg_pred": "samples/9815ff17eb78efe285e8153030cb86de_0__zoom_out/fg_pred.mp4",
+        "bg_gt": "samples/9815ff17eb78efe285e8153030cb86de_0__zoom_out/bg_gt.mp4",
+        "bg_pred": "samples/9815ff17eb78efe285e8153030cb86de_0__zoom_out/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.04261809587478638,
+          "lpips_fg": 0.019870109856128693,
+          "psnr_bg": 33.39272689819336,
+          "psnr_fg": 38.67212677001953
+        },
+        "score": 0.5862068965517242,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "a0d42181abc69dadb42a47326edc6441_0__zoom_in",
+      "source": "peeloff",
+      "prompt": "Remove the black metal folding ladder, along with the distinct cast shadow it throws on the white cabinet doors and its contact shadows on the wooden floor and rug. The isolated ladder, complete with its five rungs, top handle, matte finish, and hinge mechanisms, should be placed on a plain, uniform neutral gray background. In the original video, restore the wooden floor, patterned rug, and white cabinet doors that were directly behind the ladder, while the rest of the scene stays exactly the same.",
+      "fg_mse": 0.0009231215226463974,
+      "bg_mse": 0.016961751505732536,
+      "total_mse": 0.017884873028378934,
+      "videos": {
+        "composite": "samples/a0d42181abc69dadb42a47326edc6441_0__zoom_in/composite.mp4",
+        "mask": "samples/a0d42181abc69dadb42a47326edc6441_0__zoom_in/mask.mp4",
+        "fg_gt": "samples/a0d42181abc69dadb42a47326edc6441_0__zoom_in/fg_gt.mp4",
+        "fg_pred": "samples/a0d42181abc69dadb42a47326edc6441_0__zoom_in/fg_pred.mp4",
+        "bg_gt": "samples/a0d42181abc69dadb42a47326edc6441_0__zoom_in/bg_gt.mp4",
+        "bg_pred": "samples/a0d42181abc69dadb42a47326edc6441_0__zoom_in/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.046574924141168594,
+          "lpips_fg": 0.0103162145242095,
+          "psnr_bg": 30.54878807067871,
+          "psnr_fg": 40.65420913696289
+        },
+        "score": 0.41379310344827586,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "b989aca925f6aae97fd10f5e0de19ff2_0__zoom_in",
+      "source": "peeloff",
+      "prompt": "Remove the stationary modern desk lamp with its dark brown conical shade, black cylindrical stem, and silver circular base, along with the bright pool of light, soft shadow, and faint reflection it casts on the shelf. The removed lamp should be isolated on a plain, uniform neutral gray background, while the area it occluded is restored to show the dark, slightly reflective shelf and the row of black leather-bound books that were behind it. The rest of the scene stays exactly the same.",
+      "fg_mse": 0.00048269241233356297,
+      "bg_mse": 0.0034335909876972437,
+      "total_mse": 0.003916283400030807,
+      "videos": {
+        "composite": "samples/b989aca925f6aae97fd10f5e0de19ff2_0__zoom_in/composite.mp4",
+        "mask": "samples/b989aca925f6aae97fd10f5e0de19ff2_0__zoom_in/mask.mp4",
+        "fg_gt": "samples/b989aca925f6aae97fd10f5e0de19ff2_0__zoom_in/fg_gt.mp4",
+        "fg_pred": "samples/b989aca925f6aae97fd10f5e0de19ff2_0__zoom_in/fg_pred.mp4",
+        "bg_gt": "samples/b989aca925f6aae97fd10f5e0de19ff2_0__zoom_in/bg_gt.mp4",
+        "bg_pred": "samples/b989aca925f6aae97fd10f5e0de19ff2_0__zoom_in/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.02500504069030285,
+          "lpips_fg": 0.01324383169412613,
+          "psnr_bg": 32.27840805053711,
+          "psnr_fg": 45.29501724243164
+        },
+        "score": 0.22413793103448276,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "bae249951cfccd41915bc0fad92a63a8_0__zoom_in",
+      "source": "peeloff",
+      "prompt": "Remove the person viewed from behind wearing a blue cap, light gray long-sleeved shirt, dark pants, and white sneakers, along with their reflection in the glass window to the left and the soft shadows they cast on the wooden deck and chair. Isolate this person in their seated pose on a plain, uniform neutral gray background. In the background video, restore the green metal chairs and the weathered wooden deck that were directly occluded by the person, while keeping the rest of the scene exactly the same.",
+      "fg_mse": 0.0018267616396769881,
+      "bg_mse": 0.014705437235534191,
+      "total_mse": 0.01653219887521118,
+      "videos": {
+        "composite": "samples/bae249951cfccd41915bc0fad92a63a8_0__zoom_in/composite.mp4",
+        "mask": "samples/bae249951cfccd41915bc0fad92a63a8_0__zoom_in/mask.mp4",
+        "fg_gt": "samples/bae249951cfccd41915bc0fad92a63a8_0__zoom_in/fg_gt.mp4",
+        "fg_pred": "samples/bae249951cfccd41915bc0fad92a63a8_0__zoom_in/fg_pred.mp4",
+        "bg_gt": "samples/bae249951cfccd41915bc0fad92a63a8_0__zoom_in/bg_gt.mp4",
+        "bg_pred": "samples/bae249951cfccd41915bc0fad92a63a8_0__zoom_in/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.08715178072452545,
+          "lpips_fg": 0.018784118816256523,
+          "psnr_bg": 20.932453155517578,
+          "psnr_fg": 36.999568939208984
+        },
+        "score": 0.8103448275862069,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "bc29c2b02a2342c16f5109bbf3ebfdf8_0__zoom_out",
+      "source": "peeloff",
+      "prompt": "Remove the light gray plush dinosaur toy with its green leafy outfit and dynamic pose, along with the sharp shadow it casts on the brick walkway and concrete step below. The removed toy should be isolated on a plain, uniform neutral gray background as a separate foreground layer. In the background layer, restore the brick-paved walkway and the concrete step that were directly behind the toy, while the rest of the scene stays exactly the same.",
+      "fg_mse": 0.00102460035122931,
+      "bg_mse": 0.015562689863145351,
+      "total_mse": 0.01658729021437466,
+      "videos": {
+        "composite": "samples/bc29c2b02a2342c16f5109bbf3ebfdf8_0__zoom_out/composite.mp4",
+        "mask": "samples/bc29c2b02a2342c16f5109bbf3ebfdf8_0__zoom_out/mask.mp4",
+        "fg_gt": "samples/bc29c2b02a2342c16f5109bbf3ebfdf8_0__zoom_out/fg_gt.mp4",
+        "fg_pred": "samples/bc29c2b02a2342c16f5109bbf3ebfdf8_0__zoom_out/fg_pred.mp4",
+        "bg_gt": "samples/bc29c2b02a2342c16f5109bbf3ebfdf8_0__zoom_out/bg_gt.mp4",
+        "bg_pred": "samples/bc29c2b02a2342c16f5109bbf3ebfdf8_0__zoom_out/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.15727251768112183,
+          "lpips_fg": 0.01918868161737919,
+          "psnr_bg": 21.179290771484375,
+          "psnr_fg": 38.55373001098633
+        },
+        "score": 0.8017241379310345,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "bd8f8e5fb4c829e61af65508ff3cf294_0__zoom_in",
+      "source": "peeloff",
+      "prompt": "Remove the pink plush pig toy, which has a soft, velvety texture and light brown hooves while lying on its side in a curved position, along with the soft shadow it casts on the black cloth beneath and behind it. The isolated pig toy should be placed on its own foreground layer against a plain, uniform neutral gray background, while the area it occluded is restored by filling in the black cloth draped over the scooter seat. The rest of the scene stays exactly the same.",
+      "fg_mse": 0.0009599828044883907,
+      "bg_mse": 0.0927940383553505,
+      "total_mse": 0.09375402115983889,
+      "videos": {
+        "composite": "samples/bd8f8e5fb4c829e61af65508ff3cf294_0__zoom_in/composite.mp4",
+        "mask": "samples/bd8f8e5fb4c829e61af65508ff3cf294_0__zoom_in/mask.mp4",
+        "fg_gt": "samples/bd8f8e5fb4c829e61af65508ff3cf294_0__zoom_in/fg_gt.mp4",
+        "fg_pred": "samples/bd8f8e5fb4c829e61af65508ff3cf294_0__zoom_in/fg_pred.mp4",
+        "bg_gt": "samples/bd8f8e5fb4c829e61af65508ff3cf294_0__zoom_in/bg_gt.mp4",
+        "bg_pred": "samples/bd8f8e5fb4c829e61af65508ff3cf294_0__zoom_in/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.15965549647808075,
+          "lpips_fg": 0.022185785695910454,
+          "psnr_bg": 17.034818649291992,
+          "psnr_fg": 39.344146728515625
+        },
+        "score": 0.853448275862069,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "c637441c4c787ba794937753b8aceadf_0__zoom_in",
+      "source": "peeloff",
+      "prompt": "Remove the stationary striped watermelon, along with its clear reflection in the stainless steel container to its left and the soft shadow it casts on the black countertop beneath and to its right. The foreground layer should show only the round, green-striped watermelon with its short dried stem isolated against a plain, uniform neutral gray background. In the background layer, restore the black kitchen countertop surface and the woven placemat that were directly behind the watermelon, while the rest of the scene remains exactly the same.",
+      "fg_mse": 0.0006617827457375824,
+      "bg_mse": 0.04012499004602432,
+      "total_mse": 0.040786772791761905,
+      "videos": {
+        "composite": "samples/c637441c4c787ba794937753b8aceadf_0__zoom_in/composite.mp4",
+        "mask": "samples/c637441c4c787ba794937753b8aceadf_0__zoom_in/mask.mp4",
+        "fg_gt": "samples/c637441c4c787ba794937753b8aceadf_0__zoom_in/fg_gt.mp4",
+        "fg_pred": "samples/c637441c4c787ba794937753b8aceadf_0__zoom_in/fg_pred.mp4",
+        "bg_gt": "samples/c637441c4c787ba794937753b8aceadf_0__zoom_in/bg_gt.mp4",
+        "bg_pred": "samples/c637441c4c787ba794937753b8aceadf_0__zoom_in/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.23150494694709778,
+          "lpips_fg": 0.017820389941334724,
+          "psnr_bg": 16.34343147277832,
+          "psnr_fg": 39.27915954589844
+        },
+        "score": 0.7758620689655172,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "c6924ad884450090784997158373b99f__zoom_in",
+      "source": "peeloff",
+      "prompt": "Remove the stationary miniature dark grey table with its rectangular top and crossed, angular legs, along with the sharp shadow it casts on the slatted surface beneath and to its left. In the area directly behind the removed table, restore the slatted, metallic-looking outdoor surface that was occluded. The rest of the scene stays exactly the same, with the foreground table now isolated on a plain, uniform neutral gray background.",
+      "fg_mse": 0.0004398301534820348,
+      "bg_mse": 0.0015561491018161178,
+      "total_mse": 0.0019959792552981526,
+      "videos": {
+        "composite": "samples/c6924ad884450090784997158373b99f__zoom_in/composite.mp4",
+        "mask": "samples/c6924ad884450090784997158373b99f__zoom_in/mask.mp4",
+        "fg_gt": "samples/c6924ad884450090784997158373b99f__zoom_in/fg_gt.mp4",
+        "fg_pred": "samples/c6924ad884450090784997158373b99f__zoom_in/fg_pred.mp4",
+        "bg_gt": "samples/c6924ad884450090784997158373b99f__zoom_in/bg_gt.mp4",
+        "bg_pred": "samples/c6924ad884450090784997158373b99f__zoom_in/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.02529819868505001,
+          "lpips_fg": 0.01595848612487316,
+          "psnr_bg": 33.03238296508789,
+          "psnr_fg": 44.74396896362305
+        },
+        "score": 0.28448275862068967,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "c909c8f64c35b01ff31e0719b7cd82f5_0__zoom_in",
+      "source": "peeloff",
+      "prompt": "Remove the dried floral arrangement with thin, branching stems and small grayish-white buds in the clear glass vase, along with the soft shadow on the rug, the soft shadow on the floor tiles to the left, and the faint reflection on the tiles in front of it. The foreground layer should isolate only this vase and floral arrangement over a plain, uniform neutral gray background. For the background layer, restore the light gray patterned rug and the dark gray tiled floor that were directly behind the vase, while the rest of the scene stays exactly the same.",
+      "fg_mse": 0.004424497485160828,
+      "bg_mse": 0.01043494138866663,
+      "total_mse": 0.014859438873827457,
+      "videos": {
+        "composite": "samples/c909c8f64c35b01ff31e0719b7cd82f5_0__zoom_in/composite.mp4",
+        "mask": "samples/c909c8f64c35b01ff31e0719b7cd82f5_0__zoom_in/mask.mp4",
+        "fg_gt": "samples/c909c8f64c35b01ff31e0719b7cd82f5_0__zoom_in/fg_gt.mp4",
+        "fg_pred": "samples/c909c8f64c35b01ff31e0719b7cd82f5_0__zoom_in/fg_pred.mp4",
+        "bg_gt": "samples/c909c8f64c35b01ff31e0719b7cd82f5_0__zoom_in/bg_gt.mp4",
+        "bg_pred": "samples/c909c8f64c35b01ff31e0719b7cd82f5_0__zoom_in/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.0651426836848259,
+          "lpips_fg": 0.09532149136066437,
+          "psnr_bg": 31.830821990966797,
+          "psnr_fg": 28.975122451782227
+        },
+        "score": 0.8017241379310345,
+        "source_normalized": true,
+        "tier": "hard"
+      }
+    },
+    {
+      "id": "d310eb2dd471b979d52afadc2287bbf6__zoom_out",
+      "source": "peeloff",
+      "prompt": "Remove the round coffee table with its white marble-like top and gold-colored metal frame, along with the soft shadow it casts on the wooden floor beneath it. The foreground layer should display only this table over a plain, uniform neutral gray background. In the background layer, restore the light wood-plank flooring that was occluded behind the table, while the rest of the scene stays exactly the same.",
