diff --git a/.gitattributes b/.gitattributes
index 37dd0159028e15ebccee0916ce858bf3c6469fab..506d95106e6ae1ddf326dffd37962f7fa8c41305 100644
--- a/.gitattributes
+++ b/.gitattributes
@@ -63062,3 +63062,57 @@ H2O/shared-v1.0/data/subject4_k2_2/cam2/observation/rgb.mkv filter=lfs diff=lfs
 H2O/shared-v1.0/data/subject4_k2_2/cam3/observation/depth.mkv filter=lfs diff=lfs merge=lfs -text
 H2O/shared-v1.0/data/subject4_k2_2/cam3/observation/depth_valid.mkv filter=lfs diff=lfs merge=lfs -text
 H2O/shared-v1.0/data/subject4_k2_2/cam3/observation/rgb.mkv filter=lfs diff=lfs merge=lfs -text
+H2O/shared-v1.0/data/subject4_k2_2/cam4/observation/depth.mkv filter=lfs diff=lfs merge=lfs -text
+H2O/shared-v1.0/data/subject4_k2_2/cam4/observation/depth_valid.mkv filter=lfs diff=lfs merge=lfs -text
+H2O/shared-v1.0/data/subject4_k2_2/cam4/observation/rgb.mkv filter=lfs diff=lfs merge=lfs -text
+H2O/shared-v1.0/data/subject4_k2_3/cam0/observation/depth.mkv filter=lfs diff=lfs merge=lfs -text
+H2O/shared-v1.0/data/subject4_k2_3/cam0/observation/depth_valid.mkv filter=lfs diff=lfs merge=lfs -text
+H2O/shared-v1.0/data/subject4_k2_3/cam0/observation/rgb.mkv filter=lfs diff=lfs merge=lfs -text
+H2O/shared-v1.0/data/subject4_k2_3/cam1/observation/depth.mkv filter=lfs diff=lfs merge=lfs -text
+H2O/shared-v1.0/data/subject4_k2_3/cam1/observation/depth_valid.mkv filter=lfs diff=lfs merge=lfs -text
+H2O/shared-v1.0/data/subject4_k2_3/cam1/observation/rgb.mkv filter=lfs diff=lfs merge=lfs -text
+H2O/shared-v1.0/data/subject4_k2_3/cam2/observation/depth.mkv filter=lfs diff=lfs merge=lfs -text
+H2O/shared-v1.0/data/subject4_k2_3/cam2/observation/depth_valid.mkv filter=lfs diff=lfs merge=lfs -text
+H2O/shared-v1.0/data/subject4_k2_3/cam2/observation/rgb.mkv filter=lfs diff=lfs merge=lfs -text
+H2O/shared-v1.0/data/subject4_k2_3/cam3/observation/depth.mkv filter=lfs diff=lfs merge=lfs -text
+H2O/shared-v1.0/data/subject4_k2_3/cam3/observation/depth_valid.mkv filter=lfs diff=lfs merge=lfs -text
+H2O/shared-v1.0/data/subject4_k2_3/cam3/observation/rgb.mkv filter=lfs diff=lfs merge=lfs -text
+H2O/shared-v1.0/data/subject4_k2_3/cam4/observation/depth.mkv filter=lfs diff=lfs merge=lfs -text
+H2O/shared-v1.0/data/subject4_k2_3/cam4/observation/depth_valid.mkv filter=lfs diff=lfs merge=lfs -text
+H2O/shared-v1.0/data/subject4_k2_3/cam4/observation/rgb.mkv filter=lfs diff=lfs merge=lfs -text
+H2O/shared-v1.0/data/subject4_k2_4/cam0/observation/depth.mkv filter=lfs diff=lfs merge=lfs -text
+H2O/shared-v1.0/data/subject4_k2_4/cam0/observation/depth_valid.mkv filter=lfs diff=lfs merge=lfs -text
+H2O/shared-v1.0/data/subject4_k2_4/cam0/observation/rgb.mkv filter=lfs diff=lfs merge=lfs -text
+H2O/shared-v1.0/data/subject4_k2_4/cam1/observation/depth.mkv filter=lfs diff=lfs merge=lfs -text
+H2O/shared-v1.0/data/subject4_k2_4/cam1/observation/depth_valid.mkv filter=lfs diff=lfs merge=lfs -text
+H2O/shared-v1.0/data/subject4_k2_4/cam1/observation/rgb.mkv filter=lfs diff=lfs merge=lfs -text
+H2O/shared-v1.0/data/subject4_k2_4/cam2/observation/depth.mkv filter=lfs diff=lfs merge=lfs -text
+H2O/shared-v1.0/data/subject4_k2_4/cam2/observation/depth_valid.mkv filter=lfs diff=lfs merge=lfs -text
+H2O/shared-v1.0/data/subject4_k2_4/cam2/observation/rgb.mkv filter=lfs diff=lfs merge=lfs -text
+H2O/shared-v1.0/data/subject4_k2_4/cam3/observation/depth.mkv filter=lfs diff=lfs merge=lfs -text
+H2O/shared-v1.0/data/subject4_k2_4/cam3/observation/depth_valid.mkv filter=lfs diff=lfs merge=lfs -text
+H2O/shared-v1.0/data/subject4_k2_4/cam3/observation/rgb.mkv filter=lfs diff=lfs merge=lfs -text
+H2O/shared-v1.0/data/subject4_k2_4/cam4/observation/depth.mkv filter=lfs diff=lfs merge=lfs -text
+H2O/shared-v1.0/data/subject4_k2_4/cam4/observation/depth_valid.mkv filter=lfs diff=lfs merge=lfs -text
+H2O/shared-v1.0/data/subject4_k2_4/cam4/observation/rgb.mkv filter=lfs diff=lfs merge=lfs -text
+H2O/shared-v1.0/data/subject4_k2_5/cam0/observation/depth.mkv filter=lfs diff=lfs merge=lfs -text
+H2O/shared-v1.0/data/subject4_k2_5/cam0/observation/depth_valid.mkv filter=lfs diff=lfs merge=lfs -text
+H2O/shared-v1.0/data/subject4_k2_5/cam0/observation/rgb.mkv filter=lfs diff=lfs merge=lfs -text
+H2O/shared-v1.0/data/subject4_k2_5/cam1/observation/depth.mkv filter=lfs diff=lfs merge=lfs -text
+H2O/shared-v1.0/data/subject4_k2_5/cam1/observation/depth_valid.mkv filter=lfs diff=lfs merge=lfs -text
+H2O/shared-v1.0/data/subject4_k2_5/cam1/observation/rgb.mkv filter=lfs diff=lfs merge=lfs -text
+H2O/shared-v1.0/data/subject4_k2_5/cam2/observation/depth.mkv filter=lfs diff=lfs merge=lfs -text
+H2O/shared-v1.0/data/subject4_k2_5/cam2/observation/depth_valid.mkv filter=lfs diff=lfs merge=lfs -text
+H2O/shared-v1.0/data/subject4_k2_5/cam2/observation/rgb.mkv filter=lfs diff=lfs merge=lfs -text
+H2O/shared-v1.0/data/subject4_k2_5/cam3/observation/depth.mkv filter=lfs diff=lfs merge=lfs -text
+H2O/shared-v1.0/data/subject4_k2_5/cam3/observation/depth_valid.mkv filter=lfs diff=lfs merge=lfs -text
+H2O/shared-v1.0/data/subject4_k2_5/cam3/observation/rgb.mkv filter=lfs diff=lfs merge=lfs -text
+H2O/shared-v1.0/data/subject4_k2_5/cam4/observation/depth.mkv filter=lfs diff=lfs merge=lfs -text
+H2O/shared-v1.0/data/subject4_k2_5/cam4/observation/depth_valid.mkv filter=lfs diff=lfs merge=lfs -text
+H2O/shared-v1.0/data/subject4_k2_5/cam4/observation/rgb.mkv filter=lfs diff=lfs merge=lfs -text
+H2O/shared-v1.0/data/subject4_k2_6/cam0/observation/depth.mkv filter=lfs diff=lfs merge=lfs -text
+H2O/shared-v1.0/data/subject4_k2_6/cam0/observation/depth_valid.mkv filter=lfs diff=lfs merge=lfs -text
+H2O/shared-v1.0/data/subject4_k2_6/cam0/observation/rgb.mkv filter=lfs diff=lfs merge=lfs -text
+H2O/shared-v1.0/data/subject4_k2_6/cam1/observation/depth.mkv filter=lfs diff=lfs merge=lfs -text
+H2O/shared-v1.0/data/subject4_k2_6/cam1/observation/depth_valid.mkv filter=lfs diff=lfs merge=lfs -text
+H2O/shared-v1.0/data/subject4_k2_6/cam1/observation/rgb.mkv filter=lfs diff=lfs merge=lfs -text
diff --git a/H2O/shared-v1.0/data/subject4_k2_2/cam4/metainfo.json b/H2O/shared-v1.0/data/subject4_k2_2/cam4/metainfo.json
new file mode 100644
index 0000000000000000000000000000000000000000..1f64757abe9757c4e9b855d035bfc0ea27959e35
--- /dev/null
+++ b/H2O/shared-v1.0/data/subject4_k2_2/cam4/metainfo.json
@@ -0,0 +1,495 @@
+{
+  "schema_version": "hand-warehouse/1.0",
+  "dataset_id": "H2O",
+  "release_id": "shared-v1.0",
+  "sequence_id": "subject4_k2_2",
+  "camera_id": "cam4",
+  "sample_type": "video",
+  "num_frames": 724,
+  "hand_slots": [
+    "left",
+    "right"
+  ],
+  "sampling": {
+    "type": "dense",
+    "source_fps": null,
+    "frames_ref": "camera/frames.jsonl",
+    "selection": {
+      "max_frames": null,
+      "views": null
+    }
+  },
+  "camera": {
+    "model": "pinhole",
+    "schema_id": "camera/pinhole/v1",
+    "image_size": [
+      1280,
+      720
+    ]
+  },
+  "components": {
+    "rgb": {
+      "available": true,
+      "schema_id": "rgb/uint8/v1",
+      "data_ref": "observation/rgb.mkv",
+      "axes": [
+        "T",
+        "height",
+        "width",
+        "channel"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Verified source packet copy or lossless fixed-decoder RGB encoding"
+      },
+      "source_locator": {
+        "frames_ref": "camera/frames.jsonl"
+      },
+      "storage": {
+        "profile": "mkv/ffv1_rgb/v1",
+        "codec": "ffv1",
+        "pixel_format": "bgr0",
+        "encoded_size": [
+          1280,
+          720
+        ],
+        "decoder": {
+          "name": "ffmpeg",
+          "version": "ffmpeg version 6.1.1-3ubuntu5 Copyright (c) 2000-2023 the FFmpeg developers",
+          "autorotate": false,
+          "color_space": "gbr",
+          "color_range": "pc",
+          "color_primaries": "unknown",
+          "color_transfer": "unknown",
+          "source_color_metadata": {
+            "color_space": "gbr",
+            "color_range": "pc",
+            "color_primaries": "unknown",
+            "color_transfer": "unknown"
+          }
+        },
+        "encoder_parameters": {
+          "version": "ffmpeg version 6.1.1-3ubuntu5 Copyright (c) 2000-2023 the FFmpeg developers",
+          "name": "ffv1",
+          "arguments": [
+            "-level",
+            "3",
+            "-pix_fmt",
+            "bgr0",
+            "-level",
+            "3",
+            "-slices",
+            "16"
+          ],
+          "threads": 10
+        },
+        "source_lossy": false,
+        "storage_fps": 30,
+        "timebase_role": "index_only"
+      },
+      "valid_ref": "observation/rgb_valid.pt",
+      "valid_axes": [
+        "T"
+      ]
+    },
+    "intrinsic": {
+      "available": true,
+      "schema_id": "camera/pinhole/v1",
+      "data_ref": "camera/intrinsic.pt",
+      "axes": [
+        "T",
+        "row",
+        "column"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
+      },
+      "source_locator": {
+        "file": "/data/xuzhefeng/Datasets/Hand-Datasets-Raw/H2O/raw/data/subject4_v1_1.tar.gz",
+        "member": "subject4/k2/2/cam4/cam_intrinsics.txt",
+        "sha256": "1160f040484b3a86512b02f8225ee5f051c8a96dbd1cfb15e41d14c7487126e3"
+      },
+      "valid_ref": "camera/intrinsic_valid.pt",
+      "valid_axes": [
+        "T"
+      ]
+    },
+    "extrinsic": {
+      "available": true,
+      "schema_id": "transform/se3/v1",
+      "data_ref": "camera/extrinsic.pt",
+      "axes": [
+        "T",
+        "row",
+        "column"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
+      },
+      "source_locator": {
+        "frames_ref": "camera/frames.jsonl",
+        "source_field": "component_sources"
+      },
+      "valid_ref": "camera/extrinsic_valid.pt",
+      "valid_axes": [
+        "T"
+      ],
+      "convention": "T_camera_from_world",
+      "source_convention": "T_world_from_camera"
+    },
+    "mano": {
+      "available": true,
+      "schema_id": "mano/axis_angle61/v1",
+      "data_ref": "annotation/mano/motion.pt",
+      "axes": [
+        "T",
+        "hand",
+        "parameter"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
+      },
+      "source_locator": {
+        "frames_ref": "camera/frames.jsonl",
+        "source_field": "component_sources"
+      },
+      "valid_ref": "annotation/mano/motion_valid.pt",
+      "valid_axes": [
+        "T",
+        "hand"
+      ],
+      "model_profile": {
+        "version": "sha256:eab78181e459e156559df334b103d825e00c8711d2eeffee1cc176fb42051f4f",
+        "flat_hand_mean": true,
+        "left_shapedirs_correction": "not_applied",
+        "models": {
+          "left": {
+            "file": "MANO_LEFT.pkl",
+            "sha256": "c4022f7083f2ca7c78b2b3d595abbab52debd32b09d372b16923a801f0ea6a30"
+          },
+          "right": {
+            "file": "MANO_RIGHT.pkl",
+            "sha256": "45d60aa3b27ef9107a7afd4e00808f307fd91111e1cfa35afd5c4a62de264767"
+          }
+        }
+      },
+      "valid_policy": {
+        "revision": "usable-annotation-2026-09-20",
+        "meaning": "annotation usable for supervision, not merely record presence",
+        "source_rule": "Per-hand hand_pose_mano flag equals 1; corresponding side model available",
+        "source_locator": {
+          "frames_ref": "camera/frames.jsonl",
+          "source_field": "component_sources"
+        },
+        "scope": [
+          "T",
+          "hand"
+        ],
+        "numerical_checks": "Schema shape, finite valid floats, SE(3) where applicable; malformed input aborts",
+        "official_qa": {
+          "status": "not_provided",
+          "reason": "No separate applicable official QA in selected source inputs"
+        },
+        "local_excluded_frame_indices": [],
+        "local_exclusion_reasons": {},
+        "visibility_independent": true
+      }
+    },
+    "keypoints_xyz": {
+      "available": true,
+      "schema_id": "keypoints/xyz/v1",
+      "data_ref": "annotation/keypoints/xyz.pt",
+      "axes": [
+        "T",
+        "hand",
+        "keypoint",
+        "coordinate"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
+      },
+      "source_locator": {
+        "frames_ref": "camera/frames.jsonl",
+        "source_field": "component_sources"
+      },
+      "valid_ref": "annotation/keypoints/xyz_valid.pt",
+      "valid_axes": [
+        "T",
+        "hand",
+        "keypoint"
+      ],
+      "keypoint_schema": "mano21/v1",
+      "unit": "m",
+      "valid_policy": {
+        "revision": "usable-annotation-2026-09-20",
+        "meaning": "annotation usable for supervision, not merely record presence",
+        "source_rule": "Per-hand hand_pose flag equals 1, broadcast to that hand's 21 source points independently of MANO",
+        "source_locator": {
+          "frames_ref": "camera/frames.jsonl",
+          "source_field": "component_sources"
+        },
+        "scope": [
+          "T",
+          "hand",
+          "keypoint"
+        ],
+        "numerical_checks": "Schema shape, finite valid floats, SE(3) where applicable; malformed input aborts",
+        "official_qa": {
+          "status": "not_provided",
+          "reason": "No separate applicable official QA in selected source inputs"
+        },
+        "local_excluded_frame_indices": [],
+        "local_exclusion_reasons": {},
+        "visibility_independent": true
+      }
+    },
+    "pose_book": {
+      "available": true,
+      "schema_id": "object/rigid/v1",
+      "data_ref": "annotation/object/book/pose.pt",
+      "axes": [
+        "T",
+        "row",
+        "column"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
+      },
+      "source_locator": {
+        "frames_ref": "camera/frames.jsonl",
+        "source_field": "component_sources"
+      },
+      "valid_ref": "annotation/object/book/pose_valid.pt",
+      "valid_axes": [
+        "T"
+      ],
+      "convention": "T_camera_from_object",
+      "unit": "m",
+      "valid_policy": {
+        "revision": "usable-annotation-2026-09-20",
+        "meaning": "annotation usable for supervision, not merely record presence",
+        "source_rule": "Source obj_pose_rt class equals this nonzero object class",
+        "source_locator": {
+          "frames_ref": "camera/frames.jsonl",
+          "source_field": "component_sources"
+        },
+        "scope": [
+          "T"
+        ],
+        "numerical_checks": "Schema shape, finite valid floats, SE(3) where applicable; malformed input aborts",
+        "official_qa": {
+          "status": "not_provided",
+          "reason": "No separate applicable official QA in selected source inputs"
+        },
+        "local_excluded_frame_indices": [],
+        "local_exclusion_reasons": {},
+        "visibility_independent": true
+      }
+    },
+    "points_book": {
+      "available": true,
+      "schema_id": "object_keypoints/camera/v1",
+      "data_ref": "annotation/object/book/keypoints/xyz.pt",
+      "axes": [
+        "T",
+        "keypoint",
+        "coordinate"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
+      },
+      "source_locator": {
+        "frames_ref": "camera/frames.jsonl",
+        "source_field": "component_sources"
+      },
+      "valid_ref": "annotation/object/book/keypoints/xyz_valid.pt",
+      "valid_axes": [
+        "T",
+        "keypoint"
+      ],
+      "keypoint_schema": "H2O_official_object21",
+      "keypoint_names": [
+        "center",
+        "corner_0",
+        "corner_1",
+        "corner_2",
+        "corner_3",
+        "corner_4",
+        "corner_5",
+        "corner_6",
+        "corner_7",
+        "edge_midpoint_0",
+        "edge_midpoint_1",
+        "edge_midpoint_2",
+        "edge_midpoint_3",
+        "edge_midpoint_4",
+        "edge_midpoint_5",
+        "edge_midpoint_6",
+        "edge_midpoint_7",
+        "edge_midpoint_8",
+        "edge_midpoint_9",
+        "edge_midpoint_10",
+        "edge_midpoint_11"
+      ],
+      "source_order": "official obj_point_order.jpg: center, 8 corners, 12 edge midpoints",
+      "unit": "m",
+      "valid_policy": {
+        "revision": "usable-annotation-2026-09-20",
+        "meaning": "annotation usable for supervision, not merely record presence",
+        "source_rule": "Source obj_pose class equals this nonzero object class, broadcast to its 21 points",
+        "source_locator": {
+          "frames_ref": "camera/frames.jsonl",
+          "source_field": "component_sources"
+        },
+        "scope": [
+          "T",
+          "keypoint"
+        ],
+        "numerical_checks": "Schema shape, finite valid floats, SE(3) where applicable; malformed input aborts",
+        "official_qa": {
+          "status": "not_provided",
+          "reason": "No separate applicable official QA in selected source inputs"
+        },
+        "local_excluded_frame_indices": [],
+        "local_exclusion_reasons": {},
+        "visibility_independent": true
+      }
+    },
+    "mesh_book": {
+      "available": true,
+      "schema_id": "mesh/obj/v1",
+      "data_ref": "annotation/object/book/assets/book.obj",
+      "axes": [
+        "vertex"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
+      },
+      "source_locator": {
+        "file": "/data/xuzhefeng/Datasets/Hand-Datasets-Raw/H2O/raw/data/object.zip",
+        "member": "object/book/book.obj"
+      },
+      "valid": true,
+      "unit": "m"
+    },
+    "depth": {
+      "available": true,
+      "schema_id": "depth/z_float32/v1",
+      "data_ref": "observation/depth.mkv",
+      "axes": [
+        "T",
+        "height",
+        "width"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
+      },
+      "source_locator": {
+        "frames_ref": "camera/frames.jsonl",
+        "source_field": "component_sources.depth",
+        "definition": "https://github.com/taeinkwon/h2oplayer/blob/main/utils.py",
+        "conversion": "registered millimetre camera-Z to metres; no viewer range clipping"
+      },
+      "storage": {
+        "profile": "mkv/depth_float32_bits/v1",
+        "codec": "ffv1",
+        "pixel_format": "gray16le",
+        "encoded_size": [
+          2560,
+          720
+        ],
+        "decoder": {
+          "name": "ffmpeg",
+          "version": "ffmpeg version 6.1.1-3ubuntu5 Copyright (c) 2000-2023 the FFmpeg developers",
+          "autorotate": false,
+          "color_space": "unknown",
+          "color_range": "unknown",
+          "color_primaries": "unknown",
+          "color_transfer": "unknown"
+        },
+        "encoder_parameters": {
+          "version": "ffmpeg version 6.1.1-3ubuntu5 Copyright (c) 2000-2023 the FFmpeg developers",
+          "name": "ffv1",
+          "arguments": [
+            "-level",
+            "3",
+            "-slices",
+            "16"
+          ],
+          "threads": 10
+        },
+        "source_lossy": false,
+        "storage_fps": 30,
+        "timebase_role": "index_only"
+      },
+      "valid_storage": {
+        "profile": "mkv/bool_ffv1/v1",
+        "codec": "ffv1",
+        "pixel_format": "gray",
+        "encoded_size": [
+          1280,
+          720
+        ],
+        "decoder": {
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+        "width"
+      ],
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+    }
+  },
+  "split": "test",
+  "view_type": "ego",
+  "split_scheme": "official_action_split",
+  "split_source_locator": {
+    "file": "/data/xuzhefeng/Datasets/Hand-Datasets-Raw/H2O/raw/data/label_split.zip",
+    "member": "label_split/action_test.txt",
+    "record": 133
+  }
+}
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+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
+      },
+      "source_locator": {
+        "frames_ref": "camera/frames.jsonl",
+        "source_field": "component_sources"
+      },
+      "valid_ref": "annotation/keypoints/xyz_valid.pt",
+      "valid_axes": [
+        "T",
+        "hand",
+        "keypoint"
+      ],
+      "keypoint_schema": "mano21/v1",
+      "unit": "m",
+      "valid_policy": {
+        "revision": "usable-annotation-2026-09-20",
+        "meaning": "annotation usable for supervision, not merely record presence",
+        "source_rule": "Per-hand hand_pose flag equals 1, broadcast to that hand's 21 source points independently of MANO",
+        "source_locator": {
+          "frames_ref": "camera/frames.jsonl",
+          "source_field": "component_sources"
+        },
+        "scope": [
+          "T",
+          "hand",
+          "keypoint"
+        ],
+        "numerical_checks": "Schema shape, finite valid floats, SE(3) where applicable; malformed input aborts",
+        "official_qa": {
+          "status": "not_provided",
+          "reason": "No separate applicable official QA in selected source inputs"
+        },
+        "local_excluded_frame_indices": [],
+        "local_exclusion_reasons": {},
+        "visibility_independent": true
+      }
+    },
+    "pose_lotion": {
+      "available": true,
+      "schema_id": "object/rigid/v1",
+      "data_ref": "annotation/object/lotion/pose.pt",
+      "axes": [
+        "T",
+        "row",
+        "column"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
+      },
+      "source_locator": {
+        "frames_ref": "camera/frames.jsonl",
+        "source_field": "component_sources"
+      },
+      "valid_ref": "annotation/object/lotion/pose_valid.pt",
+      "valid_axes": [
+        "T"
+      ],
+      "convention": "T_camera_from_object",
+      "unit": "m",
+      "valid_policy": {
+        "revision": "usable-annotation-2026-09-20",
+        "meaning": "annotation usable for supervision, not merely record presence",
+        "source_rule": "Source obj_pose_rt class equals this nonzero object class",
+        "source_locator": {
+          "frames_ref": "camera/frames.jsonl",
+          "source_field": "component_sources"
+        },
+        "scope": [
+          "T"
+        ],
+        "numerical_checks": "Schema shape, finite valid floats, SE(3) where applicable; malformed input aborts",
+        "official_qa": {
+          "status": "not_provided",
+          "reason": "No separate applicable official QA in selected source inputs"
+        },
+        "local_excluded_frame_indices": [],
+        "local_exclusion_reasons": {},
+        "visibility_independent": true
+      }
+    },
+    "points_lotion": {
+      "available": true,
+      "schema_id": "object_keypoints/camera/v1",
+      "data_ref": "annotation/object/lotion/keypoints/xyz.pt",
+      "axes": [
+        "T",
+        "keypoint",
+        "coordinate"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
+      },
+      "source_locator": {
+        "frames_ref": "camera/frames.jsonl",
+        "source_field": "component_sources"
+      },
+      "valid_ref": "annotation/object/lotion/keypoints/xyz_valid.pt",
+      "valid_axes": [
+        "T",
+        "keypoint"
+      ],
+      "keypoint_schema": "H2O_official_object21",
+      "keypoint_names": [
+        "center",
+        "corner_0",
+        "corner_1",
+        "corner_2",
+        "corner_3",
+        "corner_4",
+        "corner_5",
+        "corner_6",
+        "corner_7",
+        "edge_midpoint_0",
+        "edge_midpoint_1",
+        "edge_midpoint_2",
+        "edge_midpoint_3",
+        "edge_midpoint_4",
+        "edge_midpoint_5",
+        "edge_midpoint_6",
+        "edge_midpoint_7",
+        "edge_midpoint_8",
+        "edge_midpoint_9",
+        "edge_midpoint_10",
+        "edge_midpoint_11"
+      ],
+      "source_order": "official obj_point_order.jpg: center, 8 corners, 12 edge midpoints",
+      "unit": "m",
+      "valid_policy": {
+        "revision": "usable-annotation-2026-09-20",
+        "meaning": "annotation usable for supervision, not merely record presence",
+        "source_rule": "Source obj_pose class equals this nonzero object class, broadcast to its 21 points",
+        "source_locator": {