+      "fg_mse": 0.000874637917149812,
+      "bg_mse": 0.012406258843839169,
+      "total_mse": 0.01328089676098898,
+      "videos": {
+        "composite": "samples/d310eb2dd471b979d52afadc2287bbf6__zoom_out/composite.mp4",
+        "mask": "samples/d310eb2dd471b979d52afadc2287bbf6__zoom_out/mask.mp4",
+        "fg_gt": "samples/d310eb2dd471b979d52afadc2287bbf6__zoom_out/fg_gt.mp4",
+        "fg_pred": "samples/d310eb2dd471b979d52afadc2287bbf6__zoom_out/fg_pred.mp4",
+        "bg_gt": "samples/d310eb2dd471b979d52afadc2287bbf6__zoom_out/bg_gt.mp4",
+        "bg_pred": "samples/d310eb2dd471b979d52afadc2287bbf6__zoom_out/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.08640292286872864,
+          "lpips_fg": 0.015243938192725182,
+          "psnr_bg": 22.26157569885254,
+          "psnr_fg": 41.79145812988281
+        },
+        "score": 0.5431034482758621,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "d6bd72fd9104743037f91832085db4c0__zoom_in",
+      "source": "peeloff",
+      "prompt": "Remove the small tripod lamp with its polished copper dome shade, slender dark legs, and hanging pull chain, along with the soft shadow and faint reflection it casts on the wooden shelf. The removed lamp should be isolated on a plain, uniform neutral gray background, while the area it occluded is restored by filling in the wooden shelf and the textured wall behind it. The rest of the scene stays exactly the same.",
+      "fg_mse": 0.000583440822083503,
+      "bg_mse": 0.00224156491458416,
+      "total_mse": 0.002825005736667663,
+      "videos": {
+        "composite": "samples/d6bd72fd9104743037f91832085db4c0__zoom_in/composite.mp4",
+        "mask": "samples/d6bd72fd9104743037f91832085db4c0__zoom_in/mask.mp4",
+        "fg_gt": "samples/d6bd72fd9104743037f91832085db4c0__zoom_in/fg_gt.mp4",
+        "fg_pred": "samples/d6bd72fd9104743037f91832085db4c0__zoom_in/fg_pred.mp4",
+        "bg_gt": "samples/d6bd72fd9104743037f91832085db4c0__zoom_in/bg_gt.mp4",
+        "bg_pred": "samples/d6bd72fd9104743037f91832085db4c0__zoom_in/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.03111105225980282,
+          "lpips_fg": 0.014481382444500923,
+          "psnr_bg": 36.69904327392578,
+          "psnr_fg": 42.76008224487305
+        },
+        "score": 0.23275862068965517,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    },
+    {
+      "id": "e0006e00ac18bf22e7807cbab953b7e0_0__zoom_in",
+      "source": "peeloff",
+      "prompt": "Remove the upright transparent plastic sauce bottle with its beige cap, clear dome lid, and white tomato-labeled QR-code label, along with the soft shadow and faint reflection it casts on the white plastic container. The removed bottle should be isolated on a plain, uniform neutral gray background, while the area directly behind it is filled by restoring the white plastic container and the metal shelf that were occluded. The rest of the scene stays exactly the same.",
+      "fg_mse": 0.0007597339572384953,
+      "bg_mse": 0.025070292875170708,
+      "total_mse": 0.025830026832409203,
+      "videos": {
+        "composite": "samples/e0006e00ac18bf22e7807cbab953b7e0_0__zoom_in/composite.mp4",
+        "mask": "samples/e0006e00ac18bf22e7807cbab953b7e0_0__zoom_in/mask.mp4",
+        "fg_gt": "samples/e0006e00ac18bf22e7807cbab953b7e0_0__zoom_in/fg_gt.mp4",
+        "fg_pred": "samples/e0006e00ac18bf22e7807cbab953b7e0_0__zoom_in/fg_pred.mp4",
+        "bg_gt": "samples/e0006e00ac18bf22e7807cbab953b7e0_0__zoom_in/bg_gt.mp4",
+        "bg_pred": "samples/e0006e00ac18bf22e7807cbab953b7e0_0__zoom_in/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.07536478340625763,
+          "lpips_fg": 0.01339248288422823,
+          "psnr_bg": 27.955684661865234,
+          "psnr_fg": 45.26742935180664
+        },
+        "score": 0.4224137931034483,
+        "source_normalized": true,
+        "tier": "medium"
+      }
+    },
+    {
+      "id": "e11f5a287a4e5aa167a1ce9f11ec86e8_0__zoom_out",
+      "source": "peeloff",
+      "prompt": "Remove the woman with long black hair holding a closed silver laptop, along with the soft shadows she casts on the white desk and the floor behind her. The foreground layer should isolate her in her beige and brown patterned blouse, black pants, and black shoes over a plain, uniform neutral gray background. In the background layer, restore the white desk, the black leather office chairs, and the marble-patterned wall that were directly behind her, while the rest of the scene stays exactly the same.",
+      "fg_mse": 0.0007671371567994356,
+      "bg_mse": 0.05757402256131172,
+      "total_mse": 0.05834115971811116,
+      "videos": {
+        "composite": "samples/e11f5a287a4e5aa167a1ce9f11ec86e8_0__zoom_out/composite.mp4",
+        "mask": "samples/e11f5a287a4e5aa167a1ce9f11ec86e8_0__zoom_out/mask.mp4",
+        "fg_gt": "samples/e11f5a287a4e5aa167a1ce9f11ec86e8_0__zoom_out/fg_gt.mp4",
+        "fg_pred": "samples/e11f5a287a4e5aa167a1ce9f11ec86e8_0__zoom_out/fg_pred.mp4",
+        "bg_gt": "samples/e11f5a287a4e5aa167a1ce9f11ec86e8_0__zoom_out/bg_gt.mp4",
+        "bg_pred": "samples/e11f5a287a4e5aa167a1ce9f11ec86e8_0__zoom_out/bg_pred.mp4"
+      },
+      "baseline_failure": {
+        "baseline_id": "decompose_41f_v2_maskaug50_ck3600",
+        "expected_metric_count": 4,
+        "incomplete_metrics": false,
+        "metric_count": 4,
+        "metrics": {
+          "lpips_bg": 0.03261861950159073,
+          "lpips_fg": 0.011212406679987907,
+          "psnr_bg": 34.97099304199219,
+          "psnr_fg": 39.699398040771484
+        },
+        "score": 0.3275862068965517,
+        "source_normalized": true,
+        "tier": "easy"
+      }
+    }
+  ]
+}
\ No newline at end of file
diff --git a/experiments/layer_decomp/decompose_grounded_ema_gbs32_4n_b200/dec_grnd_ema_b200/evals/ck4000_ema_dec/metrics.json b/experiments/layer_decomp/decompose_grounded_ema_gbs32_4n_b200/dec_grnd_ema_b200/evals/ck4000_ema_dec/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..01146d61f60b4e7a7dbcbf65d0b630ed2e0ed952
--- /dev/null
+++ b/experiments/layer_decomp/decompose_grounded_ema_gbs32_4n_b200/dec_grnd_ema_b200/evals/ck4000_ema_dec/metrics.json
@@ -0,0 +1,5299 @@
+{
+  "eval_dir": "s3://clio.corp.adobe.com/manans/experiments/layer_decomp/decompose_grounded_ema_gbs32_4n_b200/dec_grnd_ema_b200/evals/ck4000_ema_dec",
+  "ground_truth": {
+    "synthetic": "exact_pre_vae_rgb_locator",
+    "rgb_locators": "s3://clio.corp.adobe.com/manans/experiments/layer_decomp/decompose_41f_editcap_gbs32_4n_b200/d475615e1/evals/checkpoint-3900-editcap/internal_locators_fixed.parquet",
+    "rgb_locators_fingerprint": "etag:6a15651199b39bee4b6cd4c2fdbc026e-3",
+    "rgb_selection_policy": "minimum_all_frame_rgb_composite_reconstruction_mse_v1",
+    "object_removal": "pristine_eval_mirror_rgb"
+  },
+  "metrics": [
+    "psnr_fg",
+    "lpips_fg",
+    "ssim_fg",
+    "psnr_bg",
+    "lpips_bg",
+    "ssim_bg",
+    "rc_s",
+    "rc_t",
+    "mpsnr",
+    "bgpsnr",
+    "psnr_fg_masked",
+    "lpips_fg_masked"
+  ],
+  "aggregate": {
+    "psnr_fg": {
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+    "lpips_fg": {
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+    },
+    "ssim_fg": {
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+    "psnr_bg": {
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+    },
+    "lpips_bg": {
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+    "ssim_bg": {
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+    "rc_s": {
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+    "rc_t": {
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+      "n": 673
+    },
+    "mpsnr": {
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+    },
+    "bgpsnr": {
+      "mean": 30.182063057698915,
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+    "psnr_fg_masked": {
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+    "lpips_fg_masked": {
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+      "rc_s": 0.46464543234960004,
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+    },
+    "WILD_ENV001_00006": {
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+      "rc_t": 0.572385690980161
+    },
+    "WILD_ENV001_00014": {
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+    "WILD_ENV001_00022": {
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+    "WILD_ENV001_00030": {
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+    "WILD_ENV001_00038": {
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+    "WILD_ENV001_00046": {
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+      "rc_t": 0.14686060234492004
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+    "WILD_ENV001_00054": {
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+    "WILD_ENV001_00062": {
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+    "WILD_ENV001_00070": {
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+    "WILD_ENV001_00078": {
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+    "WILD_ENV001_00087": {
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+    "WILD_ENV001_00095": {
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+    "WILD_ENV002_00004": {
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+    "WILD_ENV002_00012": {
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+    "WILD_ENV002_00020": {
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+    "WILD_ENV002_00029": {
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+    "WILD_ENV002_00037": {
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+    "WILD_ENV002_00045": {
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+    "WILD_ENV002_00053": {
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+    "WILD_ENV002_00061": {
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+    "WILD_ENV002_00070": {
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+    "WILD_ENV002_00078": {
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+    "WILD_ENV002_00087": {
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+      "rc_t": 0.3009182096878462
+    },
+    "WILD_ENV002_00095": {
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+      "rc_t": 0.06825018988677882
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+    "a3b7f7bb-91b8-40f1-9cc9-823f14a737fd_scene44459_0_0__zoom_in": {
+      "psnr_fg": 36.53399658203125,
+      "lpips_fg": 0.01778542436659336,
+      "ssim_fg": 0.9735446572303772,
+      "psnr_bg": 17.03884506225586,
+      "lpips_bg": 0.34171921014785767,
+      "ssim_bg": 0.3528521656990051,
+      "rc_s": 0.5137844723533744,
+      "rc_t": 1.1409986975111188
+    },
+    "c637441c4c787ba794937753b8aceadf_0__zoom_in": {
+      "psnr_fg": 34.80272674560547,
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+      "rc_s": 0.38703525339472705,
+      "rc_t": 0.9214516738999282
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+    "common_example-04": {
+      "psnr_bg": 40.6063117980957,
+      "lpips_bg": 0.025940274819731712,
+      "ssim_bg": 0.969806432723999,
+      "mpsnr": 34.01893997192383,
+      "bgpsnr": 41.4951286315918,
+      "psnr_fg_masked": 31.88138198852539,
+      "lpips_fg_masked": 0.0676785558462143,
+      "rc_s": 0.40983732930508143,
+      "rc_t": 0.715864613889808
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+    "e0006e00ac18bf22e7807cbab953b7e0_0__zoom_in": {
+      "psnr_fg": 39.076019287109375,
+      "lpips_fg": 0.006844474468380213,
+      "ssim_fg": 0.989911675453186,
+      "psnr_bg": 27.010114669799805,
+      "lpips_bg": 0.10470312833786011,
+      "ssim_bg": 0.9116724133491516,
+      "rc_s": 0.518239559283615,
+      "rc_t": 0.23975493649489316
+    },
+    "kubric_00655": {
+      "psnr_fg": 34.067283630371094,
+      "lpips_fg": 0.034730300307273865,
+      "ssim_fg": 0.9578216671943665,
+      "psnr_bg": 24.66495704650879,
+      "lpips_bg": 0.1242571771144867,
+      "ssim_bg": 0.803184449672699,
+      "rc_s": 0.5109096537016582,
+      "rc_t": 0.4273975051434046
+    },
+    "kubric_01902": {
+      "psnr_fg": 36.456024169921875,
+      "lpips_fg": 0.018360303714871407,
+      "ssim_fg": 0.9820343852043152,
+      "psnr_bg": 29.47852325439453,
+      "lpips_bg": 0.070493184030056,
+      "ssim_bg": 0.922934353351593,
+      "rc_s": 0.5612454970546242,
+      "rc_t": 1.0251694980602506
+    },
+    "kubric_03246": {
+      "psnr_fg": 36.914615631103516,
+      "lpips_fg": 0.038828492164611816,
+      "ssim_fg": 0.9825101494789124,
+      "psnr_bg": 28.752912521362305,
+      "lpips_bg": 0.05194897577166557,
+      "ssim_bg": 0.9335821866989136,
+      "rc_s": 0.43495952389761267,
+      "rc_t": 1.3256971540450648
+    },
+    "kubric_04140": {
+      "psnr_fg": 33.6097297668457,
+      "lpips_fg": 0.037366192787885666,
+      "ssim_fg": 0.9670825004577637,
+      "psnr_bg": 26.52665138244629,
+      "lpips_bg": 0.08316515386104584,
+      "ssim_bg": 0.9309200644493103,