+          "frames_ref": "camera/frames.jsonl",
+          "source_field": "component_sources"
+        },
+        "scope": [
+          "T",
+          "keypoint"
+        ],
+        "numerical_checks": "Schema shape, finite valid floats, SE(3) where applicable; malformed input aborts",
+        "official_qa": {
+          "status": "not_provided",
+          "reason": "No separate applicable official QA in selected source inputs"
+        },
+        "local_excluded_frame_indices": [],
+        "local_exclusion_reasons": {},
+        "visibility_independent": true
+      }
+    },
+    "mesh_lotion": {
+      "available": true,
+      "schema_id": "mesh/obj/v1",
+      "data_ref": "annotation/object/lotion/assets/lotion.obj",
+      "axes": [
+        "vertex"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
+      },
+      "source_locator": {
+        "file": "/data/xuzhefeng/Datasets/Hand-Datasets-Raw/H2O/raw/data/object.zip",
+        "member": "object/lotion/lotion.obj"
+      },
+      "valid": true,
+      "unit": "m"
+    },
+    "depth": {
+      "available": true,
+      "schema_id": "depth/z_float32/v1",
+      "data_ref": "observation/depth.mkv",
+      "axes": [
+        "T",
+        "height",
+        "width"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
+      },
+      "source_locator": {
+        "frames_ref": "camera/frames.jsonl",
+        "source_field": "component_sources.depth",
+        "definition": "https://github.com/taeinkwon/h2oplayer/blob/main/utils.py",
+        "conversion": "registered millimetre camera-Z to metres; no viewer range clipping"
+      },
+      "storage": {
+        "profile": "mkv/depth_float32_bits/v1",
+        "codec": "ffv1",
+        "pixel_format": "gray16le",
+        "encoded_size": [
+          2560,
+          720
+        ],
+        "decoder": {
+          "name": "ffmpeg",
+          "version": "ffmpeg version 6.1.1-3ubuntu5 Copyright (c) 2000-2023 the FFmpeg developers",
+          "autorotate": false,
+          "color_space": "unknown",
+          "color_range": "unknown",
+          "color_primaries": "unknown",
+          "color_transfer": "unknown"
+        },
+        "encoder_parameters": {
+          "version": "ffmpeg version 6.1.1-3ubuntu5 Copyright (c) 2000-2023 the FFmpeg developers",
+          "name": "ffv1",
+          "arguments": [
+            "-level",
+            "3",
+            "-slices",
+            "16"
+          ],
+          "threads": 10
+        },
+        "source_lossy": false,
+        "storage_fps": 30,
+        "timebase_role": "index_only"
+      },
+      "valid_storage": {
+        "profile": "mkv/bool_ffv1/v1",
+        "codec": "ffv1",
+        "pixel_format": "gray",
+        "encoded_size": [
+          1280,
+          720
+        ],
+        "decoder": {
+          "name": "ffmpeg",
+          "version": "ffmpeg version 6.1.1-3ubuntu5 Copyright (c) 2000-2023 the FFmpeg developers",
+          "autorotate": false,
+          "color_space": "unknown",
+          "color_range": "unknown",
+          "color_primaries": "unknown",
+          "color_transfer": "unknown"
+        },
+        "encoder_parameters": {
+          "version": "ffmpeg version 6.1.1-3ubuntu5 Copyright (c) 2000-2023 the FFmpeg developers",
+          "name": "ffv1",
+          "arguments": [
+            "-level",
+            "3",
+            "-slices",
+            "16"
+          ],
+          "threads": 10
+        },
+        "source_lossy": false,
+        "storage_fps": 30,
+        "timebase_role": "index_only"
+      },
+      "valid_ref": "observation/depth_valid.mkv",
+      "valid_axes": [
+        "T",
+        "height",
+        "width"
+      ],
+      "unit": "m",
+      "depth_type": "z",
+      "depth_origin": "measured",
+      "invalid_value": "NaN"
+    },
+    "segment": {
+      "available": false,
+      "reason": "H2O provides no native segmentation; rendering deferred to v2.0",
+      "status": "source_missing"
+    },
+    "relations": {
+      "available": false,
+      "reason": "No source contact/grasp annotation",
+      "status": "source_missing"
+    }
+  },
+  "split": "test",
+  "view_type": "exo",
+  "split_scheme": "official_action_split",
+  "split_source_locator": {
+    "file": "/data/xuzhefeng/Datasets/Hand-Datasets-Raw/H2O/raw/data/label_split.zip",
+    "member": "label_split/action_test.txt",
+    "record": 141
+  }
+}
diff --git a/H2O/shared-v1.0/data/subject4_k2_3/cam0/observation/depth.mkv b/H2O/shared-v1.0/data/subject4_k2_3/cam0/observation/depth.mkv
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--- /dev/null
+++ b/H2O/shared-v1.0/data/subject4_k2_3/cam0/observation/depth.mkv
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 404927760
diff --git a/H2O/shared-v1.0/data/subject4_k2_3/cam0/observation/depth_valid.mkv b/H2O/shared-v1.0/data/subject4_k2_3/cam0/observation/depth_valid.mkv
new file mode 100644
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+++ b/H2O/shared-v1.0/data/subject4_k2_3/cam0/observation/depth_valid.mkv
@@ -0,0 +1,3 @@
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diff --git a/H2O/shared-v1.0/data/subject4_k2_3/cam0/observation/rgb.mkv b/H2O/shared-v1.0/data/subject4_k2_3/cam0/observation/rgb.mkv
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diff --git a/H2O/shared-v1.0/data/subject4_k2_3/cam0/observation/rgb_valid.pt b/H2O/shared-v1.0/data/subject4_k2_3/cam0/observation/rgb_valid.pt
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diff --git a/H2O/shared-v1.0/data/subject4_k2_3/cam1/annotation/keypoints/xyz.pt b/H2O/shared-v1.0/data/subject4_k2_3/cam1/annotation/keypoints/xyz.pt
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+version https://git-lfs.github.com/spec/v1
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diff --git a/H2O/shared-v1.0/data/subject4_k2_3/cam1/annotation/keypoints/xyz_valid.pt b/H2O/shared-v1.0/data/subject4_k2_3/cam1/annotation/keypoints/xyz_valid.pt
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+version https://git-lfs.github.com/spec/v1
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diff --git a/H2O/shared-v1.0/data/subject4_k2_3/cam1/annotation/mano/motion.pt b/H2O/shared-v1.0/data/subject4_k2_3/cam1/annotation/mano/motion.pt
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diff --git a/H2O/shared-v1.0/data/subject4_k2_3/cam1/annotation/mano/motion_valid.pt b/H2O/shared-v1.0/data/subject4_k2_3/cam1/annotation/mano/motion_valid.pt
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@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/H2O/shared-v1.0/data/subject4_k2_3/cam1/annotation/object/lotion/assets/lotion.mtl b/H2O/shared-v1.0/data/subject4_k2_3/cam1/annotation/object/lotion/assets/lotion.mtl
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index 0000000000000000000000000000000000000000..c3c9aed35ba48d3710c3ce99a4a143c71f77a168
--- /dev/null
+++ b/H2O/shared-v1.0/data/subject4_k2_3/cam1/annotation/object/lotion/assets/lotion.mtl
@@ -0,0 +1,13 @@
+# Blender MTL File: 'lotion.blend'
+# Material Count: 1
+
+newmtl Material.007
+Ns 225.000000
+Ka 1.000000 1.000000 1.000000
+Kd 0.800000 0.800000 0.800000
+Ks 0.000000 0.000000 0.000000
+Ke 0.000000 0.000000 0.000000
+Ni 1.450000
+d 1.000000
+illum 1
+map_Kd lotion.png
diff --git a/H2O/shared-v1.0/data/subject4_k2_3/cam1/annotation/object/lotion/assets/lotion.obj b/H2O/shared-v1.0/data/subject4_k2_3/cam1/annotation/object/lotion/assets/lotion.obj
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index 0000000000000000000000000000000000000000..28f10d60e02afcf5da29667b60670335f6a91b72
--- /dev/null
+++ b/H2O/shared-v1.0/data/subject4_k2_3/cam1/annotation/object/lotion/assets/lotion.obj
@@ -0,0 +1,16473 @@
+# Blender v2.82 (sub 7) OBJ File: 'lotion.blend'
+# www.blender.org
+mtllib lotion.mtl
+o lotion_simple_lotion_simple.005
+v 0.008353 -0.025436 0.016387
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+{
+  "schema_version": "hand-warehouse/1.0",
+  "dataset_id": "H2O",
+  "release_id": "shared-v1.0",
+  "sequence_id": "subject4_k2_3",
+  "camera_id": "cam1",
+  "sample_type": "video",
+  "num_frames": 910,
+  "hand_slots": [
+    "left",
+    "right"
+  ],
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+    "frames_ref": "camera/frames.jsonl",
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+      "views": null
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+      720
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+        "width",
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+          720
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+          "color_space": "gbr",
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+        "row",
+        "column"
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+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
+      },
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+      "valid_axes": [
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+      "schema_id": "transform/se3/v1",
+      "data_ref": "camera/extrinsic.pt",
+      "axes": [
+        "T",
+        "row",
+        "column"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
+      },
+      "source_locator": {
+        "frames_ref": "camera/frames.jsonl",
+        "source_field": "component_sources"
+      },
+      "valid_ref": "camera/extrinsic_valid.pt",
+      "valid_axes": [
+        "T"
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+      "convention": "T_camera_from_world",
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+      "schema_id": "mano/axis_angle61/v1",
+      "data_ref": "annotation/mano/motion.pt",
+      "axes": [
+        "T",
+        "hand",
+        "parameter"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
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+        "source_field": "component_sources"
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+      "valid_ref": "annotation/mano/motion_valid.pt",
+      "valid_axes": [
+        "T",
+        "hand"
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+        "flat_hand_mean": true,
+        "left_shapedirs_correction": "not_applied",
+        "models": {
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+            "sha256": "c4022f7083f2ca7c78b2b3d595abbab52debd32b09d372b16923a801f0ea6a30"
+          },
+          "right": {
+            "file": "MANO_RIGHT.pkl",
+            "sha256": "45d60aa3b27ef9107a7afd4e00808f307fd91111e1cfa35afd5c4a62de264767"
+          }
+        }
+      },
+      "valid_policy": {
+        "revision": "usable-annotation-2026-09-20",
+        "meaning": "annotation usable for supervision, not merely record presence",
+        "source_rule": "Per-hand hand_pose_mano flag equals 1; corresponding side model available",
+        "source_locator": {
+          "frames_ref": "camera/frames.jsonl",
+          "source_field": "component_sources"
+        },
+        "scope": [
+          "T",
+          "hand"
+        ],
+        "numerical_checks": "Schema shape, finite valid floats, SE(3) where applicable; malformed input aborts",
+        "official_qa": {
+          "status": "not_provided",
+          "reason": "No separate applicable official QA in selected source inputs"
+        },
+        "local_excluded_frame_indices": [],
+        "local_exclusion_reasons": {},
+        "visibility_independent": true
+      }
+    },
+    "keypoints_xyz": {
+      "available": true,
+      "schema_id": "keypoints/xyz/v1",
+      "data_ref": "annotation/keypoints/xyz.pt",
+      "axes": [
+        "T",
+        "hand",
+        "keypoint",
+        "coordinate"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
+      },
+      "source_locator": {
+        "frames_ref": "camera/frames.jsonl",
+        "source_field": "component_sources"
+      },
+      "valid_ref": "annotation/keypoints/xyz_valid.pt",
+      "valid_axes": [
+        "T",
+        "hand",
+        "keypoint"
+      ],
+      "keypoint_schema": "mano21/v1",
+      "unit": "m",