+      "rc_s": 0.38359475053562664,
+      "rc_t": 1.4372886966309868
+    },
+    "light_source_example-06": {
+      "psnr_bg": 41.88288116455078,
+      "lpips_bg": 0.029149331152439117,
+      "ssim_bg": 0.9877212047576904,
+      "mpsnr": 41.993324279785156,
+      "bgpsnr": 41.87919616699219,
+      "psnr_fg_masked": 35.32530212402344,
+      "lpips_fg_masked": 0.012183204293251038,
+      "rc_s": 0.5249913875140163,
+      "rc_t": 0.3437079617588195
+    },
+    "mirror_example-04": {
+      "psnr_bg": 25.17603302001953,
+      "lpips_bg": 0.07943370938301086,
+      "ssim_bg": 0.9422584772109985,
+      "mpsnr": 17.487499237060547,
+      "bgpsnr": 29.87676239013672,
+      "psnr_fg_masked": 34.298004150390625,
+      "lpips_fg_masked": 0.04818160459399223,
+      "rc_s": 0.5054195109887502,
+      "rc_t": 0.042494636662377135
+    },
+    "reflection_example-01": {
+      "psnr_bg": 33.03270721435547,
+      "lpips_bg": 0.06067301332950592,
+      "ssim_bg": 0.9297880530357361,
+      "mpsnr": 16.906661987304688,
+      "bgpsnr": 34.25047302246094,
+      "psnr_fg_masked": 30.966360092163086,
+      "lpips_fg_masked": 0.01684165559709072,
+      "rc_s": 0.5514154126846724,
+      "rc_t": 0.1771197116270093
+    },
+    "reflection_example-09": {
+      "psnr_bg": 25.69733428955078,
+      "lpips_bg": 0.1135220155119896,
+      "ssim_bg": 0.8991124033927917,
+      "mpsnr": 14.845401763916016,
+      "bgpsnr": 32.14351272583008,
+      "psnr_fg_masked": 32.70994567871094,
+      "lpips_fg_masked": 0.024973100051283836,
+      "rc_s": 0.42417756668045403,
+      "rc_t": 0.06755405948275613
+    },
+    "shadow_example-06": {
+      "psnr_bg": 33.99966812133789,
+      "lpips_bg": 0.056111402809619904,
+      "ssim_bg": 0.9259763956069946,
+      "mpsnr": 24.98712730407715,
+      "bgpsnr": 34.11008834838867,
+      "psnr_fg_masked": 23.28247833251953,
+      "lpips_fg_masked": 0.0746169313788414,
+      "rc_s": 0.5015269667433483,
+      "rc_t": 0.1292708961033074
+    },
+    "translucent_example-02": {
+      "psnr_bg": 25.482624053955078,
+      "lpips_bg": 0.04678034037351608,
+      "ssim_bg": 0.9474912881851196,
+      "mpsnr": 20.01714515686035,
+      "bgpsnr": 26.4384822845459,
+      "psnr_fg_masked": 27.74378776550293,
+      "lpips_fg_masked": 0.016959065571427345,
+      "rc_s": 0.5577161167810588,
+      "rc_t": 0.15325902115590617
+    }
+  }
+}
\ No newline at end of file
diff --git a/experiments/layer_decomp/decompose_grounded_ema_gbs32_4n_b200/dec_grnd_ema_b200/evals/ck4000_ema_dec_pvix/manifest.json b/experiments/layer_decomp/decompose_grounded_ema_gbs32_4n_b200/dec_grnd_ema_b200/evals/ck4000_ema_dec_pvix/manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..6dbae01dc7f11f787e91a6525403b2eccf7531db
--- /dev/null
+++ b/experiments/layer_decomp/decompose_grounded_ema_gbs32_4n_b200/dec_grnd_ema_b200/evals/ck4000_ema_dec_pvix/manifest.json
@@ -0,0 +1,1084 @@
+{
+  "checkpoint": "ck4000",
+  "steps": 30,
+  "sampler": "FlowMatch 30 steps \u00b7 no CFG \u00b7 shift=3.0",
+  "panels": [
+    "composite",
+    "mask",
+    "fg_gt",
+    "fg_pred",
+    "bg_gt",
+    "bg_pred"
+  ],
+  "aggregate": {
+    "fg_mse": 1.996581284623397,
+    "bg_mse": 0.1114673653409179,
+    "total_mse": 2.108048649964315
+  },
+  "examples": [
+    {
+      "id": "PVIX_0001",
+      "source": "PVIX",
+      "prompt": "Remove the boy in the orange shirt who is lying on his stomach and paddling, along with the surfboard beneath him, the water splashes, the wake, the ripples, and his reflections on the water surface. In the area where he was removed, restore the clean, bright blue ocean water and gentle rolling waves that were occluded behind him, while the rest of the scene stays exactly the same. The isolated boy and his surfboard should be placed on a plain, uniform neutral gray background, maintaining his continuous paddling motion.",
+      "fg_mse": 1.326725959777832,
+      "bg_mse": 0.26534098386764526,
+      "total_mse": 1.5920669436454773,
+      "videos": {
+        "composite": "samples/PVIX_0001/composite.mp4",
+        "mask": "samples/PVIX_0001/mask.mp4",
+        "fg_pred": "samples/PVIX_0001/fg_pred.mp4",
+        "bg_pred": "samples/PVIX_0001/bg_pred.mp4"
+      }
+    },
+    {
+      "id": "PVIX_0002",
+      "source": "PVIX",
+      "prompt": "Remove the surfer in the black wetsuit and light-colored boardshorts, along with his white surfboard, from the scene. This includes removing the splashes, spray, wake, and reflections they cast on the water surface. The foreground layer should show only the surfer and his board over a plain, uniform neutral gray background, while the background layer is restored by filling the occluded area with the turquoise ocean water and rolling waves that were behind him. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.7804361581802368,
+      "bg_mse": 0.12014393508434296,
+      "total_mse": 1.9005800932645798,
+      "videos": {
+        "composite": "samples/PVIX_0002/composite.mp4",
+        "mask": "samples/PVIX_0002/mask.mp4",
+        "fg_pred": "samples/PVIX_0002/fg_pred.mp4",
+        "bg_pred": "samples/PVIX_0002/bg_pred.mp4"
+      }
+    },
+    {
+      "id": "PVIX_0003",
+      "source": "PVIX",
+      "prompt": "Remove the large, mottled blue-grey sea turtle swimming with rhythmic paddling motions, along with the water displacement, surface ripples, reflections on the glass tank walls, and the subtle shadows it casts on the other turtles and the tank floor. The removed turtle should be isolated on a plain, uniform neutral gray background, while the area directly behind it is filled by restoring the clear, blue-tinted water and the other swimming turtles that were occluded. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.7514989376068115,
+      "bg_mse": 0.15671563148498535,
+      "total_mse": 1.9082145690917969,
+      "videos": {
+        "composite": "samples/PVIX_0003/composite.mp4",
+        "mask": "samples/PVIX_0003/mask.mp4",
+        "fg_pred": "samples/PVIX_0003/fg_pred.mp4",
+        "bg_pred": "samples/PVIX_0003/bg_pred.mp4"
+      }
+    },
+    {
+      "id": "PVIX_0004",
+      "source": "PVIX",
+      "prompt": "Remove the galloping horses' legs and hooves, along with the dust clouds they kick up, the soft shadows they cast on the dirt track, and the hoofprints they leave behind. The foreground layer should isolate only the legs and hooves, some wearing white leg wraps, over a plain, uniform neutral gray background. In the background layer, restore the dry, dusty dirt track with its uneven, textured surface that was previously occluded by the hooves and dust, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.8016419410705566,
+      "bg_mse": 0.19854828715324402,
+      "total_mse": 2.0001902282238007,
+      "videos": {
+        "composite": "samples/PVIX_0004/composite.mp4",
+        "mask": "samples/PVIX_0004/mask.mp4",
+        "fg_pred": "samples/PVIX_0004/fg_pred.mp4",
+        "bg_pred": "samples/PVIX_0004/bg_pred.mp4"
+      }
+    },
+    {
+      "id": "PVIX_0005",
+      "source": "PVIX",
+      "prompt": "Remove the flock of flamingos with their vibrant pink and white plumage as they take off and fly to the right, along with the splashes, ripples, and faint reflections they cast on the water surface. In their place, restore the dark blue body of water and the distant dark green forest line that were occluded behind them, while the rest of the scene stays exactly the same.",
+      "fg_mse": 3.7004435062408447,
+      "bg_mse": 0.02872849628329277,
+      "total_mse": 3.7291720025241375,
+      "videos": {
+        "composite": "samples/PVIX_0005/composite.mp4",
+        "mask": "samples/PVIX_0005/mask.mp4",
+        "fg_pred": "samples/PVIX_0005/fg_pred.mp4",
+        "bg_pred": "samples/PVIX_0005/bg_pred.mp4"
+      }
+    },
+    {
+      "id": "PVIX_0006",
+      "source": "PVIX",
+      "prompt": "Remove the white speedboat with red accents and a windshield as it moves away and to the right, along with its wake, splashing water, spreading ripples, and its reflection on the water surface. Isolate the speedboat on a plain, uniform neutral gray background to create the foreground layer, and restore the murky river water that was directly behind it to complete the clean background layer. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.039513349533081,
+      "bg_mse": 0.022695068269968033,
+      "total_mse": 2.062208417803049,
+      "videos": {
+        "composite": "samples/PVIX_0006/composite.mp4",
+        "mask": "samples/PVIX_0006/mask.mp4",
+        "fg_pred": "samples/PVIX_0006/fg_pred.mp4",
+        "bg_pred": "samples/PVIX_0006/bg_pred.mp4"
+      }
+    },
+    {
+      "id": "PVIX_0007",
+      "source": "PVIX",
+      "prompt": "Remove the illuminated pedicab adorned with bright, multi-colored LED lights and a disco ball, along with its driver, the bright pink and blue glow cast onto the street, the reflections on the wet pavement, and the soft shadow beneath it. In the empty space left behind, restore the wet city street surface and the distant pedestrians that were occluded by the vehicle. The rest of the scene stays exactly the same, leaving only the pedicab and its lighting effects isolated on a plain, uniform neutral gray background.",
+      "fg_mse": 2.379589080810547,
+      "bg_mse": 0.06393790245056152,
+      "total_mse": 2.4435269832611084,
+      "videos": {
+        "composite": "samples/PVIX_0007/composite.mp4",
+        "mask": "samples/PVIX_0007/mask.mp4",
+        "fg_pred": "samples/PVIX_0007/fg_pred.mp4",
+        "bg_pred": "samples/PVIX_0007/bg_pred.mp4"
+      }
+    },
+    {
+      "id": "PVIX_0008",
+      "source": "PVIX",
+      "prompt": "Remove the three swimming ducks, along with the ripples and reflections they cast in the water. The three ducks should be isolated on a plain, uniform neutral gray background, while the main video is restored by filling in the dark, sparkling water that was previously occluded behind them. The rest of the scene stays exactly the same.",
+      "fg_mse": 3.1663222312927246,
+      "bg_mse": 0.016320213675498962,
+      "total_mse": 3.1826424449682236,
+      "videos": {
+        "composite": "samples/PVIX_0008/composite.mp4",
+        "mask": "samples/PVIX_0008/mask.mp4",
+        "fg_pred": "samples/PVIX_0008/fg_pred.mp4",
+        "bg_pred": "samples/PVIX_0008/bg_pred.mp4"
+      }
+    },
+    {
+      "id": "PVIX_0009",
+      "source": "PVIX",
+      "prompt": "Remove the two white swans with their curved necks and bright white plumage, along with the ripples and faint reflections they cast on the water surface. The swans should be isolated on a plain, uniform neutral gray background, while the main video is restored by filling the area directly behind them with the murky grey-green water of the river. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.8028769493103027,
+      "bg_mse": 0.0037139826454222202,
+      "total_mse": 2.806590931955725,
+      "videos": {
+        "composite": "samples/PVIX_0009/composite.mp4",
+        "mask": "samples/PVIX_0009/mask.mp4",
+        "fg_pred": "samples/PVIX_0009/fg_pred.mp4",
+        "bg_pred": "samples/PVIX_0009/bg_pred.mp4"
+      }
+    },
+    {
+      "id": "PVIX_0010",
+      "source": "PVIX",
+      "prompt": "Remove the slender snake with a dark back and lighter underside swimming with a sinuous, side-to-side motion, along with the ripples, wake, and reflection it casts on the water surface. In the area where the snake was removed, restore the murky, greenish pond water and floating aquatic plants that were behind it. The rest of the scene stays exactly the same, leaving the foreground snake isolated on a plain, uniform neutral gray background.",
+      "fg_mse": 2.1815013885498047,
+      "bg_mse": 0.2265477031469345,
+      "total_mse": 2.408049091696739,
+      "videos": {
+        "composite": "samples/PVIX_0010/composite.mp4",
+        "mask": "samples/PVIX_0010/mask.mp4",
+        "fg_pred": "samples/PVIX_0010/fg_pred.mp4",
+        "bg_pred": "samples/PVIX_0010/bg_pred.mp4"
+      }
+    },
+    {
+      "id": "PVIX_0011",
+      "source": "PVIX",
+      "prompt": "Remove the small, single-engine aerobatic airplane with its blue and red livery, Red Bull logo, and American flag tail design, along with the thick white smoke trail it billows and the soft cast shadow it throws onto the runway and grass. The foreground layer should show only this airplane taking off, rolling, and climbing over a plain, uniform neutral gray background. In the background layer, restore the paved runway, grassy areas, and distant hangar buildings that were occluded behind the plane and its smoke, while the rest of the scene remains exactly the same.",
+      "fg_mse": 1.7910857200622559,
+      "bg_mse": 0.05226881802082062,
+      "total_mse": 1.8433545380830765,
+      "videos": {
+        "composite": "samples/PVIX_0011/composite.mp4",
+        "mask": "samples/PVIX_0011/mask.mp4",
+        "fg_pred": "samples/PVIX_0011/fg_pred.mp4",
+        "bg_pred": "samples/PVIX_0011/bg_pred.mp4"
+      }
+    },
+    {
+      "id": "PVIX_0012",
+      "source": "PVIX",
+      "prompt": "Remove the bright green speedboat along with the white water spray, wake, and water displacement it causes, restoring the choppy, textured turquoise ocean water that was directly behind it. The foreground layer should display only the sleek green racing boat with its white and black logos moving over a plain, uniform neutral gray background. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.4372963905334473,
+      "bg_mse": 0.01604938693344593,
+      "total_mse": 2.453345777466893,
+      "videos": {
+        "composite": "samples/PVIX_0012/composite.mp4",
+        "mask": "samples/PVIX_0012/mask.mp4",
+        "fg_pred": "samples/PVIX_0012/fg_pred.mp4",
+        "bg_pred": "samples/PVIX_0012/bg_pred.mp4"
+      }
+    },
+    {
+      "id": "PVIX_0013",
+      "source": "PVIX",
+      "prompt": "Remove the person in the orange shirt and dark shorts running forward with a surfboard, along with the water splashes, spray, ripples, and dark reflection they cast on the water surface. Place this running person on a plain, uniform neutral gray background to create a separate foreground layer. In the background layer, restore the continuous shallow water surface and the bright, backlit horizon that were occluded behind them, while the rest of the scene stays exactly the same.",
+      "fg_mse": 2.1107990741729736,
+      "bg_mse": 0.06936274468898773,
+      "total_mse": 2.1801618188619614,
+      "videos": {
+        "composite": "samples/PVIX_0013/composite.mp4",
+        "mask": "samples/PVIX_0013/mask.mp4",
+        "fg_pred": "samples/PVIX_0013/fg_pred.mp4",
+        "bg_pred": "samples/PVIX_0013/bg_pred.mp4"
+      }
+    },
+    {
+      "id": "PVIX_0014",
+      "source": "PVIX",
+      "prompt": "Remove the bodyboarder wearing a dark wetsuit and bright pink flippers, along with the wake, splashes, water displacement, and subtle reflection they cast on the wave. The bodyboarder should be isolated on a plain, uniform neutral gray background, while the main video is restored by filling the occluded area with the dark green ocean wave and white foam that were behind them. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.1573262214660645,
+      "bg_mse": 0.06568104028701782,
+      "total_mse": 2.2230072617530823,
+      "videos": {
+        "composite": "samples/PVIX_0014/composite.mp4",
+        "mask": "samples/PVIX_0014/mask.mp4",
+        "fg_pred": "samples/PVIX_0014/fg_pred.mp4",
+        "bg_pred": "samples/PVIX_0014/bg_pred.mp4"
+      }
+    },
+    {
+      "id": "PVIX_0015",
+      "source": "PVIX",
+      "prompt": "Remove the surfer in the black and red wetsuit and their white surfboard from the video, including the water splashes, spray, and wake they create. The foreground layer should display only the crouching surfer and their board against a plain, uniform neutral gray background. For the background layer, restore the steep, dark green wave face and the churning white foam that were occluded behind them, while the rest of the scene remains exactly the same.",
+      "fg_mse": 2.3318638801574707,
+      "bg_mse": 0.07295780628919601,
+      "total_mse": 2.4048216864466667,
+      "videos": {
+        "composite": "samples/PVIX_0015/composite.mp4",
+        "mask": "samples/PVIX_0015/mask.mp4",
+        "fg_pred": "samples/PVIX_0015/fg_pred.mp4",
+        "bg_pred": "samples/PVIX_0015/bg_pred.mp4"
+      }
+    },
+    {
+      "id": "PVIX_0016",
+      "source": "PVIX",
+      "prompt": "Remove the person in the black wetsuit lying on the red bodyboard, along with the water splashes, spray, wake, and contact shadows they create on the water surface. The removed bodyboarder should be isolated on a plain, uniform neutral gray background, while the main video is restored by filling the occluded area with the turbulent white foam and choppy, streaked water of the crashing green wave. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.3496787548065186,
+      "bg_mse": 0.024690937250852585,
+      "total_mse": 2.374369692057371,
+      "videos": {
+        "composite": "samples/PVIX_0016/composite.mp4",
+        "mask": "samples/PVIX_0016/mask.mp4",
+        "fg_pred": "samples/PVIX_0016/fg_pred.mp4",
+        "bg_pred": "samples/PVIX_0016/bg_pred.mp4"
+      }
+    },
+    {
+      "id": "PVIX_0017",
+      "source": "PVIX",
+      "prompt": "Remove the long, flat cargo barge with its grey hull, red and white sections, and open holds as it moves steadily forward, along with the white water wake at its bow and stern and the displaced water ripples spreading from its hull. The removed barge should be isolated on a plain, uniform neutral gray background, while the area it occupied is filled in by restoring the dark, greenish-grey body of water with its natural ripples and waves. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.4849696159362793,
+      "bg_mse": 0.2197170853614807,
+      "total_mse": 1.70468670129776,
+      "videos": {
+        "composite": "samples/PVIX_0017/composite.mp4",
+        "mask": "samples/PVIX_0017/mask.mp4",
+        "fg_pred": "samples/PVIX_0017/fg_pred.mp4",
+        "bg_pred": "samples/PVIX_0017/bg_pred.mp4"
+      }
+    },
+    {
+      "id": "PVIX_0018",
+      "source": "PVIX",
+      "prompt": "Remove the white canal boat with its curved glass roof and blue trim from the canal, along with the V-shaped wake, ripples, and hull reflections it casts on the water surface. The boat should be isolated on a plain, uniform neutral gray background as a separate foreground layer. In the background layer, restore the calm canal water that was directly behind the boat, while the rest of the scene stays exactly the same.",
+      "fg_mse": 2.504351854324341,
+      "bg_mse": 0.05576743185520172,
+      "total_mse": 2.5601192861795425,
+      "videos": {
+        "composite": "samples/PVIX_0018/composite.mp4",
+        "mask": "samples/PVIX_0018/mask.mp4",
+        "fg_pred": "samples/PVIX_0018/fg_pred.mp4",
+        "bg_pred": "samples/PVIX_0018/bg_pred.mp4"
+      }
+    },
+    {
+      "id": "PVIX_0019",
+      "source": "PVIX",
+      "prompt": "Remove the surfer wearing a dark wetsuit top and patterned boardshorts, along with the surfboard, the water splashes, spray, wake, and the soft shadows he casts on the wave face. The surfer should be isolated on a plain, uniform neutral gray background, while the main video is restored by filling in the curling ocean wave that was occluded behind him. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.019817352294922,
+      "bg_mse": 0.12132744491100311,
+      "total_mse": 2.141144797205925,
+      "videos": {
+        "composite": "samples/PVIX_0019/composite.mp4",
+        "mask": "samples/PVIX_0019/mask.mp4",
+        "fg_pred": "samples/PVIX_0019/fg_pred.mp4",
+        "bg_pred": "samples/PVIX_0019/bg_pred.mp4"
+      }
+    },
+    {
+      "id": "PVIX_0020",
+      "source": "PVIX",
+      "prompt": "Remove the two small motorboats, one white and one red, along with the passengers they are carrying, their trailing wakes, and their reflections on the water surface. The removed boats and passengers should be placed alone on a plain, uniform neutral gray background, while the area they occupied on the calm, murky green canal is seamlessly filled in to restore the continuous water surface. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.8224687576293945,
+      "bg_mse": 0.02027358114719391,
+      "total_mse": 2.8427423387765884,
+      "videos": {
+        "composite": "samples/PVIX_0020/composite.mp4",
+        "mask": "samples/PVIX_0020/mask.mp4",
+        "fg_pred": "samples/PVIX_0020/fg_pred.mp4",
+        "bg_pred": "samples/PVIX_0020/bg_pred.mp4"
+      }
+    },
+    {
+      "id": "PVIX_0021",
+      "source": "PVIX",
+      "prompt": "Remove the surfer in the black wetsuit riding the bright pink surfboard, along with the water splashes, spray, trailing wake, and wave displacement they cause. In their place, restore the choppy ocean surface and rolling waves that were occluded behind them, ensuring the rest of the scene stays exactly the same. The removed surfer and their surfboard should be isolated on a plain, uniform neutral gray background.",
+      "fg_mse": 1.959524154663086,
+      "bg_mse": 0.010860475711524487,
+      "total_mse": 1.9703846303746104,
+      "videos": {
+        "composite": "samples/PVIX_0021/composite.mp4",
+        "mask": "samples/PVIX_0021/mask.mp4",
+        "fg_pred": "samples/PVIX_0021/fg_pred.mp4",
+        "bg_pred": "samples/PVIX_0021/bg_pred.mp4"
+      }
+    },
+    {
+      "id": "PVIX_0022",
+      "source": "PVIX",
+      "prompt": "Remove the multi-deck, white riverboat with two black smokestacks and a rear paddlewheel, along with the wake, ripples, and reflection it casts on the water. In its place, restore the wide expanse of rippling water that was occluded behind it, ensuring the rest of the scene stays exactly the same. The isolated riverboat should be placed on a plain, uniform neutral gray background while maintaining its steady right-to-left motion.",
+      "fg_mse": 1.721563458442688,
+      "bg_mse": 0.029397027567029,
+      "total_mse": 1.750960486009717,
+      "videos": {
+        "composite": "samples/PVIX_0022/composite.mp4",
+        "mask": "samples/PVIX_0022/mask.mp4",
+        "fg_pred": "samples/PVIX_0022/fg_pred.mp4",
+        "bg_pred": "samples/PVIX_0022/bg_pred.mp4"
+      }
+    },
+    {
+      "id": "PVIX_0023",
+      "source": "PVIX",
+      "prompt": "Remove the large, dark-colored whale with white markings on its flippers and underside, along with the white water foam, splashes, radiating ripples, and underwater darkening it causes. The foreground layer should show only the whale swimming upwards and moving its flippers against a plain, uniform neutral gray background. In the background layer, restore the continuous expanse of deep teal ocean water with its gentle natural ripples and sunlight reflections that were previously occluded by the whale, while the rest of the scene stays exactly the same.",
+      "fg_mse": 0.9202855229377747,
+      "bg_mse": 0.5990051031112671,
+      "total_mse": 1.5192906260490417,
+      "videos": {
+        "composite": "samples/PVIX_0023/composite.mp4",
+        "mask": "samples/PVIX_0023/mask.mp4",
+        "fg_pred": "samples/PVIX_0023/fg_pred.mp4",
+        "bg_pred": "samples/PVIX_0023/bg_pred.mp4"
+      }
+    },
+    {
+      "id": "PVIX_0024",
+      "source": "PVIX",
+      "prompt": "Remove the large brown bear with thick, shaggy fur walking steadily from left to right, along with its cast shadows on the grass and water, the water splashes from its paws, and the displacement of the tall grass. Isolate the bear onto a plain, uniform neutral gray background, and restore the lush green grass, shallow patches of water, and the out-of-focus tree trunk that were directly behind it. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.256963014602661,
+      "bg_mse": 0.22869665920734406,
+      "total_mse": 2.485659673810005,
+      "videos": {
+        "composite": "samples/PVIX_0024/composite.mp4",
+        "mask": "samples/PVIX_0024/mask.mp4",
+        "fg_pred": "samples/PVIX_0024/fg_pred.mp4",
+        "bg_pred": "samples/PVIX_0024/bg_pred.mp4"
+      }
+    },
+    {
+      "id": "PVIX_0025",
+      "source": "PVIX",
+      "prompt": "Remove the small white motorboat with the red number '12' on its stern, along with its passengers, the wake and ripples it creates, and its reflection on the water surface. Place this moving boat on a plain, uniform neutral gray background to create a separate foreground layer, and restore the calm canal water that was directly behind it. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.6611279249191284,
+      "bg_mse": 0.04141421243548393,
+      "total_mse": 1.7025421373546124,
+      "videos": {
+        "composite": "samples/PVIX_0025/composite.mp4",
+        "mask": "samples/PVIX_0025/mask.mp4",
+        "fg_pred": "samples/PVIX_0025/fg_pred.mp4",
+        "bg_pred": "samples/PVIX_0025/bg_pred.mp4"
+      }
+    },
+    {
+      "id": "PVIX_0026",
+      "source": "PVIX",
+      "prompt": "Isolate the small yellow motorboat carrying two passengers as it moves forward and slightly leftwards, placing it on a plain, uniform neutral gray background. Remove the boat, its reflection in the water, and the ripples and wake it creates, and fill the occluded area by restoring the calm, murky green water of the canal that was directly behind it. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.9921696186065674,
+      "bg_mse": 0.00590877141803503,
+      "total_mse": 2.9980783900246024,
+      "videos": {
+        "composite": "samples/PVIX_0026/composite.mp4",
+        "mask": "samples/PVIX_0026/mask.mp4",
+        "fg_pred": "samples/PVIX_0026/fg_pred.mp4",
+        "bg_pred": "samples/PVIX_0026/bg_pred.mp4"
+      }
+    },
+    {
+      "id": "PVIX_0027",
+      "source": "PVIX",