+      "valid_policy": {
+        "revision": "usable-annotation-2026-09-20",
+        "meaning": "annotation usable for supervision, not merely record presence",
+        "source_rule": "Per-hand hand_pose flag equals 1, broadcast to that hand's 21 source points independently of MANO",
+        "source_locator": {
+          "frames_ref": "camera/frames.jsonl",
+          "source_field": "component_sources"
+        },
+        "scope": [
+          "T",
+          "hand",
+          "keypoint"
+        ],
+        "numerical_checks": "Schema shape, finite valid floats, SE(3) where applicable; malformed input aborts",
+        "official_qa": {
+          "status": "not_provided",
+          "reason": "No separate applicable official QA in selected source inputs"
+        },
+        "local_excluded_frame_indices": [],
+        "local_exclusion_reasons": {},
+        "visibility_independent": true
+      }
+    },
+    "pose_lotion": {
+      "available": true,
+      "schema_id": "object/rigid/v1",
+      "data_ref": "annotation/object/lotion/pose.pt",
+      "axes": [
+        "T",
+        "row",
+        "column"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
+      },
+      "source_locator": {
+        "frames_ref": "camera/frames.jsonl",
+        "source_field": "component_sources"
+      },
+      "valid_ref": "annotation/object/lotion/pose_valid.pt",
+      "valid_axes": [
+        "T"
+      ],
+      "convention": "T_camera_from_object",
+      "unit": "m",
+      "valid_policy": {
+        "revision": "usable-annotation-2026-09-20",
+        "meaning": "annotation usable for supervision, not merely record presence",
+        "source_rule": "Source obj_pose_rt class equals this nonzero object class",
+        "source_locator": {
+          "frames_ref": "camera/frames.jsonl",
+          "source_field": "component_sources"
+        },
+        "scope": [
+          "T"
+        ],
+        "numerical_checks": "Schema shape, finite valid floats, SE(3) where applicable; malformed input aborts",
+        "official_qa": {
+          "status": "not_provided",
+          "reason": "No separate applicable official QA in selected source inputs"
+        },
+        "local_excluded_frame_indices": [],
+        "local_exclusion_reasons": {},
+        "visibility_independent": true
+      }
+    },
+    "points_lotion": {
+      "available": true,
+      "schema_id": "object_keypoints/camera/v1",
+      "data_ref": "annotation/object/lotion/keypoints/xyz.pt",
+      "axes": [
+        "T",
+        "keypoint",
+        "coordinate"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
+      },
+      "source_locator": {
+        "frames_ref": "camera/frames.jsonl",
+        "source_field": "component_sources"
+      },
+      "valid_ref": "annotation/object/lotion/keypoints/xyz_valid.pt",
+      "valid_axes": [
+        "T",
+        "keypoint"
+      ],
+      "keypoint_schema": "H2O_official_object21",
+      "keypoint_names": [
+        "center",
+        "corner_0",
+        "corner_1",
+        "corner_2",
+        "corner_3",
+        "corner_4",
+        "corner_5",
+        "corner_6",
+        "corner_7",
+        "edge_midpoint_0",
+        "edge_midpoint_1",
+        "edge_midpoint_2",
+        "edge_midpoint_3",
+        "edge_midpoint_4",
+        "edge_midpoint_5",
+        "edge_midpoint_6",
+        "edge_midpoint_7",
+        "edge_midpoint_8",
+        "edge_midpoint_9",
+        "edge_midpoint_10",
+        "edge_midpoint_11"
+      ],
+      "source_order": "official obj_point_order.jpg: center, 8 corners, 12 edge midpoints",
+      "unit": "m",
+      "valid_policy": {
+        "revision": "usable-annotation-2026-09-20",
+        "meaning": "annotation usable for supervision, not merely record presence",
+        "source_rule": "Source obj_pose class equals this nonzero object class, broadcast to its 21 points",
+        "source_locator": {
+          "frames_ref": "camera/frames.jsonl",
+          "source_field": "component_sources"
+        },
+        "scope": [
+          "T",
+          "keypoint"
+        ],
+        "numerical_checks": "Schema shape, finite valid floats, SE(3) where applicable; malformed input aborts",
+        "official_qa": {
+          "status": "not_provided",
+          "reason": "No separate applicable official QA in selected source inputs"
+        },
+        "local_excluded_frame_indices": [],
+        "local_exclusion_reasons": {},
+        "visibility_independent": true
+      }
+    },
+    "mesh_lotion": {
+      "available": true,
+      "schema_id": "mesh/obj/v1",
+      "data_ref": "annotation/object/lotion/assets/lotion.obj",
+      "axes": [
+        "vertex"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
+      },
+      "source_locator": {
+        "file": "/data/xuzhefeng/Datasets/Hand-Datasets-Raw/H2O/raw/data/object.zip",
+        "member": "object/lotion/lotion.obj"
+      },
+      "valid": true,
+      "unit": "m"
+    },
+    "depth": {
+      "available": true,
+      "schema_id": "depth/z_float32/v1",
+      "data_ref": "observation/depth.mkv",
+      "axes": [
+        "T",
+        "height",
+        "width"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
+      },
+      "source_locator": {
+        "frames_ref": "camera/frames.jsonl",
+        "source_field": "component_sources.depth",
+        "definition": "https://github.com/taeinkwon/h2oplayer/blob/main/utils.py",
+        "conversion": "registered millimetre camera-Z to metres; no viewer range clipping"
+      },
+      "storage": {
+        "profile": "mkv/depth_float32_bits/v1",
+        "codec": "ffv1",
+        "pixel_format": "gray16le",
+        "encoded_size": [
+          2560,
+          720
+        ],
+        "decoder": {
+          "name": "ffmpeg",
+          "version": "ffmpeg version 6.1.1-3ubuntu5 Copyright (c) 2000-2023 the FFmpeg developers",
+          "autorotate": false,
+          "color_space": "unknown",
+          "color_range": "unknown",
+          "color_primaries": "unknown",
+          "color_transfer": "unknown"
+        },
+        "encoder_parameters": {
+          "version": "ffmpeg version 6.1.1-3ubuntu5 Copyright (c) 2000-2023 the FFmpeg developers",
+          "name": "ffv1",
+          "arguments": [
+            "-level",
+            "3",
+            "-slices",
+            "16"
+          ],
+          "threads": 10
+        },
+        "source_lossy": false,
+        "storage_fps": 30,
+        "timebase_role": "index_only"
+      },
+      "valid_storage": {
+        "profile": "mkv/bool_ffv1/v1",
+        "codec": "ffv1",
+        "pixel_format": "gray",
+        "encoded_size": [
+          1280,
+          720
+        ],
+        "decoder": {
+          "name": "ffmpeg",
+          "version": "ffmpeg version 6.1.1-3ubuntu5 Copyright (c) 2000-2023 the FFmpeg developers",
+          "autorotate": false,
+          "color_space": "unknown",
+          "color_range": "unknown",
+          "color_primaries": "unknown",
+          "color_transfer": "unknown"
+        },
+        "encoder_parameters": {
+          "version": "ffmpeg version 6.1.1-3ubuntu5 Copyright (c) 2000-2023 the FFmpeg developers",
+          "name": "ffv1",
+          "arguments": [
+            "-level",
+            "3",
+            "-slices",
+            "16"
+          ],
+          "threads": 10
+        },
+        "source_lossy": false,
+        "storage_fps": 30,
+        "timebase_role": "index_only"
+      },
+      "valid_ref": "observation/depth_valid.mkv",
+      "valid_axes": [
+        "T",
+        "height",
+        "width"
+      ],
+      "unit": "m",
+      "depth_type": "z",
+      "depth_origin": "measured",
+      "invalid_value": "NaN"
+    },
+    "segment": {
+      "available": false,
+      "reason": "H2O provides no native segmentation; rendering deferred to v2.0",
+      "status": "source_missing"
+    },
+    "relations": {
+      "available": false,
+      "reason": "No source contact/grasp annotation",
+      "status": "source_missing"
+    }
+  },
+  "split": "test",
+  "view_type": "exo",
+  "split_scheme": "official_action_split",
+  "split_source_locator": {
+    "file": "/data/xuzhefeng/Datasets/Hand-Datasets-Raw/H2O/raw/data/label_split.zip",
+    "member": "label_split/action_test.txt",
+    "record": 141
+  }
+}
diff --git a/H2O/shared-v1.0/data/subject4_k2_3/cam1/observation/depth.mkv b/H2O/shared-v1.0/data/subject4_k2_3/cam1/observation/depth.mkv
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+version https://git-lfs.github.com/spec/v1
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+size 369132549
diff --git a/H2O/shared-v1.0/data/subject4_k2_3/cam1/observation/depth_valid.mkv b/H2O/shared-v1.0/data/subject4_k2_3/cam1/observation/depth_valid.mkv
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diff --git a/H2O/shared-v1.0/data/subject4_k2_3/cam1/observation/rgb.mkv b/H2O/shared-v1.0/data/subject4_k2_3/cam1/observation/rgb.mkv
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diff --git a/H2O/shared-v1.0/data/subject4_k2_3/cam1/observation/rgb_valid.pt b/H2O/shared-v1.0/data/subject4_k2_3/cam1/observation/rgb_valid.pt
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diff --git a/H2O/shared-v1.0/data/subject4_k2_3/cam2/annotation/keypoints/xyz.pt b/H2O/shared-v1.0/data/subject4_k2_3/cam2/annotation/keypoints/xyz.pt
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diff --git a/H2O/shared-v1.0/data/subject4_k2_3/cam2/annotation/keypoints/xyz_valid.pt b/H2O/shared-v1.0/data/subject4_k2_3/cam2/annotation/keypoints/xyz_valid.pt
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diff --git a/H2O/shared-v1.0/data/subject4_k2_3/cam2/annotation/mano/motion.pt b/H2O/shared-v1.0/data/subject4_k2_3/cam2/annotation/mano/motion.pt
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diff --git a/H2O/shared-v1.0/data/subject4_k2_3/cam2/annotation/mano/motion_valid.pt b/H2O/shared-v1.0/data/subject4_k2_3/cam2/annotation/mano/motion_valid.pt
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+version https://git-lfs.github.com/spec/v1
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diff --git a/H2O/shared-v1.0/data/subject4_k2_3/cam2/annotation/object/lotion/assets/lotion.mtl b/H2O/shared-v1.0/data/subject4_k2_3/cam2/annotation/object/lotion/assets/lotion.mtl
new file mode 100644
index 0000000000000000000000000000000000000000..c3c9aed35ba48d3710c3ce99a4a143c71f77a168
--- /dev/null
+++ b/H2O/shared-v1.0/data/subject4_k2_3/cam2/annotation/object/lotion/assets/lotion.mtl
@@ -0,0 +1,13 @@
+# Blender MTL File: 'lotion.blend'
+# Material Count: 1
+
+newmtl Material.007
+Ns 225.000000
+Ka 1.000000 1.000000 1.000000
+Kd 0.800000 0.800000 0.800000
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diff --git a/H2O/shared-v1.0/data/subject4_k2_3/cam2/annotation/object/lotion/assets/lotion.obj b/H2O/shared-v1.0/data/subject4_k2_3/cam2/annotation/object/lotion/assets/lotion.obj
new file mode 100644
index 0000000000000000000000000000000000000000..28f10d60e02afcf5da29667b60670335f6a91b72
--- /dev/null
+++ b/H2O/shared-v1.0/data/subject4_k2_3/cam2/annotation/object/lotion/assets/lotion.obj
@@ -0,0 +1,16473 @@
+# Blender v2.82 (sub 7) OBJ File: 'lotion.blend'
+# www.blender.org
+mtllib lotion.mtl
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+{
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+  "dataset_id": "H2O",
+  "release_id": "shared-v1.0",
+  "sequence_id": "subject4_k2_3",
+  "camera_id": "cam2",
+  "sample_type": "video",
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+    "right"
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+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
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+      "schema_id": "transform/se3/v1",
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+        "row",
+        "column"
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+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
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+        "source_field": "component_sources"
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+        "method": "Copy source annotation; normalize storage only"
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+        "flat_hand_mean": true,
+        "left_shapedirs_correction": "not_applied",
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+            "sha256": "c4022f7083f2ca7c78b2b3d595abbab52debd32b09d372b16923a801f0ea6a30"
+          },
+          "right": {
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+            "sha256": "45d60aa3b27ef9107a7afd4e00808f307fd91111e1cfa35afd5c4a62de264767"
+          }
+        }
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+        "meaning": "annotation usable for supervision, not merely record presence",
+        "source_rule": "Per-hand hand_pose_mano flag equals 1; corresponding side model available",
+        "source_locator": {
+          "frames_ref": "camera/frames.jsonl",
+          "source_field": "component_sources"
+        },
+        "scope": [
+          "T",
+          "hand"
+        ],
+        "numerical_checks": "Schema shape, finite valid floats, SE(3) where applicable; malformed input aborts",
+        "official_qa": {
+          "status": "not_provided",
+          "reason": "No separate applicable official QA in selected source inputs"
+        },
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+        "local_exclusion_reasons": {},
+        "visibility_independent": true
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+    "keypoints_xyz": {
+      "available": true,
+      "schema_id": "keypoints/xyz/v1",
+      "data_ref": "annotation/keypoints/xyz.pt",
+      "axes": [
+        "T",
+        "hand",
+        "keypoint",
+        "coordinate"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
+      },
+      "source_locator": {
+        "frames_ref": "camera/frames.jsonl",
+        "source_field": "component_sources"
+      },
+      "valid_ref": "annotation/keypoints/xyz_valid.pt",
+      "valid_axes": [
+        "T",
+        "hand",
+        "keypoint"
+      ],
+      "keypoint_schema": "mano21/v1",
+      "unit": "m",
+      "valid_policy": {
+        "revision": "usable-annotation-2026-09-20",
+        "meaning": "annotation usable for supervision, not merely record presence",
+        "source_rule": "Per-hand hand_pose flag equals 1, broadcast to that hand's 21 source points independently of MANO",
+        "source_locator": {
+          "frames_ref": "camera/frames.jsonl",
+          "source_field": "component_sources"
+        },
+        "scope": [
+          "T",
+          "hand",
+          "keypoint"
+        ],
+        "numerical_checks": "Schema shape, finite valid floats, SE(3) where applicable; malformed input aborts",
+        "official_qa": {
+          "status": "not_provided",
+          "reason": "No separate applicable official QA in selected source inputs"
+        },
+        "local_excluded_frame_indices": [],
+        "local_exclusion_reasons": {},
+        "visibility_independent": true
+      }
+    },
+    "pose_lotion": {
+      "available": true,
+      "schema_id": "object/rigid/v1",
+      "data_ref": "annotation/object/lotion/pose.pt",
+      "axes": [
+        "T",
+        "row",
+        "column"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
+      },
+      "source_locator": {
+        "frames_ref": "camera/frames.jsonl",
+        "source_field": "component_sources"
+      },
+      "valid_ref": "annotation/object/lotion/pose_valid.pt",
+      "valid_axes": [
+        "T"
+      ],
+      "convention": "T_camera_from_object",
+      "unit": "m",
+      "valid_policy": {
+        "revision": "usable-annotation-2026-09-20",
+        "meaning": "annotation usable for supervision, not merely record presence",
+        "source_rule": "Source obj_pose_rt class equals this nonzero object class",
+        "source_locator": {
+          "frames_ref": "camera/frames.jsonl",
+          "source_field": "component_sources"
+        },
+        "scope": [
+          "T"
+        ],
+        "numerical_checks": "Schema shape, finite valid floats, SE(3) where applicable; malformed input aborts",
+        "official_qa": {
+          "status": "not_provided",
+          "reason": "No separate applicable official QA in selected source inputs"
+        },
+        "local_excluded_frame_indices": [],
+        "local_exclusion_reasons": {},
+        "visibility_independent": true
+      }
+    },
+    "points_lotion": {
+      "available": true,
+      "schema_id": "object_keypoints/camera/v1",
+      "data_ref": "annotation/object/lotion/keypoints/xyz.pt",
+      "axes": [
+        "T",
+        "keypoint",
+        "coordinate"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
+      },
+      "source_locator": {
+        "frames_ref": "camera/frames.jsonl",
+        "source_field": "component_sources"
+      },
+      "valid_ref": "annotation/object/lotion/keypoints/xyz_valid.pt",
+      "valid_axes": [
+        "T",
+        "keypoint"
+      ],
+      "keypoint_schema": "H2O_official_object21",
+      "keypoint_names": [
+        "center",
+        "corner_0",
+        "corner_1",
+        "corner_2",
+        "corner_3",
+        "corner_4",
+        "corner_5",
+        "corner_6",
+        "corner_7",
+        "edge_midpoint_0",
+        "edge_midpoint_1",
+        "edge_midpoint_2",
+        "edge_midpoint_3",
+        "edge_midpoint_4",
+        "edge_midpoint_5",
+        "edge_midpoint_6",
+        "edge_midpoint_7",
+        "edge_midpoint_8",
+        "edge_midpoint_9",
+        "edge_midpoint_10",
+        "edge_midpoint_11"
+      ],
+      "source_order": "official obj_point_order.jpg: center, 8 corners, 12 edge midpoints",
+      "unit": "m",
+      "valid_policy": {
+        "revision": "usable-annotation-2026-09-20",
+        "meaning": "annotation usable for supervision, not merely record presence",
+        "source_rule": "Source obj_pose class equals this nonzero object class, broadcast to its 21 points",
+        "source_locator": {
+          "frames_ref": "camera/frames.jsonl",
+          "source_field": "component_sources"
+        },
+        "scope": [
+          "T",
+          "keypoint"
+        ],
+        "numerical_checks": "Schema shape, finite valid floats, SE(3) where applicable; malformed input aborts",
+        "official_qa": {
+          "status": "not_provided",
+          "reason": "No separate applicable official QA in selected source inputs"
+        },
+        "local_excluded_frame_indices": [],
+        "local_exclusion_reasons": {},
+        "visibility_independent": true
+      }
+    },
+    "mesh_lotion": {
+      "available": true,
+      "schema_id": "mesh/obj/v1",
+      "data_ref": "annotation/object/lotion/assets/lotion.obj",
+      "axes": [
+        "vertex"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
+      },
+      "source_locator": {
+        "file": "/data/xuzhefeng/Datasets/Hand-Datasets-Raw/H2O/raw/data/object.zip",
+        "member": "object/lotion/lotion.obj"
+      },
+      "valid": true,
+      "unit": "m"
+    },
+    "depth": {
+      "available": true,
+      "schema_id": "depth/z_float32/v1",
+      "data_ref": "observation/depth.mkv",
+      "axes": [
+        "T",
+        "height",
+        "width"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
+      },
+      "source_locator": {
+        "frames_ref": "camera/frames.jsonl",
+        "source_field": "component_sources.depth",
+        "definition": "https://github.com/taeinkwon/h2oplayer/blob/main/utils.py",
+        "conversion": "registered millimetre camera-Z to metres; no viewer range clipping"
+      },
+      "storage": {
+        "profile": "mkv/depth_float32_bits/v1",
+        "codec": "ffv1",
+        "pixel_format": "gray16le",
+        "encoded_size": [
+          2560,
+          720
+        ],
+        "decoder": {
+          "name": "ffmpeg",
+          "version": "ffmpeg version 6.1.1-3ubuntu5 Copyright (c) 2000-2023 the FFmpeg developers",
+          "autorotate": false,
+          "color_space": "unknown",
+          "color_range": "unknown",
+          "color_primaries": "unknown",
+          "color_transfer": "unknown"
+        },
+        "encoder_parameters": {
+          "version": "ffmpeg version 6.1.1-3ubuntu5 Copyright (c) 2000-2023 the FFmpeg developers",
+          "name": "ffv1",
+          "arguments": [
+            "-level",
+            "3",
+            "-slices",
+            "16"
+          ],
+          "threads": 10
+        },
+        "source_lossy": false,
+        "storage_fps": 30,
+        "timebase_role": "index_only"
+      },
+      "valid_storage": {
+        "profile": "mkv/bool_ffv1/v1",
+        "codec": "ffv1",
+        "pixel_format": "gray",
+        "encoded_size": [
+          1280,
+          720
+        ],
+        "decoder": {
+          "name": "ffmpeg",
+          "version": "ffmpeg version 6.1.1-3ubuntu5 Copyright (c) 2000-2023 the FFmpeg developers",
+          "autorotate": false,
+          "color_space": "unknown",
+          "color_range": "unknown",
+          "color_primaries": "unknown",
+          "color_transfer": "unknown"
+        },
+        "encoder_parameters": {
+          "version": "ffmpeg version 6.1.1-3ubuntu5 Copyright (c) 2000-2023 the FFmpeg developers",
+          "name": "ffv1",
+          "arguments": [
+            "-level",
+            "3",
+            "-slices",
+            "16"
+          ],
+          "threads": 10
+        },
+        "source_lossy": false,
+        "storage_fps": 30,
+        "timebase_role": "index_only"
+      },
+      "valid_ref": "observation/depth_valid.mkv",
+      "valid_axes": [
+        "T",
+        "height",
+        "width"
+      ],
+      "unit": "m",
+      "depth_type": "z",
+      "depth_origin": "measured",
+      "invalid_value": "NaN"
+    },
+    "segment": {
+      "available": false,
+      "reason": "H2O provides no native segmentation; rendering deferred to v2.0",
+      "status": "source_missing"
+    },
+    "relations": {
+      "available": false,
+      "reason": "No source contact/grasp annotation",
+      "status": "source_missing"
+    }
+  },
+  "split": "test",
+  "view_type": "exo",
+  "split_scheme": "official_action_split",
+  "split_source_locator": {
+    "file": "/data/xuzhefeng/Datasets/Hand-Datasets-Raw/H2O/raw/data/label_split.zip",
+    "member": "label_split/action_test.txt",
+    "record": 141
+  }
+}
diff --git a/H2O/shared-v1.0/data/subject4_k2_3/cam2/observation/depth.mkv b/H2O/shared-v1.0/data/subject4_k2_3/cam2/observation/depth.mkv
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+version https://git-lfs.github.com/spec/v1
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diff --git a/H2O/shared-v1.0/data/subject4_k2_3/cam2/observation/depth_valid.mkv b/H2O/shared-v1.0/data/subject4_k2_3/cam2/observation/depth_valid.mkv
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diff --git a/H2O/shared-v1.0/data/subject4_k2_3/cam2/observation/rgb.mkv b/H2O/shared-v1.0/data/subject4_k2_3/cam2/observation/rgb.mkv
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diff --git a/H2O/shared-v1.0/data/subject4_k2_3/cam2/observation/rgb_valid.pt b/H2O/shared-v1.0/data/subject4_k2_3/cam2/observation/rgb_valid.pt
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diff --git a/H2O/shared-v1.0/data/subject4_k2_3/cam3/annotation/keypoints/xyz.pt b/H2O/shared-v1.0/data/subject4_k2_3/cam3/annotation/keypoints/xyz.pt
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diff --git a/H2O/shared-v1.0/data/subject4_k2_3/cam3/annotation/keypoints/xyz_valid.pt b/H2O/shared-v1.0/data/subject4_k2_3/cam3/annotation/keypoints/xyz_valid.pt
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diff --git a/H2O/shared-v1.0/data/subject4_k2_3/cam3/annotation/mano/motion.pt b/H2O/shared-v1.0/data/subject4_k2_3/cam3/annotation/mano/motion.pt