+      "prompt": "Remove the surfer wearing a black wetsuit with green sleeves and their white and green surfboard from the video, along with the large splash, trailing whitewater wake, and water displacement they cause on the wave. The removed surfer and surfboard should be isolated on a plain, uniform neutral gray background, showing their transition from a crouching stance to standing upright. In the main video, restore the choppy ocean surface and the rolling, breaking wave that were occluded behind them, ensuring the rest of the scene stays exactly the same.",
+      "fg_mse": 1.966098666191101,
+      "bg_mse": 0.06269733607769012,
+      "total_mse": 2.028796002268791,
+      "videos": {
+        "composite": "samples/PVIX_0027/composite.mp4",
+        "mask": "samples/PVIX_0027/mask.mp4",
+        "fg_pred": "samples/PVIX_0027/fg_pred.mp4",
+        "bg_pred": "samples/PVIX_0027/bg_pred.mp4"
+      }
+    },
+    {
+      "id": "PVIX_0028",
+      "source": "PVIX",
+      "prompt": "Remove the person in the black wetsuit and fins lying prone on the bright red bodyboard, along with the red reflection, splash, wake, and water displacement they cause on the water surface. The removed bodyboarder should be isolated on a plain, uniform neutral gray background, while the main video is restored by filling in the steep wall of green water and churning white foam that was occluded behind them. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.0150020122528076,
+      "bg_mse": 0.05987502634525299,
+      "total_mse": 2.0748770385980606,
+      "videos": {
+        "composite": "samples/PVIX_0028/composite.mp4",
+        "mask": "samples/PVIX_0028/mask.mp4",
+        "fg_pred": "samples/PVIX_0028/fg_pred.mp4",
+        "bg_pred": "samples/PVIX_0028/bg_pred.mp4"
+      }
+    },
+    {
+      "id": "PVIX_0029",
+      "source": "PVIX",
+      "prompt": "Remove the crouched surfer in dark swimwear and their white-and-green surfboard from the video, including the splashes, white water spray, and wake they create on the wave. The isolated surfer and surfboard should be placed on a plain, uniform neutral gray background. To fill the area directly behind the removed surfer, restore the rolling dark blue waves and white foam of the ocean, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.944521188735962,
+      "bg_mse": 0.04597501456737518,
+      "total_mse": 1.990496203303337,
+      "videos": {
+        "composite": "samples/PVIX_0029/composite.mp4",
+        "mask": "samples/PVIX_0029/mask.mp4",
+        "fg_pred": "samples/PVIX_0029/fg_pred.mp4",
+        "bg_pred": "samples/PVIX_0029/bg_pred.mp4"
+      }
+    },
+    {
+      "id": "PVIX_0030",
+      "source": "PVIX",
+      "prompt": "Remove the black swan with its bright red beak and ruffled feathers, along with the ripples and reflection it casts on the water's surface. The removed swan should be isolated on a plain, uniform neutral gray background, while the area it occluded is filled by restoring the murky, greenish water and its natural foliage reflections. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.7029027938842773,
+      "bg_mse": 0.14379461109638214,
+      "total_mse": 2.8466974049806595,
+      "videos": {
+        "composite": "samples/PVIX_0030/composite.mp4",
+        "mask": "samples/PVIX_0030/mask.mp4",
+        "fg_pred": "samples/PVIX_0030/fg_pred.mp4",
+        "bg_pred": "samples/PVIX_0030/bg_pred.mp4"
+      }
+    },
+    {
+      "id": "PVIX_0031",
+      "source": "PVIX",
+      "prompt": "Remove the white fishing boat with its blue trim, canopy structure, and the person on deck, along with the white wake, splashing water, spreading ripples, and its soft reflection on the water's surface. The isolated boat should be placed on a plain, uniform neutral gray background, showing its steady motion. In the original video, restore the calm, bright blue sea and the distant rocky coastline that were occluded behind the boat, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.5506560802459717,
+      "bg_mse": 0.06824969500303268,
+      "total_mse": 1.6189057752490044,
+      "videos": {
+        "composite": "samples/PVIX_0031/composite.mp4",
+        "mask": "samples/PVIX_0031/mask.mp4",
+        "fg_pred": "samples/PVIX_0031/fg_pred.mp4",
+        "bg_pred": "samples/PVIX_0031/bg_pred.mp4"
+      }
+    },
+    {
+      "id": "PVIX_0032",
+      "source": "PVIX",
+      "prompt": "Remove the white race car with red and black decals and a large rear spoiler, along with the thick white smoke billowing from its tires and its soft cast shadow on the track surface. In the area directly behind the removed car and its effects, restore the paved race track, the painted white lines, and the red and white curb. The foreground layer should show only the drifting car and its tire smoke over a plain, uniform neutral gray background, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.4450839757919312,
+      "bg_mse": 0.05939047411084175,
+      "total_mse": 1.504474449902773,
+      "videos": {
+        "composite": "samples/PVIX_0032/composite.mp4",
+        "mask": "samples/PVIX_0032/mask.mp4",
+        "fg_pred": "samples/PVIX_0032/fg_pred.mp4",
+        "bg_pred": "samples/PVIX_0032/bg_pred.mp4"
+      }
+    },
+    {
+      "id": "PVIX_0033",
+      "source": "PVIX",
+      "prompt": "Remove the drifting race car along with the thick white tire smoke trailing it and the dark cast shadow it throws onto the asphalt track, placing the car on a plain, uniform neutral gray background. In the original video, restore the asphalt race track, white curved lines, and concrete barriers that were directly behind the car and its smoke. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.0506174564361572,
+      "bg_mse": 0.10940589755773544,
+      "total_mse": 2.1600233539938927,
+      "videos": {
+        "composite": "samples/PVIX_0033/composite.mp4",
+        "mask": "samples/PVIX_0033/mask.mp4",
+        "fg_pred": "samples/PVIX_0033/fg_pred.mp4",
+        "bg_pred": "samples/PVIX_0033/bg_pred.mp4"
+      }
+    },
+    {
+      "id": "PVIX_0034",
+      "source": "PVIX",
+      "prompt": "Remove the white flamingo with pink accents on its wings and legs as it walks slowly and dips its beak, along with its reflection and the ripples around its legs in the water. Place this flamingo on a plain, uniform neutral gray background to create the foreground layer, and fill the area directly behind it by restoring the dark, murky water with its gentle ripples. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.9188811779022217,
+      "bg_mse": 0.09953399002552032,
+      "total_mse": 3.018415167927742,
+      "videos": {
+        "composite": "samples/PVIX_0034/composite.mp4",
+        "mask": "samples/PVIX_0034/mask.mp4",
+        "fg_pred": "samples/PVIX_0034/fg_pred.mp4",
+        "bg_pred": "samples/PVIX_0034/bg_pred.mp4"
+      }
+    },
+    {
+      "id": "PVIX_0035",
+      "source": "PVIX",
+      "prompt": "Remove the kitesurfer wearing a helmet, life vest, and patterned shorts, who is leaning back and holding onto a control bar, along with the white water splashes, wake, ripples, and faint shadow they cast on the water surface. The removed kitesurfer and their lines should be isolated on a plain, uniform neutral gray background. Inpaint the area behind them by restoring the continuous turquoise water and small, choppy waves, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.709120512008667,
+      "bg_mse": 0.03008720837533474,
+      "total_mse": 1.7392077203840017,
+      "videos": {
+        "composite": "samples/PVIX_0035/composite.mp4",
+        "mask": "samples/PVIX_0035/mask.mp4",
+        "fg_pred": "samples/PVIX_0035/fg_pred.mp4",
+        "bg_pred": "samples/PVIX_0035/bg_pred.mp4"
+      }
+    },
+    {
+      "id": "PVIX_0036",
+      "source": "PVIX",
+      "prompt": "Remove the duck with brown and white speckled feathers and a blue patch on its wing, along with the ripples and reflection it casts on the water. The removed duck should be isolated on a plain, uniform neutral gray background, while the area it occluded is filled in by restoring the dark green and brown water with its natural sky reflections. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.7660655975341797,
+      "bg_mse": 0.04931319132447243,
+      "total_mse": 2.815378788858652,
+      "videos": {
+        "composite": "samples/PVIX_0036/composite.mp4",
+        "mask": "samples/PVIX_0036/mask.mp4",
+        "fg_pred": "samples/PVIX_0036/fg_pred.mp4",
+        "bg_pred": "samples/PVIX_0036/bg_pred.mp4"
+      }
+    },
+    {
+      "id": "PVIX_0037",
+      "source": "PVIX",
+      "prompt": "Remove the motorcyclist in a white t-shirt and helmet performing a burnout on a dark green motorcycle, along with the large cloud of white smoke it generates, the newly created tire marks, and the soft shadow cast on the pavement. The removed motorcyclist and motorcycle should be isolated on a plain, uniform neutral gray background, while the empty paved area, the grassy embankment, and the metal guardrail directly behind them are fully restored. The rest of the scene remains exactly the same.",
+      "fg_mse": 1.6742911338806152,
+      "bg_mse": 0.04984069615602493,
+      "total_mse": 1.7241318300366402,
+      "videos": {
+        "composite": "samples/PVIX_0037/composite.mp4",
+        "mask": "samples/PVIX_0037/mask.mp4",
+        "fg_pred": "samples/PVIX_0037/fg_pred.mp4",
+        "bg_pred": "samples/PVIX_0037/bg_pred.mp4"
+      }
+    },
+    {
+      "id": "PVIX_0038",
+      "source": "PVIX",
+      "prompt": "Remove the white rally car with orange and blue decals, along with the trailing dust cloud, the shadow cast on the dirt road, and the tire tracks left in the dirt. In the area where the car and its effects were removed, restore the dirt road and the green grass that were occluded behind them. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.8471734523773193,
+      "bg_mse": 0.0353415310382843,
+      "total_mse": 2.8825149834156036,
+      "videos": {
+        "composite": "samples/PVIX_0038/composite.mp4",
+        "mask": "samples/PVIX_0038/mask.mp4",
+        "fg_pred": "samples/PVIX_0038/fg_pred.mp4",
+        "bg_pred": "samples/PVIX_0038/bg_pred.mp4"
+      }
+    },
+    {
+      "id": "PVIX_0039",
+      "source": "PVIX",
+      "prompt": "Remove the snowboarder wearing a black jacket, dark pants, a black helmet, and goggles, along with their green and blue snowboard, their hard cast shadow on the snow, the displaced snow spray, and the tracks they leave behind. The removed snowboarder should be isolated on a plain, uniform neutral gray background, showing them shifting weight and carving turns. In the original video, restore the snow-covered ski slope and its natural ridges that were directly behind the snowboarder, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.9398164749145508,
+      "bg_mse": 0.22340987622737885,
+      "total_mse": 2.1632263511419296,
+      "videos": {
+        "composite": "samples/PVIX_0039/composite.mp4",
+        "mask": "samples/PVIX_0039/mask.mp4",
+        "fg_pred": "samples/PVIX_0039/fg_pred.mp4",
+        "bg_pred": "samples/PVIX_0039/bg_pred.mp4"
+      }
+    },
+    {
+      "id": "PVIX_0040",
+      "source": "PVIX",
+      "prompt": "Remove the windsurfer, who is standing on a board holding a green, yellow, and white gradient sail, along with the white water wake, splashes, and faint reflection they cast on the water. The windsurfer should be isolated on a plain, uniform neutral gray background, while the main video is restored by filling the occluded area with the gentle waves of the blue ocean. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.3218482732772827,
+      "bg_mse": 0.15908120572566986,
+      "total_mse": 1.4809294790029526,
+      "videos": {
+        "composite": "samples/PVIX_0040/composite.mp4",
+        "mask": "samples/PVIX_0040/mask.mp4",
+        "fg_pred": "samples/PVIX_0040/fg_pred.mp4",
+        "bg_pred": "samples/PVIX_0040/bg_pred.mp4"
+      }
+    },
+    {
+      "id": "PVIX_0041",
+      "source": "PVIX",
+      "prompt": "Remove the silver four-door sedan driving from right to left across the frame, along with the soft shadow it casts on the paved road. The removed car should be isolated as a foreground layer over a plain, uniform neutral gray background. In the background layer, restore the paved road and the residential area that were occluded behind the car, while the rest of the scene stays exactly the same.",
+      "fg_mse": 2.3820927143096924,
+      "bg_mse": 0.07800153642892838,
+      "total_mse": 2.4600942507386208,
+      "videos": {
+        "composite": "samples/PVIX_0041/composite.mp4",
+        "mask": "samples/PVIX_0041/mask.mp4",
+        "fg_pred": "samples/PVIX_0041/fg_pred.mp4",
+        "bg_pred": "samples/PVIX_0041/bg_pred.mp4"
+      }
+    },
+    {
+      "id": "PVIX_0042",
+      "source": "PVIX",