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diff --git a/H2O/shared-v1.0/data/subject4_k2_3/cam3/annotation/mano/motion_valid.pt b/H2O/shared-v1.0/data/subject4_k2_3/cam3/annotation/mano/motion_valid.pt
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diff --git a/H2O/shared-v1.0/data/subject4_k2_3/cam3/annotation/object/lotion/assets/lotion.mtl b/H2O/shared-v1.0/data/subject4_k2_3/cam3/annotation/object/lotion/assets/lotion.mtl
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index 0000000000000000000000000000000000000000..c3c9aed35ba48d3710c3ce99a4a143c71f77a168
--- /dev/null
+++ b/H2O/shared-v1.0/data/subject4_k2_3/cam3/annotation/object/lotion/assets/lotion.mtl
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+# Blender MTL File: 'lotion.blend'
+# Material Count: 1
+
+newmtl Material.007
+Ns 225.000000
+Ka 1.000000 1.000000 1.000000
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diff --git a/H2O/shared-v1.0/data/subject4_k2_3/cam3/annotation/object/lotion/assets/lotion.obj b/H2O/shared-v1.0/data/subject4_k2_3/cam3/annotation/object/lotion/assets/lotion.obj
new file mode 100644
index 0000000000000000000000000000000000000000..28f10d60e02afcf5da29667b60670335f6a91b72
--- /dev/null
+++ b/H2O/shared-v1.0/data/subject4_k2_3/cam3/annotation/object/lotion/assets/lotion.obj
@@ -0,0 +1,16473 @@
+# Blender v2.82 (sub 7) OBJ File: 'lotion.blend'
+# www.blender.org
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+{
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+  "sequence_id": "subject4_k2_3",
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+        "method": "Copy source annotation; normalize storage only"
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+        "method": "Copy source annotation; normalize storage only"
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+        "method": "Copy source annotation; normalize storage only"
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+          }
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+        "meaning": "annotation usable for supervision, not merely record presence",
+        "source_rule": "Per-hand hand_pose_mano flag equals 1; corresponding side model available",
+        "source_locator": {
+          "frames_ref": "camera/frames.jsonl",
+          "source_field": "component_sources"
+        },
+        "scope": [
+          "T",
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+        "numerical_checks": "Schema shape, finite valid floats, SE(3) where applicable; malformed input aborts",
+        "official_qa": {
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+          "reason": "No separate applicable official QA in selected source inputs"
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+        "visibility_independent": true
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+        "coordinate"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
+      },
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+        "frames_ref": "camera/frames.jsonl",
+        "source_field": "component_sources"
+      },
+      "valid_ref": "annotation/keypoints/xyz_valid.pt",
+      "valid_axes": [
+        "T",
+        "hand",
+        "keypoint"
+      ],
+      "keypoint_schema": "mano21/v1",
+      "unit": "m",
+      "valid_policy": {
+        "revision": "usable-annotation-2026-09-20",
+        "meaning": "annotation usable for supervision, not merely record presence",
+        "source_rule": "Per-hand hand_pose flag equals 1, broadcast to that hand's 21 source points independently of MANO",
+        "source_locator": {
+          "frames_ref": "camera/frames.jsonl",
+          "source_field": "component_sources"
+        },
+        "scope": [
+          "T",
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+        "numerical_checks": "Schema shape, finite valid floats, SE(3) where applicable; malformed input aborts",
+        "official_qa": {
+          "status": "not_provided",
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+      "schema_id": "object/rigid/v1",
+      "data_ref": "annotation/object/lotion/pose.pt",
+      "axes": [
+        "T",
+        "row",
+        "column"
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+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
+      },
+      "source_locator": {
+        "frames_ref": "camera/frames.jsonl",
+        "source_field": "component_sources"
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+      "valid_ref": "annotation/object/lotion/pose_valid.pt",
+      "valid_axes": [
+        "T"
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+      "convention": "T_camera_from_object",
+      "unit": "m",
+      "valid_policy": {
+        "revision": "usable-annotation-2026-09-20",
+        "meaning": "annotation usable for supervision, not merely record presence",
+        "source_rule": "Source obj_pose_rt class equals this nonzero object class",
+        "source_locator": {
+          "frames_ref": "camera/frames.jsonl",
+          "source_field": "component_sources"
+        },
+        "scope": [
+          "T"
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+        "numerical_checks": "Schema shape, finite valid floats, SE(3) where applicable; malformed input aborts",
+        "official_qa": {
+          "status": "not_provided",
+          "reason": "No separate applicable official QA in selected source inputs"
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+        "local_exclusion_reasons": {},
+        "visibility_independent": true
+      }
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+      "available": true,
+      "schema_id": "object_keypoints/camera/v1",
+      "data_ref": "annotation/object/lotion/keypoints/xyz.pt",
+      "axes": [
+        "T",
+        "keypoint",
+        "coordinate"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
+      },
+      "source_locator": {
+        "frames_ref": "camera/frames.jsonl",
+        "source_field": "component_sources"
+      },
+      "valid_ref": "annotation/object/lotion/keypoints/xyz_valid.pt",
+      "valid_axes": [
+        "T",
+        "keypoint"
+      ],
+      "keypoint_schema": "H2O_official_object21",
+      "keypoint_names": [
+        "center",
+        "corner_0",
+        "corner_1",
+        "corner_2",
+        "corner_3",
+        "corner_4",
+        "corner_5",
+        "corner_6",
+        "corner_7",
+        "edge_midpoint_0",
+        "edge_midpoint_1",
+        "edge_midpoint_2",
+        "edge_midpoint_3",
+        "edge_midpoint_4",
+        "edge_midpoint_5",
+        "edge_midpoint_6",
+        "edge_midpoint_7",
+        "edge_midpoint_8",
+        "edge_midpoint_9",
+        "edge_midpoint_10",
+        "edge_midpoint_11"
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+      "source_order": "official obj_point_order.jpg: center, 8 corners, 12 edge midpoints",
+      "unit": "m",
+      "valid_policy": {
+        "revision": "usable-annotation-2026-09-20",
+        "meaning": "annotation usable for supervision, not merely record presence",
+        "source_rule": "Source obj_pose class equals this nonzero object class, broadcast to its 21 points",
+        "source_locator": {
+          "frames_ref": "camera/frames.jsonl",
+          "source_field": "component_sources"
+        },
+        "scope": [
+          "T",
+          "keypoint"
+        ],
+        "numerical_checks": "Schema shape, finite valid floats, SE(3) where applicable; malformed input aborts",
+        "official_qa": {
+          "status": "not_provided",
+          "reason": "No separate applicable official QA in selected source inputs"
+        },
+        "local_excluded_frame_indices": [],
+        "local_exclusion_reasons": {},
+        "visibility_independent": true
+      }
+    },
+    "mesh_lotion": {
+      "available": true,
+      "schema_id": "mesh/obj/v1",
+      "data_ref": "annotation/object/lotion/assets/lotion.obj",
+      "axes": [
+        "vertex"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
+      },
+      "source_locator": {
+        "file": "/data/xuzhefeng/Datasets/Hand-Datasets-Raw/H2O/raw/data/object.zip",
+        "member": "object/lotion/lotion.obj"
+      },
+      "valid": true,
+      "unit": "m"
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+    "depth": {
+      "available": true,
+      "schema_id": "depth/z_float32/v1",
+      "data_ref": "observation/depth.mkv",
+      "axes": [
+        "T",
+        "height",
+        "width"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
+      },
+      "source_locator": {
+        "frames_ref": "camera/frames.jsonl",
+        "source_field": "component_sources.depth",
+        "definition": "https://github.com/taeinkwon/h2oplayer/blob/main/utils.py",
+        "conversion": "registered millimetre camera-Z to metres; no viewer range clipping"
+      },
+      "storage": {
+        "profile": "mkv/depth_float32_bits/v1",
+        "codec": "ffv1",
+        "pixel_format": "gray16le",
+        "encoded_size": [
+          2560,
+          720
+        ],
+        "decoder": {
+          "name": "ffmpeg",
+          "version": "ffmpeg version 6.1.1-3ubuntu5 Copyright (c) 2000-2023 the FFmpeg developers",
+          "autorotate": false,
+          "color_space": "unknown",
+          "color_range": "unknown",
+          "color_primaries": "unknown",
+          "color_transfer": "unknown"
+        },
+        "encoder_parameters": {
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+          "name": "ffv1",
+          "arguments": [
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+        "source_lossy": false,
+        "storage_fps": 30,
+        "timebase_role": "index_only"
+      },
+      "valid_storage": {
+        "profile": "mkv/bool_ffv1/v1",
+        "codec": "ffv1",
+        "pixel_format": "gray",
+        "encoded_size": [
+          1280,
+          720
+        ],
+        "decoder": {
+          "name": "ffmpeg",
+          "version": "ffmpeg version 6.1.1-3ubuntu5 Copyright (c) 2000-2023 the FFmpeg developers",
+          "autorotate": false,
+          "color_space": "unknown",
+          "color_range": "unknown",
+          "color_primaries": "unknown",
+          "color_transfer": "unknown"
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+        "encoder_parameters": {
+          "version": "ffmpeg version 6.1.1-3ubuntu5 Copyright (c) 2000-2023 the FFmpeg developers",
+          "name": "ffv1",
+          "arguments": [
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+            "16"
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+        "storage_fps": 30,
+        "timebase_role": "index_only"
+      },
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+      "valid_axes": [
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+        "height",
+        "width"
+      ],
+      "unit": "m",
+      "depth_type": "z",
+      "depth_origin": "measured",
+      "invalid_value": "NaN"
+    },
+    "segment": {
+      "available": false,
+      "reason": "H2O provides no native segmentation; rendering deferred to v2.0",
+      "status": "source_missing"
+    },
+    "relations": {
+      "available": false,
+      "reason": "No source contact/grasp annotation",
+      "status": "source_missing"
+    }
+  },
+  "split": "test",
+  "view_type": "exo",
+  "split_scheme": "official_action_split",
+  "split_source_locator": {
+    "file": "/data/xuzhefeng/Datasets/Hand-Datasets-Raw/H2O/raw/data/label_split.zip",
+    "member": "label_split/action_test.txt",
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+}
diff --git a/H2O/shared-v1.0/data/subject4_k2_3/cam3/observation/depth.mkv b/H2O/shared-v1.0/data/subject4_k2_3/cam3/observation/depth.mkv
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+version https://git-lfs.github.com/spec/v1
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+size 482295726
diff --git a/H2O/shared-v1.0/data/subject4_k2_3/cam3/observation/depth_valid.mkv b/H2O/shared-v1.0/data/subject4_k2_3/cam3/observation/depth_valid.mkv
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diff --git a/H2O/shared-v1.0/data/subject4_k2_3/cam3/observation/rgb.mkv b/H2O/shared-v1.0/data/subject4_k2_3/cam3/observation/rgb.mkv
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diff --git a/H2O/shared-v1.0/data/subject4_k2_3/cam3/observation/rgb_valid.pt b/H2O/shared-v1.0/data/subject4_k2_3/cam3/observation/rgb_valid.pt
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diff --git a/H2O/shared-v1.0/data/subject4_k2_3/cam4/annotation/keypoints/xyz.pt b/H2O/shared-v1.0/data/subject4_k2_3/cam4/annotation/keypoints/xyz.pt
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diff --git a/H2O/shared-v1.0/data/subject4_k2_3/cam4/annotation/keypoints/xyz_valid.pt b/H2O/shared-v1.0/data/subject4_k2_3/cam4/annotation/keypoints/xyz_valid.pt
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diff --git a/H2O/shared-v1.0/data/subject4_k2_3/cam4/annotation/mano/motion.pt b/H2O/shared-v1.0/data/subject4_k2_3/cam4/annotation/mano/motion.pt
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diff --git a/H2O/shared-v1.0/data/subject4_k2_3/cam4/annotation/mano/motion_valid.pt b/H2O/shared-v1.0/data/subject4_k2_3/cam4/annotation/mano/motion_valid.pt
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diff --git a/H2O/shared-v1.0/data/subject4_k2_3/cam4/annotation/object/lotion/assets/lotion.mtl b/H2O/shared-v1.0/data/subject4_k2_3/cam4/annotation/object/lotion/assets/lotion.mtl
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index 0000000000000000000000000000000000000000..c3c9aed35ba48d3710c3ce99a4a143c71f77a168
--- /dev/null
+++ b/H2O/shared-v1.0/data/subject4_k2_3/cam4/annotation/object/lotion/assets/lotion.mtl
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+# Blender MTL File: 'lotion.blend'
+# Material Count: 1
+
+newmtl Material.007
+Ns 225.000000
+Ka 1.000000 1.000000 1.000000
+Kd 0.800000 0.800000 0.800000
+Ks 0.000000 0.000000 0.000000
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diff --git a/H2O/shared-v1.0/data/subject4_k2_3/cam4/annotation/object/lotion/assets/lotion.obj b/H2O/shared-v1.0/data/subject4_k2_3/cam4/annotation/object/lotion/assets/lotion.obj
new file mode 100644
index 0000000000000000000000000000000000000000..28f10d60e02afcf5da29667b60670335f6a91b72
--- /dev/null
+++ b/H2O/shared-v1.0/data/subject4_k2_3/cam4/annotation/object/lotion/assets/lotion.obj
@@ -0,0 +1,16473 @@
+# Blender v2.82 (sub 7) OBJ File: 'lotion.blend'
+# www.blender.org
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+        "T",
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+      ],
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+        "corner_0",
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+        "corner_4",
+        "corner_5",
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+        "corner_7",
+        "edge_midpoint_0",
+        "edge_midpoint_1",
+        "edge_midpoint_2",
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+        "revision": "usable-annotation-2026-09-20",
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+        "width"
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+      "provenance": {
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+        "method": "Copy source annotation; normalize storage only"
+      },
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+        "codec": "ffv1",
+        "pixel_format": "gray16le",
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+          "color_space": "unknown",
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+          "color_transfer": "unknown"
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+        "pixel_format": "gray",
+        "encoded_size": [
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+          720
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+      "reason": "No source contact/grasp annotation",
+      "status": "source_missing"
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+  "split": "test",
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diff --git a/H2O/shared-v1.0/data/subject4_k2_4/cam0/annotation/object/chips/assets/chips.obj b/H2O/shared-v1.0/data/subject4_k2_4/cam0/annotation/object/chips/assets/chips.obj
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+# Blender v2.82 (sub 7) OBJ File: 'pringles.blend'
+# www.blender.org
+mtllib pringles.mtl
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+# Material Count: 1
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+{
+  "object_id": "chips",
+  "identity_scope": "sequence",
+  "scope_id": "subject4_k2_4",
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+}
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+        "keypoint",
+        "coordinate"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
+      },
+      "source_locator": {
+        "frames_ref": "camera/frames.jsonl",
+        "source_field": "component_sources"
+      },
+      "valid_ref": "annotation/keypoints/xyz_valid.pt",
+      "valid_axes": [
+        "T",
+        "hand",
+        "keypoint"
+      ],
+      "keypoint_schema": "mano21/v1",
+      "unit": "m",
+      "valid_policy": {
+        "revision": "usable-annotation-2026-09-20",
+        "meaning": "annotation usable for supervision, not merely record presence",
+        "source_rule": "Per-hand hand_pose flag equals 1, broadcast to that hand's 21 source points independently of MANO",
+        "source_locator": {
+          "frames_ref": "camera/frames.jsonl",
+          "source_field": "component_sources"
+        },
+        "scope": [
+          "T",
+          "hand",
+          "keypoint"
+        ],
+        "numerical_checks": "Schema shape, finite valid floats, SE(3) where applicable; malformed input aborts",
+        "official_qa": {
+          "status": "not_provided",
+          "reason": "No separate applicable official QA in selected source inputs"
+        },
+        "local_excluded_frame_indices": [],
+        "local_exclusion_reasons": {},
+        "visibility_independent": true
+      }
+    },
+    "pose_chips": {
+      "available": true,
+      "schema_id": "object/rigid/v1",
+      "data_ref": "annotation/object/chips/pose.pt",
+      "axes": [
+        "T",
+        "row",
+        "column"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
+      },
+      "source_locator": {
+        "frames_ref": "camera/frames.jsonl",
+        "source_field": "component_sources"
+      },
+      "valid_ref": "annotation/object/chips/pose_valid.pt",
+      "valid_axes": [
+        "T"
+      ],
+      "convention": "T_camera_from_object",
+      "unit": "m",
+      "valid_policy": {
+        "revision": "usable-annotation-2026-09-20",
+        "meaning": "annotation usable for supervision, not merely record presence",
+        "source_rule": "Source obj_pose_rt class equals this nonzero object class",
+        "source_locator": {
+          "frames_ref": "camera/frames.jsonl",
+          "source_field": "component_sources"
+        },
+        "scope": [
+          "T"
+        ],
+        "numerical_checks": "Schema shape, finite valid floats, SE(3) where applicable; malformed input aborts",
+        "official_qa": {
+          "status": "not_provided",
+          "reason": "No separate applicable official QA in selected source inputs"
+        },
+        "local_excluded_frame_indices": [],
+        "local_exclusion_reasons": {},
+        "visibility_independent": true
+      }
+    },
+    "points_chips": {
+      "available": true,
+      "schema_id": "object_keypoints/camera/v1",
+      "data_ref": "annotation/object/chips/keypoints/xyz.pt",
+      "axes": [
+        "T",
+        "keypoint",
+        "coordinate"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
+      },
+      "source_locator": {
+        "frames_ref": "camera/frames.jsonl",
+        "source_field": "component_sources"
+      },
+      "valid_ref": "annotation/object/chips/keypoints/xyz_valid.pt",
+      "valid_axes": [
+        "T",
+        "keypoint"
+      ],
+      "keypoint_schema": "H2O_official_object21",
+      "keypoint_names": [
+        "center",
+        "corner_0",
+        "corner_1",
+        "corner_2",
+        "corner_3",
+        "corner_4",
+        "corner_5",
+        "corner_6",
+        "corner_7",
+        "edge_midpoint_0",
+        "edge_midpoint_1",
+        "edge_midpoint_2",
+        "edge_midpoint_3",
+        "edge_midpoint_4",
+        "edge_midpoint_5",
+        "edge_midpoint_6",
+        "edge_midpoint_7",
+        "edge_midpoint_8",
+        "edge_midpoint_9",
+        "edge_midpoint_10",
+        "edge_midpoint_11"
+      ],
+      "source_order": "official obj_point_order.jpg: center, 8 corners, 12 edge midpoints",
+      "unit": "m",
+      "valid_policy": {
+        "revision": "usable-annotation-2026-09-20",
+        "meaning": "annotation usable for supervision, not merely record presence",
+        "source_rule": "Source obj_pose class equals this nonzero object class, broadcast to its 21 points",
+        "source_locator": {
+          "frames_ref": "camera/frames.jsonl",
+          "source_field": "component_sources"
+        },
+        "scope": [
+          "T",
+          "keypoint"
+        ],
+        "numerical_checks": "Schema shape, finite valid floats, SE(3) where applicable; malformed input aborts",
+        "official_qa": {
+          "status": "not_provided",
+          "reason": "No separate applicable official QA in selected source inputs"
+        },
+        "local_excluded_frame_indices": [],
+        "local_exclusion_reasons": {},
+        "visibility_independent": true
+      }
+    },
+    "mesh_chips": {
+      "available": true,
+      "schema_id": "mesh/obj/v1",
+      "data_ref": "annotation/object/chips/assets/chips.obj",
+      "axes": [
+        "vertex"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
+      },
+      "source_locator": {
+        "file": "/data/xuzhefeng/Datasets/Hand-Datasets-Raw/H2O/raw/data/object.zip",
+        "member": "object/chips/chips.obj"
+      },
+      "valid": true,
+      "unit": "m"
+    },
+    "depth": {
+      "available": true,
+      "schema_id": "depth/z_float32/v1",
+      "data_ref": "observation/depth.mkv",
+      "axes": [
+        "T",
+        "height",
+        "width"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
+      },
+      "source_locator": {
+        "frames_ref": "camera/frames.jsonl",
+        "source_field": "component_sources.depth",
+        "definition": "https://github.com/taeinkwon/h2oplayer/blob/main/utils.py",
+        "conversion": "registered millimetre camera-Z to metres; no viewer range clipping"
+      },
+      "storage": {
+        "profile": "mkv/depth_float32_bits/v1",
+        "codec": "ffv1",
+        "pixel_format": "gray16le",
+        "encoded_size": [
+          2560,
+          720
+        ],
+        "decoder": {
+          "name": "ffmpeg",
+          "version": "ffmpeg version 6.1.1-3ubuntu5 Copyright (c) 2000-2023 the FFmpeg developers",
+          "autorotate": false,
+          "color_space": "unknown",
+          "color_range": "unknown",
+          "color_primaries": "unknown",
+          "color_transfer": "unknown"
+        },
+        "encoder_parameters": {
+          "version": "ffmpeg version 6.1.1-3ubuntu5 Copyright (c) 2000-2023 the FFmpeg developers",
+          "name": "ffv1",
+          "arguments": [
+            "-level",
+            "3",
+            "-slices",
+            "16"
+          ],
+          "threads": 10
+        },
+        "source_lossy": false,
+        "storage_fps": 30,
+        "timebase_role": "index_only"
+      },
+      "valid_storage": {
+        "profile": "mkv/bool_ffv1/v1",
+        "codec": "ffv1",
+        "pixel_format": "gray",
+        "encoded_size": [
+          1280,
+          720
+        ],
+        "decoder": {
+          "name": "ffmpeg",