+      "prompt": "Remove the small white sailboat and the person steering it from the stern, along with the ripples, wake, and soft reflection they cast on the water's surface. The foreground layer should display only the sailboat and the person over a plain, uniform neutral gray background. In the background layer, restore the wide expanse of water that was occluded behind the boat, ensuring the rest of the scene stays exactly the same.",
+      "fg_mse": 1.8338768482208252,
+      "bg_mse": 0.0393797904253006,
+      "total_mse": 1.8732566386461258,
+      "videos": {
+        "composite": "samples/PVIX_0042/composite.mp4",
+        "mask": "samples/PVIX_0042/mask.mp4",
+        "fg_pred": "samples/PVIX_0042/fg_pred.mp4",
+        "bg_pred": "samples/PVIX_0042/bg_pred.mp4"
+      }
+    },
+    {
+      "id": "PVIX_0043",
+      "source": "PVIX",
+      "prompt": "Remove the white swan swimming from right to left, along with the ripples and reflections it casts on the water surface. The removed swan should be isolated on a plain, uniform neutral gray background, while the area it occluded is filled in by restoring the dark blue rippling water. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.6517772674560547,
+      "bg_mse": 0.03000638075172901,
+      "total_mse": 2.6817836482077837,
+      "videos": {
+        "composite": "samples/PVIX_0043/composite.mp4",
+        "mask": "samples/PVIX_0043/mask.mp4",
+        "fg_pred": "samples/PVIX_0043/fg_pred.mp4",
+        "bg_pred": "samples/PVIX_0043/bg_pred.mp4"
+      }
+    },
+    {
+      "id": "PVIX_0044",
+      "source": "PVIX",
+      "prompt": "Remove the two giant pandas, one actively climbing and shifting its weight and the other lying curled up and motionless, along with the shadows they cast on the wooden climbing logs and the black tire swing. In their place, restore the wooden climbing frames, logs, and grassy ground that were directly behind them, while the rest of the scene stays exactly the same. The removed pandas should be isolated on a plain, uniform neutral gray background.",
+      "fg_mse": 3.3706090450286865,
+      "bg_mse": 0.006747416220605373,
+      "total_mse": 3.377356461249292,
+      "videos": {
+        "composite": "samples/PVIX_0044/composite.mp4",
+        "mask": "samples/PVIX_0044/mask.mp4",
+        "fg_pred": "samples/PVIX_0044/fg_pred.mp4",
+        "bg_pred": "samples/PVIX_0044/bg_pred.mp4"
+      }
+    },
+    {
+      "id": "PVIX_0045",
+      "source": "PVIX",
+      "prompt": "Remove the white minivan as it drives from right to left behind the large white pillar, along with its soft cast shadow on the brick driveway and the reflections on its side panels. In its place, restore the interlocking red and grey brick driveway and the background building elements that were previously occluded by the vehicle. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.159726858139038,
+      "bg_mse": 0.10548088699579239,
+      "total_mse": 2.2652077451348305,
+      "videos": {
+        "composite": "samples/PVIX_0045/composite.mp4",
+        "mask": "samples/PVIX_0045/mask.mp4",
+        "fg_pred": "samples/PVIX_0045/fg_pred.mp4",
+        "bg_pred": "samples/PVIX_0045/bg_pred.mp4"
+      }
+    },
+    {
+      "id": "PVIX_0046",
+      "source": "PVIX",
+      "prompt": "Remove the dark grey bull with large horns as it moves from left to right and turns away, along with its cast shadow on the muddy ground, its contact points, and the displaced mud and dirt. The removed bull should be isolated on a plain, uniform neutral gray background to create a clean foreground layer. In the background layer, restore the muddy, uneven dirt arena with its wet, reddish-brown soil that was previously occluded by the bull, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.8719191551208496,
+      "bg_mse": 0.1584298014640808,
+      "total_mse": 2.0303489565849304,
+      "videos": {
+        "composite": "samples/PVIX_0046/composite.mp4",
+        "mask": "samples/PVIX_0046/mask.mp4",
+        "fg_pred": "samples/PVIX_0046/fg_pred.mp4",
+        "bg_pred": "samples/PVIX_0046/bg_pred.mp4"
+      }
+    },
+    {
+      "id": "PVIX_0047",
+      "source": "PVIX",
+      "prompt": "Isolate the large, grey elephant as it walks slowly from right to left and submerges itself in water, placing it as a separate foreground layer against a plain, uniform neutral gray background. Remove the elephant along with its soft cast shadow on the sand, and the ripples, splashes, and water displacement it causes. In the background layer, restore the sandy ground and the murky green water that were directly behind the elephant, while the rest of the scene stays exactly the same.",
+      "fg_mse": 2.3685426712036133,
+      "bg_mse": 0.06015010178089142,
+      "total_mse": 2.4286927729845047,
+      "videos": {
+        "composite": "samples/PVIX_0047/composite.mp4",
+        "mask": "samples/PVIX_0047/mask.mp4",
+        "fg_pred": "samples/PVIX_0047/fg_pred.mp4",
+        "bg_pred": "samples/PVIX_0047/bg_pred.mp4"
+      }
+    },
+    {
+      "id": "PVIX_0048",
+      "source": "PVIX",
+      "prompt": "Remove the small white sailboat with its bright fluorescent green sail and the person in the orange life jacket, along with its green and white reflection and the trailing wake from the water. Inpaint the area where the boat was to restore the clean, open water reflecting the distant cityscape, while the rest of the scene stays exactly the same.",
+      "fg_mse": 2.054150104522705,
+      "bg_mse": 0.07866169512271881,
+      "total_mse": 2.132811799645424,
+      "videos": {
+        "composite": "samples/PVIX_0048/composite.mp4",
+        "mask": "samples/PVIX_0048/mask.mp4",
+        "fg_pred": "samples/PVIX_0048/fg_pred.mp4",
+        "bg_pred": "samples/PVIX_0048/bg_pred.mp4"
+      }
+    },
+    {
+      "id": "PVIX_0049",
+      "source": "PVIX",
+      "prompt": "Remove the duck with grey and brown feathers that is diving headfirst with its tail feathers sticking up, along with the ripples, reflection, and soft shadow it casts on the muddy water. In its place, restore the shallow, muddy puddle and the surrounding green grass that were occluded behind it. The foreground layer should show only the diving duck over a plain, uniform neutral gray background, while the rest of the scene stays exactly the same.",
+      "fg_mse": 2.1521010398864746,
+      "bg_mse": 0.14382092654705048,
+      "total_mse": 2.295921966433525,
+      "videos": {
+        "composite": "samples/PVIX_0049/composite.mp4",
+        "mask": "samples/PVIX_0049/mask.mp4",
+        "fg_pred": "samples/PVIX_0049/fg_pred.mp4",
+        "bg_pred": "samples/PVIX_0049/bg_pred.mp4"
+      }
+    },
+    {
+      "id": "PVIX_0050",
+      "source": "PVIX",
+      "prompt": "Isolate the silhouetted person walking steadily across the frame while holding a small phone-like object, placing them on a plain, uniform neutral gray background. Remove the person, their reflection, and the small ripples from the shallow water, and restore the vast expanse of flat water and the vibrant sunset sky that were occluded behind them. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.138441562652588,
+      "bg_mse": 0.025463180616497993,
+      "total_mse": 1.1639047432690859,
+      "videos": {
+        "composite": "samples/PVIX_0050/composite.mp4",
+        "mask": "samples/PVIX_0050/mask.mp4",
+        "fg_pred": "samples/PVIX_0050/fg_pred.mp4",
+        "bg_pred": "samples/PVIX_0050/bg_pred.mp4"
+      }
+    },
+    {
+      "id": "PVIX_0051",
+      "source": "PVIX",
+      "prompt": "Remove the single dark-colored fighter jet and the white smoke trail it casts behind it, restoring the clear, bright blue sky and the other smoke trails that were directly behind them. The foreground layer should show only the banking fighter jet over a plain, uniform neutral gray background, while the rest of the scene stays exactly the same.",
+      "fg_mse": 0.6763560175895691,
+      "bg_mse": 0.018476063385605812,
+      "total_mse": 0.6948320809751749,
+      "videos": {
+        "composite": "samples/PVIX_0051/composite.mp4",
+        "mask": "samples/PVIX_0051/mask.mp4",
+        "fg_pred": "samples/PVIX_0051/fg_pred.mp4",
+        "bg_pred": "samples/PVIX_0051/bg_pred.mp4"
+      }
+    },
+    {
+      "id": "PVIX_0052",
+      "source": "PVIX",
+      "prompt": "Remove the brown dog with white markings on its chest and paws as it runs from left to right, along with the splashes and ripples it creates in the water, and its footprints and soft cast shadow on the wet sand. Place the running dog on a plain, uniform neutral gray background to create the foreground layer. For the clean background layer, restore the sandy beach and the shallow water that were occluded behind the dog, while the rest of the scene stays exactly the same.",
+      "fg_mse": 2.59965181350708,
+      "bg_mse": 0.006396501325070858,
+      "total_mse": 2.606048314832151,
+      "videos": {
+        "composite": "samples/PVIX_0052/composite.mp4",
+        "mask": "samples/PVIX_0052/mask.mp4",
+        "fg_pred": "samples/PVIX_0052/fg_pred.mp4",
+        "bg_pred": "samples/PVIX_0052/bg_pred.mp4"
+      }
+    },
+    {
+      "id": "PVIX_0053",
+      "source": "PVIX",
+      "prompt": "Remove the yellow car drifting to the left and the black car drifting in a wide circle, along with the thick white tire smoke billowing from the black car and the cast shadows of both cars on the asphalt. In their place, restore the open asphalt track and the tire stacks that were occluded behind them. The foreground layer should display only the two drifting cars and their smoke cloud against a plain, uniform neutral gray background, while the rest of the scene stays exactly the same.",
+      "fg_mse": 2.746958017349243,
+      "bg_mse": 0.02503107860684395,
+      "total_mse": 2.771989095956087,
+      "videos": {
+        "composite": "samples/PVIX_0053/composite.mp4",
+        "mask": "samples/PVIX_0053/mask.mp4",
+        "fg_pred": "samples/PVIX_0053/fg_pred.mp4",
+        "bg_pred": "samples/PVIX_0053/bg_pred.mp4"
+      }
+    },
+    {
+      "id": "PVIX_0054",
+      "source": "PVIX",
+      "prompt": "Isolate the zebra with its distinct black and white stripes as it walks from right to left, placing it on a plain, uniform neutral gray background while removing the cast shadows, bent grass, and dust kicked up by its hooves. In the background layer, restore the grassy savanna, scattered trees, and bushes that were directly behind the zebra's path. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.9475479125976562,
+      "bg_mse": 0.09414344280958176,
+      "total_mse": 2.041691355407238,
+      "videos": {
+        "composite": "samples/PVIX_0054/composite.mp4",
+        "mask": "samples/PVIX_0054/mask.mp4",
+        "fg_pred": "samples/PVIX_0054/fg_pred.mp4",
+        "bg_pred": "samples/PVIX_0054/bg_pred.mp4"
+      }
+    },
+    {
+      "id": "PVIX_0055",
+      "source": "PVIX",
+      "prompt": "Remove the large brown bear with wet, matted fur as it wades through the water, along with the ripples, water displacement, and reflection it casts in the river. In its place, restore the flowing shallow river and the rocky bed that were occluded behind it. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.8776212930679321,
+      "bg_mse": 0.1487109512090683,
+      "total_mse": 2.0263322442770004,
+      "videos": {
+        "composite": "samples/PVIX_0055/composite.mp4",
+        "mask": "samples/PVIX_0055/mask.mp4",
+        "fg_pred": "samples/PVIX_0055/fg_pred.mp4",
+        "bg_pred": "samples/PVIX_0055/bg_pred.mp4"
+      }
+    },
+    {
+      "id": "PVIX_0056",
+      "source": "PVIX",
+      "prompt": "Remove the spider with long, banded legs as it crawls downwards and to the right, along with any of its movements. The foreground layer should isolate only this crawling spider against a plain, uniform neutral gray background. In the background layer, restore the delicate, intricate spider web and the dark, out-of-focus space that were directly behind the spider, while the rest of the scene remains exactly the same.",
+      "fg_mse": 1.8115603923797607,
+      "bg_mse": 0.05597703158855438,
+      "total_mse": 1.8675374239683151,
+      "videos": {
+        "composite": "samples/PVIX_0056/composite.mp4",
+        "mask": "samples/PVIX_0056/mask.mp4",
+        "fg_pred": "samples/PVIX_0056/fg_pred.mp4",
+        "bg_pred": "samples/PVIX_0056/bg_pred.mp4"
+      }
+    },
+    {
+      "id": "PVIX_0057",
+      "source": "PVIX",
+      "prompt": "Remove the three pink hula hoops and the shadows they cast on the woman's hands, arms, torso, and clothing. The foreground layer should show only the pink hula hoops spinning in intersecting, spherical patterns over a plain, uniform neutral gray background. For the background layer, restore the woman's floral top, denim shorts, and skin that were occluded behind the hoops, leaving the rest of the scene exactly the same.",
+      "fg_mse": 1.3323934078216553,
+      "bg_mse": 0.09406956285238266,
+      "total_mse": 1.426462970674038,
+      "videos": {
+        "composite": "samples/PVIX_0057/composite.mp4",
+        "mask": "samples/PVIX_0057/mask.mp4",
+        "fg_pred": "samples/PVIX_0057/fg_pred.mp4",
+        "bg_pred": "samples/PVIX_0057/bg_pred.mp4"
+      }
+    },
+    {
+      "id": "PVIX_0058",
+      "source": "PVIX",
+      "prompt": "Remove the dark grey coupe with tinted windows and silver alloy wheels driving in tight circles, along with the two people leaning out of its windows, the thick white tire smoke billowing from its rear tires, the tire marks left on the asphalt, the cast shadows beneath it, and the streetlight reflections on its body. The removed car and people should be isolated on a plain, uniform neutral gray background, while the empty asphalt surface of the parking lot is restored to fill the area directly behind them. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.0631866455078125,
+      "bg_mse": 0.03582625836133957,
+      "total_mse": 2.099012903869152,
+      "videos": {
+        "composite": "samples/PVIX_0058/composite.mp4",
+        "mask": "samples/PVIX_0058/mask.mp4",
+        "fg_pred": "samples/PVIX_0058/fg_pred.mp4",
+        "bg_pred": "samples/PVIX_0058/bg_pred.mp4"
+      }
+    },
+    {
+      "id": "PVIX_0059",
+      "source": "PVIX",
+      "prompt": "Remove the black swan with the bright red beak from the water, along with the ripples and reflection it casts on the water's surface. The removed swan should be isolated on a plain, uniform neutral gray background, while the area it occluded is filled in to restore the murky green water of the pond. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.490868091583252,
+      "bg_mse": 0.043950073421001434,
+      "total_mse": 2.5348181650042534,
+      "videos": {
+        "composite": "samples/PVIX_0059/composite.mp4",
+        "mask": "samples/PVIX_0059/mask.mp4",
+        "fg_pred": "samples/PVIX_0059/fg_pred.mp4",
+        "bg_pred": "samples/PVIX_0059/bg_pred.mp4"
+      }
+    },
+    {
+      "id": "PVIX_0060",
+      "source": "PVIX",
+      "prompt": "Remove the spinning basket boat, the two people inside it, and all the splashes, white water, ripples, and reflections it creates on the river. The removed boat and its occupants should be isolated as a foreground layer spinning over a plain, uniform neutral gray background, while the area they occluded is filled in to restore the muddy river water and the distant basket boats behind them. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.076158285140991,
+      "bg_mse": 0.030844582244753838,
+      "total_mse": 2.107002867385745,
+      "videos": {
+        "composite": "samples/PVIX_0060/composite.mp4",
+        "mask": "samples/PVIX_0060/mask.mp4",
+        "fg_pred": "samples/PVIX_0060/fg_pred.mp4",
+        "bg_pred": "samples/PVIX_0060/bg_pred.mp4"
+      }
+    },
+    {
+      "id": "PVIX_0061",
+      "source": "PVIX",
+      "prompt": "Remove the small blue and white seaplane with its spinning propeller and pontoons as it accelerates from right to left, along with its wake, water splashes, and reflection on the water surface. The foreground layer should show only the seaplane and its water effects isolated against a plain, uniform neutral gray background. For the background layer, restore the open water surface and the distant city skyline that were occluded behind the plane, while the rest of the scene remains exactly the same.",
+      "fg_mse": 1.9437012672424316,
+      "bg_mse": 0.010858266614377499,
+      "total_mse": 1.9545595338568091,
+      "videos": {
+        "composite": "samples/PVIX_0061/composite.mp4",
+        "mask": "samples/PVIX_0061/mask.mp4",
+        "fg_pred": "samples/PVIX_0061/fg_pred.mp4",
+        "bg_pred": "samples/PVIX_0061/bg_pred.mp4"
+      }
+    },
+    {
+      "id": "PVIX_0062",
+      "source": "PVIX",
+      "prompt": "Remove the bright yellow, smooth, spherical ball and the hand holding it, along with the reflections and shadows they cast on the glass and the white platform, and any slight physical displacement of the glass. The removed ball and hand should be isolated on a plain, uniform neutral gray background to create the foreground layer. For the background layer, restore the empty glass and the white, textured circular platform that were occluded behind them, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.6208635568618774,
+      "bg_mse": 0.03822961077094078,
+      "total_mse": 1.6590931676328182,
+      "videos": {
+        "composite": "samples/PVIX_0062/composite.mp4",
+        "mask": "samples/PVIX_0062/mask.mp4",
+        "fg_pred": "samples/PVIX_0062/fg_pred.mp4",
+        "bg_pred": "samples/PVIX_0062/bg_pred.mp4"
+      }
+    },
+    {
+      "id": "PVIX_0063",
+      "source": "PVIX",
+      "prompt": "Remove the roll of clear packing tape with its cardboard core, including its contact with the person's hand, the plastic plate, and the ground, as well as the soft cast shadows it throws onto the plastic plate and the ground. The foreground layer should show only the tape roll as it is held horizontally, falls, and rolls on its edge, isolated against a uniform neutral gray background. In the background layer, restore the patch of dry, uneven ground, the sparse green weeds, and the clear plastic plate that were occluded behind the tape, while the rest of the scene remains exactly the same.",
+      "fg_mse": 2.9643216133117676,
+      "bg_mse": 0.09354754537343979,
+      "total_mse": 3.0578691586852074,
+      "videos": {
+        "composite": "samples/PVIX_0063/composite.mp4",
+        "mask": "samples/PVIX_0063/mask.mp4",
+        "fg_pred": "samples/PVIX_0063/fg_pred.mp4",
+        "bg_pred": "samples/PVIX_0063/bg_pred.mp4"
+      }
+    },
+    {
+      "id": "PVIX_0064",
+      "source": "PVIX",
+      "prompt": "Remove the rectangular piece of white paper with torn edges from the table, along with the water absorbed into it, the wet translucent patches, and the wrinkles on its surface. In its place, restore the dark, smooth tabletop surface that was occluded behind the paper. The rest of the scene, including the person and the glass of water, stays exactly the same.",
+      "fg_mse": 2.1067748069763184,
+      "bg_mse": 1.0083574056625366,
+      "total_mse": 3.115132212638855,
+      "videos": {
+        "composite": "samples/PVIX_0064/composite.mp4",
+        "mask": "samples/PVIX_0064/mask.mp4",
+        "fg_pred": "samples/PVIX_0064/fg_pred.mp4",
+        "bg_pred": "samples/PVIX_0064/bg_pred.mp4"
+      }
+    },
+    {
+      "id": "PVIX_0065",
+      "source": "PVIX",
+      "prompt": "Isolate the white roll of toilet paper as it is pushed off the table and falls, placing it as a separate foreground layer against a plain, uniform neutral gray background. Remove the toilet paper roll along with its contact points and the soft shadows it casts on both the table surface and the wooden floor. In the background layer, restore the clean surfaces of the light-colored wooden table and the wood-patterned floor that were previously occluded by the roll, while the rest of the scene remains exactly the same.",
+      "fg_mse": 1.688481330871582,
+      "bg_mse": 0.17597392201423645,
+      "total_mse": 1.8644552528858185,
+      "videos": {
+        "composite": "samples/PVIX_0065/composite.mp4",
+        "mask": "samples/PVIX_0065/mask.mp4",
+        "fg_pred": "samples/PVIX_0065/fg_pred.mp4",
+        "bg_pred": "samples/PVIX_0065/bg_pred.mp4"
+      }
+    },
+    {
+      "id": "PVIX_0066",
+      "source": "PVIX",
+      "prompt": "Decompose the video by removing the translucent, cylindrical plastic container and the hand that sets it down, along with the soft cast shadows on the tiled floor and lightbulb box, and the slight reflection on the tiled floor. The foreground layer should isolate the hand and the plastic container as they move against a plain, uniform neutral gray background. For the background layer, restore the light-colored tiled floor and the blue and white lightbulb box that were occluded by the container, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.275908350944519,
+      "bg_mse": 0.11342212557792664,
+      "total_mse": 1.3893304765224457,
+      "videos": {
+        "composite": "samples/PVIX_0066/composite.mp4",
+        "mask": "samples/PVIX_0066/mask.mp4",
+        "fg_pred": "samples/PVIX_0066/fg_pred.mp4",
+        "bg_pred": "samples/PVIX_0066/bg_pred.mp4"
+      }
+    },
+    {
+      "id": "PVIX_0067",
+      "source": "PVIX",
+      "prompt": "Remove the black sunglasses resting on top of the black television remote control, along with the soft shadows they and the hand cast onto the wooden surface. The foreground layer should isolate the sunglasses and the remote control together over a plain, uniform neutral gray background. In the background layer, restore the light-colored wooden surface with its visible grain and knots that was previously occluded behind them, while the rest of the scene remains exactly the same.",
+      "fg_mse": 0.9255581498146057,
+      "bg_mse": 0.4284608066082001,
+      "total_mse": 1.3540189564228058,
+      "videos": {
+        "composite": "samples/PVIX_0067/composite.mp4",
+        "mask": "samples/PVIX_0067/mask.mp4",
+        "fg_pred": "samples/PVIX_0067/fg_pred.mp4",
+        "bg_pred": "samples/PVIX_0067/bg_pred.mp4"
+      }
+    },
+    {
+      "id": "PVIX_0068",
+      "source": "PVIX",
+      "prompt": "Remove the clear, empty drinking glass with its tapered cylindrical shape and transparent surface, along with the soft shadow it casts on the dark countertop. The removed glass should be isolated on a plain, uniform neutral gray background to create the foreground layer. In the background layer, restore the dark, textured countertop that was directly behind the glass, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.1226484775543213,
+      "bg_mse": 0.1367390900850296,
+      "total_mse": 1.259387567639351,
+      "videos": {
+        "composite": "samples/PVIX_0068/composite.mp4",
+        "mask": "samples/PVIX_0068/mask.mp4",
+        "fg_pred": "samples/PVIX_0068/fg_pred.mp4",
+        "bg_pred": "samples/PVIX_0068/bg_pred.mp4"
+      }
+    },
+    {
+      "id": "PVIX_0069",
+      "source": "PVIX",
+      "prompt": "Remove the clear plastic cup covered in water droplets and the fingers holding it, along with the soft cast shadow on the wall and the refraction of the background through the plastic. Inpaint the occluded area by restoring the light-colored textured exterior wall and the horizontal white pipe that were directly behind the cup and hand. The foreground layer should isolate the rotating cup and fingers over a plain, uniform neutral gray background, while the rest of the scene stays exactly the same.",
+      "fg_mse": 2.0275635719299316,
+      "bg_mse": 0.10465383529663086,
+      "total_mse": 2.1322174072265625,
+      "videos": {
+        "composite": "samples/PVIX_0069/composite.mp4",
+        "mask": "samples/PVIX_0069/mask.mp4",
+        "fg_pred": "samples/PVIX_0069/fg_pred.mp4",
+        "bg_pred": "samples/PVIX_0069/bg_pred.mp4"
+      }
+    },
+    {
+      "id": "PVIX_0070",
+      "source": "PVIX",
+      "prompt": "Remove the green plastic spoon and the hand with red nail polish holding it from the video, along with the reflections and soft shadows they cast on the inside of the blue glass. Inpaint the occluded areas by restoring the blue glass, the square wooden coaster, and the patterned tablecloth that were directly behind them. The rest of the scene remains exactly the same.",
+      "fg_mse": 2.062404155731201,
+      "bg_mse": 0.010770302265882492,
+      "total_mse": 2.0731744579970837,
+      "videos": {
+        "composite": "samples/PVIX_0070/composite.mp4",
+        "mask": "samples/PVIX_0070/mask.mp4",
+        "fg_pred": "samples/PVIX_0070/fg_pred.mp4",
+        "bg_pred": "samples/PVIX_0070/bg_pred.mp4"
+      }
+    },
+    {
+      "id": "PVIX_0071",
+      "source": "PVIX",
+      "prompt": "Remove the white and black Rexona roll-on deodorant bottle, along with the shadows it casts onto the hand and glass and its reflection on the tiled floor, splitting the video into two layers. The foreground layer should show only the tilting and dipping deodorant bottle over a plain, uniform neutral gray background. The background layer must restore the hand with curled fingers and the white tiled floor that were occluded behind the bottle, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.076391577720642,
+      "bg_mse": 0.3469780683517456,
+      "total_mse": 1.4233696460723877,
+      "videos": {
+        "composite": "samples/PVIX_0071/composite.mp4",
+        "mask": "samples/PVIX_0071/mask.mp4",
+        "fg_pred": "samples/PVIX_0071/fg_pred.mp4",
+        "bg_pred": "samples/PVIX_0071/bg_pred.mp4"
+      }
+    },
+    {
+      "id": "PVIX_0072",
+      "source": "PVIX",
+      "prompt": "Remove the red and white pen that falls, settles at an angle, and appears fragmented through a refractive medium, along with its reflections on the glass jar and its shadow on the white cloth. The foreground layer should isolate only this pen over a plain, uniform neutral gray background. For the background layer, restore the clear glass jar and the wrinkled white cloth that were occluded behind the pen, while the rest of the scene stays exactly the same.",
+      "fg_mse": 0.7612966299057007,
+      "bg_mse": 0.049868203699588776,
+      "total_mse": 0.8111648336052895,
+      "videos": {
+        "composite": "samples/PVIX_0072/composite.mp4",
+        "mask": "samples/PVIX_0072/mask.mp4",
+        "fg_pred": "samples/PVIX_0072/fg_pred.mp4",
+        "bg_pred": "samples/PVIX_0072/bg_pred.mp4"
+      }
+    },
+    {
+      "id": "PVIX_0073",
+      "source": "PVIX",
+      "prompt": "Remove the single, pale green grape as it falls into the frame and comes to rest, along with its reflections, refractions, and contact points in the glass. The foreground layer should show only the falling grape over a plain, uniform neutral gray background, while the background layer restores the clear, empty glass and the textured white paper towel that were occluded behind it. The rest of the scene stays exactly the same.",
+      "fg_mse": 2.247974395751953,
+      "bg_mse": 0.023777054622769356,
+      "total_mse": 2.2717514503747225,
+      "videos": {
+        "composite": "samples/PVIX_0073/composite.mp4",
+        "mask": "samples/PVIX_0073/mask.mp4",
+        "fg_pred": "samples/PVIX_0073/fg_pred.mp4",
+        "bg_pred": "samples/PVIX_0073/bg_pred.mp4"
+      }
+    },
+    {
+      "id": "PVIX_0074",
+      "source": "PVIX",
+      "prompt": "Remove the yellow lemon that rolls around inside the metal bowl and falls out, along with its reflection and soft cast shadows inside the bowl and on the tiled floor. The foreground layer should display only the yellow lemon rolling and falling over a plain, uniform neutral gray background. In the background layer, restore the metallic surface of the bowl and the tiled floor that were occluded by the lemon, while the rest of the scene stays exactly the same.",
+      "fg_mse": 0.7301552891731262,
+      "bg_mse": 0.3931194543838501,
+      "total_mse": 1.1232747435569763,
+      "videos": {
+        "composite": "samples/PVIX_0074/composite.mp4",
+        "mask": "samples/PVIX_0074/mask.mp4",
+        "fg_pred": "samples/PVIX_0074/fg_pred.mp4",
+        "bg_pred": "samples/PVIX_0074/bg_pred.mp4"
+      }
+    },
+    {
+      "id": "PVIX_0075",
+      "source": "PVIX",
+      "prompt": "Remove the clear plastic baby bottle with blue markings and the hand holding it, placing it into the water, and releasing it, along with the ripples, reflections, and water displacement they cause. In their place, restore the still, clear water inside the black pot that was occluded by the bottle and hand. The rest of the scene stays exactly the same.",
+      "fg_mse": 1.1725677251815796,
+      "bg_mse": 0.19730238616466522,
+      "total_mse": 1.3698701113462448,
+      "videos": {
+        "composite": "samples/PVIX_0075/composite.mp4",
+        "mask": "samples/PVIX_0075/mask.mp4",
+        "fg_pred": "samples/PVIX_0075/fg_pred.mp4",
+        "bg_pred": "samples/PVIX_0075/bg_pred.mp4"
+      }
+    },
+    {
+      "id": "PVIX_0076",
+      "source": "PVIX",
+      "prompt": "Remove the clear, empty glass cup with a tapered base as it is lifted and tilted, along with its soft cast shadow on the striped fabric and the subtle shadows on the scissors' blades. The foreground layer should show only this glass cup over a plain, uniform neutral gray background. In the background layer, restore the striped fabric and the scissors' blades that were directly behind the cup, while the rest of the scene stays exactly the same.",
+      "fg_mse": 1.1041079759597778,
+      "bg_mse": 0.1278279423713684,
+      "total_mse": 1.2319359183311462,
+      "videos": {
+        "composite": "samples/PVIX_0076/composite.mp4",
+        "mask": "samples/PVIX_0076/mask.mp4",
+        "fg_pred": "samples/PVIX_0076/fg_pred.mp4",
+        "bg_pred": "samples/PVIX_0076/bg_pred.mp4"
+      }
+    }
+  ]
+}
\ No newline at end of file
diff --git a/experiments/layer_decomp/decompose_grounded_ema_gbs32_4n_b200/dec_grnd_ema_b200/evals/ck4000_ema_dec_pvix/metrics.json b/experiments/layer_decomp/decompose_grounded_ema_gbs32_4n_b200/dec_grnd_ema_b200/evals/ck4000_ema_dec_pvix/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..11f9761663c32d05ba248acec8fa7741178f036c
--- /dev/null
+++ b/experiments/layer_decomp/decompose_grounded_ema_gbs32_4n_b200/dec_grnd_ema_b200/evals/ck4000_ema_dec_pvix/metrics.json
@@ -0,0 +1,329 @@
+{
+  "eval_dir": "s3://clio.corp.adobe.com/manans/experiments/layer_decomp/decompose_grounded_ema_gbs32_4n_b200/dec_grnd_ema_b200/evals/ck4000_ema_dec_pvix",
+  "ground_truth": {
+    "synthetic": "exact_pre_vae_rgb_locator",
+    "rgb_locators": "s3://clio.corp.adobe.com/manans/experiments/layer_decomp/decompose_41f_editcap_gbs32_4n_b200/d475615e1/evals/checkpoint-3900-editcap/internal_locators_fixed.parquet",
+    "rgb_locators_fingerprint": "etag:6a15651199b39bee4b6cd4c2fdbc026e-3",
+    "rgb_selection_policy": "minimum_all_frame_rgb_composite_reconstruction_mse_v1",
+    "object_removal": "pristine_eval_mirror_rgb"
+  },
+  "metrics": [
+    "rc_s",
+    "rc_t"
+  ],
+  "aggregate": {
+    "rc_s": {
+      "mean": 0.4933112166013603,
+      "n": 76
+    },
+    "rc_t": {
+      "mean": 0.5758740602522805,
+      "n": 75
+    }
+  },
+  "per_clip": {
+    "PVIX_0001": {
+      "rc_s": 0.3517204183791803,
+      "rc_t": 0.049492710891063885
+    },
+    "PVIX_0009": {
+      "rc_s": 0.6022859973892798,
+      "rc_t": 1.943674695835192
+    },
+    "PVIX_0017": {
+      "rc_s": 0.48945639983798156,
+      "rc_t": 0.15277151824438087
+    },
+    "PVIX_0025": {
+      "rc_s": 0.5494262506546913,
+      "rc_t": 0.18877430566452752
+    },
+    "PVIX_0033": {
+      "rc_s": 0.3968531378666924,
+      "rc_t": 1.2558045763198495
+    },
+    "PVIX_0041": {
+      "rc_s": 0.43502925184689734,
+      "rc_t": 0.0629241162840876
+    },
+    "PVIX_0049": {
+      "rc_s": 0.6082472441359359,
+      "rc_t": 0.07058177748247141
+    },
+    "PVIX_0057": {
+      "rc_s": 0.43921538201409854,
+      "rc_t": 0.580955679275247
+    },
+    "PVIX_0065": {
+      "rc_s": 0.40522782469628715,
+      "rc_t": 0.21964351896043813
+    },
+    "PVIX_0073": {
+      "rc_s": 0.5755873108097536
+    },
+    "PVIX_0002": {
+      "rc_s": 0.5173723023171749,
+      "rc_t": 1.5513324966141462
+    },
+    "PVIX_0010": {
+      "rc_s": 0.5873459059535665,
+      "rc_t": 1.1459943776329358
+    },
+    "PVIX_0018": {
+      "rc_s": 0.44112930759026564,
+      "rc_t": 0.09634718298912048
+    },
+    "PVIX_0026": {
+      "rc_s": 0.47941926905672344,
+      "rc_t": 0.11101456253352944
+    },
+    "PVIX_0034": {
+      "rc_s": 0.592655368641706,
+      "rc_t": 0.3890758355564964
+    },
+    "PVIX_0042": {
+      "rc_s": 0.4784754978753552,
+      "rc_t": 0.6565244260586814
+    },
+    "PVIX_0050": {
+      "rc_s": 0.5505660847696289,
+      "rc_t": 1.2418322784279605
+    },
+    "PVIX_0058": {
+      "rc_s": 0.4265736184534345,
+      "rc_t": 1.6057034555990253
+    },
+    "PVIX_0066": {
+      "rc_s": 0.4052489075134738,
+      "rc_t": 0.10597476287140158
+    },
+    "PVIX_0074": {
+      "rc_s": 0.5329594242738581,
+      "rc_t": 0.4146855939967649
+    },
+    "PVIX_0003": {
+      "rc_s": 0.45993498044688597,
+      "rc_t": 0.5329103817714111
+    },
+    "PVIX_0011": {
+      "rc_s": 0.37056418669698116,
+      "rc_t": 2.119710774434025
+    },
+    "PVIX_0019": {
+      "rc_s": 0.5637045476846981,
+      "rc_t": 0.5534577613123552
+    },
+    "PVIX_0027": {
+      "rc_s": 0.5552433775976491,
+      "rc_t": 0.5787768518197218
+    },
+    "PVIX_0035": {
+      "rc_s": 0.45685229251784687,
+      "rc_t": 0.4235582628160592
+    },
+    "PVIX_0043": {
+      "rc_s": 0.5362917993075624,
+      "rc_t": 0.7096038971266594
+    },
+    "PVIX_0051": {
+      "rc_s": 0.4862449374633007,
+      "rc_t": 0.9522446251807001
+    },
+    "PVIX_0059": {
+      "rc_s": 0.5081497013396215,
+      "rc_t": 0.6295722127440346
+    },
+    "PVIX_0067": {
+      "rc_s": 0.674117966570066,
+      "rc_t": 0.08719590718424876
+    },
+    "PVIX_0075": {
+      "rc_s": 0.4337792526167349,
+      "rc_t": 0.1858132354383654
+    },
+    "PVIX_0004": {
+      "rc_s": 0.43618432954177605,
+      "rc_t": 0.021081270396568846
+    },
+    "PVIX_0012": {
+      "rc_s": 0.4385091734422484,
+      "rc_t": 2.084611140555346
+    },
+    "PVIX_0020": {
+      "rc_s": 0.5133916211215781,
+      "rc_t": 0.09524129461823848
+    },
+    "PVIX_0028": {
+      "rc_s": 0.5382867822424043,
+      "rc_t": 2.4047186398635767
+    },
+    "PVIX_0036": {
+      "rc_s": 0.5086151489699247,
+      "rc_t": 0.5368803999128622
+    },
+    "PVIX_0044": {
+      "rc_s": 0.43876202798913677,
+      "rc_t": 0.031808827394035864
+    },
+    "PVIX_0052": {
+      "rc_s": 0.5469605412514251,
+      "rc_t": 1.3523281031240253
+    },
+    "PVIX_0060": {
+      "rc_s": 0.5345670499951537,
+      "rc_t": 0.19275826205536975
+    },
+    "PVIX_0068": {
+      "rc_s": 0.43106446905496326,
+      "rc_t": 0.1401134661406792
+    },
+    "PVIX_0076": {
+      "rc_s": 0.6189011850301254,
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+    },
+    "PVIX_0005": {
+      "rc_s": 0.48538144008958706,
+      "rc_t": 1.1929558313376551
+    },
+    "PVIX_0013": {
+      "rc_s": 0.5901848614829106,
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+    "PVIX_0021": {
+      "rc_s": 0.5195456626040923,
+      "rc_t": 0.6632321992033333
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+    "PVIX_0029": {
+      "rc_s": 0.45962911980132826,
+      "rc_t": 0.18948309966230265
+    },
+    "PVIX_0037": {
+      "rc_s": 0.5184424477152437,
+      "rc_t": 0.28336104632286696
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+    "PVIX_0045": {
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+      "rc_t": 0.26830154542002693
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+    "PVIX_0053": {
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+      "rc_t": 0.8276334084258539
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+    "PVIX_0061": {
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+    "PVIX_0069": {
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+    "PVIX_0006": {
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+      "rc_t": 1.4004175341909701
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+    "PVIX_0014": {
+      "rc_s": 0.5031663644314542,
+      "rc_t": 1.1783553395945434
+    },
+    "PVIX_0022": {
+      "rc_s": 0.40008889876116666,
+      "rc_t": 0.022172737390475167
+    },
+    "PVIX_0030": {
+      "rc_s": 0.6189467914498454,
+      "rc_t": 0.4245973433076646
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+    "PVIX_0038": {
+      "rc_s": 0.3353951830400516,
+      "rc_t": 0.3427211997721237
+    },
+    "PVIX_0046": {
+      "rc_s": 0.525622321017162,
+      "rc_t": 0.910743852791893
+    },
+    "PVIX_0054": {
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+      "rc_t": 0.15755512790792886
+    },
+    "PVIX_0062": {
+      "rc_s": 0.5291246933138227,
+      "rc_t": 0.26838210992244654
+    },
+    "PVIX_0070": {
+      "rc_s": 0.3684300300661163,
+      "rc_t": 0.6864539432874965
+    },
+    "PVIX_0007": {
+      "rc_s": 0.4793545622840944,
+      "rc_t": 1.0181863931807023
+    },
+    "PVIX_0015": {
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+      "rc_t": 1.174139342027962
+    },
+    "PVIX_0023": {
+      "rc_s": 0.5778829653750055,
+      "rc_t": 0.25728618024302385
+    },
+    "PVIX_0031": {
+      "rc_s": 0.3220969491301906,
+      "rc_t": 0.09361099984571127
+    },
+    "PVIX_0039": {
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+      "rc_t": 0.5601941878456613
+    },
+    "PVIX_0047": {
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+      "rc_t": 0.02155648462478204
+    },
+    "PVIX_0055": {
+      "rc_s": 0.4687809870374978,
+      "rc_t": 0.3337808366113542
+    },
+    "PVIX_0063": {
+      "rc_s": 0.5509683443538156,
+      "rc_t": 0.1440293635533481
+    },
+    "PVIX_0071": {
+      "rc_s": 0.4351814683952661,
+      "rc_t": 0.28391235540010795
+    },
+    "PVIX_0008": {
+      "rc_s": 0.5407378248691526,
+      "rc_t": 0.7221006791210922
+    },
+    "PVIX_0016": {
+      "rc_s": 0.41808312089359595,
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+    },
+    "PVIX_0024": {
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+    },
+    "PVIX_0032": {
+      "rc_s": 0.5197030505383341,
+      "rc_t": 0.024391845790600213
+    },
+    "PVIX_0040": {
+      "rc_s": 0.598206867371822,
+      "rc_t": 0.3309616605595063
+    },
+    "PVIX_0048": {
+      "rc_s": 0.5025809247569454,
+      "rc_t": 0.24797513622504014
+    },
+    "PVIX_0056": {
+      "rc_s": 0.5458203764327277,
+      "rc_t": 0.525393456965293
+    },
+    "PVIX_0064": {
+      "rc_s": 0.4188137006069724,
+      "rc_t": 0.06773651276455381
+    },
+    "PVIX_0072": {
+      "rc_s": 0.4494184301203223,
+      "rc_t": 0.2540386662483195
+    }
+  }
+}
\ No newline at end of file