+          "version": "ffmpeg version 6.1.1-3ubuntu5 Copyright (c) 2000-2023 the FFmpeg developers",
+          "autorotate": false,
+          "color_space": "unknown",
+          "color_range": "unknown",
+          "color_primaries": "unknown",
+          "color_transfer": "unknown"
+        },
+        "encoder_parameters": {
+          "version": "ffmpeg version 6.1.1-3ubuntu5 Copyright (c) 2000-2023 the FFmpeg developers",
+          "name": "ffv1",
+          "arguments": [
+            "-level",
+            "3",
+            "-slices",
+            "16"
+          ],
+          "threads": 10
+        },
+        "source_lossy": false,
+        "storage_fps": 30,
+        "timebase_role": "index_only"
+      },
+      "valid_ref": "observation/depth_valid.mkv",
+      "valid_axes": [
+        "T",
+        "height",
+        "width"
+      ],
+      "unit": "m",
+      "depth_type": "z",
+      "depth_origin": "measured",
+      "invalid_value": "NaN"
+    },
+    "segment": {
+      "available": false,
+      "reason": "H2O provides no native segmentation; rendering deferred to v2.0",
+      "status": "source_missing"
+    },
+    "relations": {
+      "available": false,
+      "reason": "No source contact/grasp annotation",
+      "status": "source_missing"
+    }
+  },
+  "split": "test",
+  "view_type": "exo",
+  "split_scheme": "official_action_split",
+  "split_source_locator": {
+    "file": "/data/xuzhefeng/Datasets/Hand-Datasets-Raw/H2O/raw/data/label_split.zip",
+    "member": "label_split/action_test.txt",
+    "record": 146
+  }
+}
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+      "keypoint_names": [
+        "center",
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+        "corner_2",
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+        "corner_4",
+        "corner_5",
+        "corner_6",
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+        "edge_midpoint_0",
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+        "edge_midpoint_2",
+        "edge_midpoint_3",
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+        "edge_midpoint_8",
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+        "official_qa": {
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+        "vertex"
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+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
+      },
+      "source_locator": {
+        "file": "/data/xuzhefeng/Datasets/Hand-Datasets-Raw/H2O/raw/data/object.zip",
+        "member": "object/chips/chips.obj"
+      },
+      "valid": true,
+      "unit": "m"
+    },
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+      "available": true,
+      "schema_id": "depth/z_float32/v1",
+      "data_ref": "observation/depth.mkv",
+      "axes": [
+        "T",
+        "height",
+        "width"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
+      },
+      "source_locator": {
+        "frames_ref": "camera/frames.jsonl",
+        "source_field": "component_sources.depth",
+        "definition": "https://github.com/taeinkwon/h2oplayer/blob/main/utils.py",
+        "conversion": "registered millimetre camera-Z to metres; no viewer range clipping"
+      },
+      "storage": {
+        "profile": "mkv/depth_float32_bits/v1",
+        "codec": "ffv1",
+        "pixel_format": "gray16le",
+        "encoded_size": [
+          2560,
+          720
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+        "decoder": {
+          "name": "ffmpeg",
+          "version": "ffmpeg version 6.1.1-3ubuntu5 Copyright (c) 2000-2023 the FFmpeg developers",
+          "autorotate": false,
+          "color_space": "unknown",
+          "color_range": "unknown",
+          "color_primaries": "unknown",
+          "color_transfer": "unknown"
+        },
+        "encoder_parameters": {
+          "version": "ffmpeg version 6.1.1-3ubuntu5 Copyright (c) 2000-2023 the FFmpeg developers",
+          "name": "ffv1",
+          "arguments": [
+            "-level",
+            "3",
+            "-slices",
+            "16"
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+          "threads": 10
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+        "source_lossy": false,
+        "storage_fps": 30,
+        "timebase_role": "index_only"
+      },
+      "valid_storage": {
+        "profile": "mkv/bool_ffv1/v1",
+        "codec": "ffv1",
+        "pixel_format": "gray",
+        "encoded_size": [
+          1280,
+          720
+        ],
+        "decoder": {
+          "name": "ffmpeg",
+          "version": "ffmpeg version 6.1.1-3ubuntu5 Copyright (c) 2000-2023 the FFmpeg developers",
+          "autorotate": false,
+          "color_space": "unknown",
+          "color_range": "unknown",
+          "color_primaries": "unknown",
+          "color_transfer": "unknown"
+        },
+        "encoder_parameters": {
+          "version": "ffmpeg version 6.1.1-3ubuntu5 Copyright (c) 2000-2023 the FFmpeg developers",
+          "name": "ffv1",
+          "arguments": [
+            "-level",
+            "3",
+            "-slices",
+            "16"
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+          "threads": 10
+        },
+        "source_lossy": false,
+        "storage_fps": 30,
+        "timebase_role": "index_only"
+      },
+      "valid_ref": "observation/depth_valid.mkv",
+      "valid_axes": [
+        "T",
+        "height",
+        "width"
+      ],
+      "unit": "m",
+      "depth_type": "z",
+      "depth_origin": "measured",
+      "invalid_value": "NaN"
+    },
+    "segment": {
+      "available": false,
+      "reason": "H2O provides no native segmentation; rendering deferred to v2.0",
+      "status": "source_missing"
+    },
+    "relations": {
+      "available": false,
+      "reason": "No source contact/grasp annotation",
+      "status": "source_missing"
+    }
+  },
+  "split": "test",
+  "view_type": "exo",
+  "split_scheme": "official_action_split",
+  "split_source_locator": {
+    "file": "/data/xuzhefeng/Datasets/Hand-Datasets-Raw/H2O/raw/data/label_split.zip",
+    "member": "label_split/action_test.txt",
+    "record": 146
+  }
+}
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+{
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+  "dataset_id": "H2O",
+  "release_id": "shared-v1.0",
+  "sequence_id": "subject4_k2_4",
+  "camera_id": "cam2",
+  "sample_type": "video",
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+  "hand_slots": [
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+    "right"
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+      "views": null
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+        "width",
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+          720
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+        "row",
+        "column"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
+      },
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+      "valid_axes": [
+        "T"
+      ]
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+      "available": true,
+      "schema_id": "transform/se3/v1",
+      "data_ref": "camera/extrinsic.pt",
+      "axes": [
+        "T",
+        "row",
+        "column"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
+      },
+      "source_locator": {
+        "frames_ref": "camera/frames.jsonl",
+        "source_field": "component_sources"
+      },
+      "valid_ref": "camera/extrinsic_valid.pt",
+      "valid_axes": [
+        "T"
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+      "data_ref": "annotation/mano/motion.pt",
+      "axes": [
+        "T",
+        "hand",
+        "parameter"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
+      },
+      "source_locator": {
+        "frames_ref": "camera/frames.jsonl",
+        "source_field": "component_sources"
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+      "valid_ref": "annotation/mano/motion_valid.pt",
+      "valid_axes": [
+        "T",
+        "hand"
+      ],
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+        "flat_hand_mean": true,
+        "left_shapedirs_correction": "not_applied",
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+            "sha256": "c4022f7083f2ca7c78b2b3d595abbab52debd32b09d372b16923a801f0ea6a30"
+          },
+          "right": {
+            "file": "MANO_RIGHT.pkl",
+            "sha256": "45d60aa3b27ef9107a7afd4e00808f307fd91111e1cfa35afd5c4a62de264767"
+          }
+        }
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+        "revision": "usable-annotation-2026-09-20",
+        "meaning": "annotation usable for supervision, not merely record presence",
+        "source_rule": "Per-hand hand_pose_mano flag equals 1; corresponding side model available",
+        "source_locator": {
+          "frames_ref": "camera/frames.jsonl",
+          "source_field": "component_sources"
+        },
+        "scope": [
+          "T",
+          "hand"
+        ],
+        "numerical_checks": "Schema shape, finite valid floats, SE(3) where applicable; malformed input aborts",
+        "official_qa": {
+          "status": "not_provided",
+          "reason": "No separate applicable official QA in selected source inputs"
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+        "local_exclusion_reasons": {},
+        "visibility_independent": true
+      }
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+      "available": true,
+      "schema_id": "keypoints/xyz/v1",
+      "data_ref": "annotation/keypoints/xyz.pt",
+      "axes": [
+        "T",
+        "hand",
+        "keypoint",
+        "coordinate"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
+      },
+      "source_locator": {
+        "frames_ref": "camera/frames.jsonl",
+        "source_field": "component_sources"
+      },
+      "valid_ref": "annotation/keypoints/xyz_valid.pt",
+      "valid_axes": [
+        "T",
+        "hand",
+        "keypoint"
+      ],
+      "keypoint_schema": "mano21/v1",
+      "unit": "m",
+      "valid_policy": {
+        "revision": "usable-annotation-2026-09-20",
+        "meaning": "annotation usable for supervision, not merely record presence",
+        "source_rule": "Per-hand hand_pose flag equals 1, broadcast to that hand's 21 source points independently of MANO",
+        "source_locator": {
+          "frames_ref": "camera/frames.jsonl",
+          "source_field": "component_sources"
+        },
+        "scope": [
+          "T",
+          "hand",
+          "keypoint"
+        ],
+        "numerical_checks": "Schema shape, finite valid floats, SE(3) where applicable; malformed input aborts",
+        "official_qa": {
+          "status": "not_provided",
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+        "local_exclusion_reasons": {},
+        "visibility_independent": true
+      }
+    },
+    "pose_chips": {
+      "available": true,
+      "schema_id": "object/rigid/v1",
+      "data_ref": "annotation/object/chips/pose.pt",
+      "axes": [
+        "T",
+        "row",
+        "column"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
+      },
+      "source_locator": {
+        "frames_ref": "camera/frames.jsonl",
+        "source_field": "component_sources"
+      },
+      "valid_ref": "annotation/object/chips/pose_valid.pt",
+      "valid_axes": [
+        "T"
+      ],
+      "convention": "T_camera_from_object",
+      "unit": "m",
+      "valid_policy": {
+        "revision": "usable-annotation-2026-09-20",
+        "meaning": "annotation usable for supervision, not merely record presence",
+        "source_rule": "Source obj_pose_rt class equals this nonzero object class",
+        "source_locator": {
+          "frames_ref": "camera/frames.jsonl",
+          "source_field": "component_sources"
+        },
+        "scope": [
+          "T"
+        ],
+        "numerical_checks": "Schema shape, finite valid floats, SE(3) where applicable; malformed input aborts",
+        "official_qa": {
+          "status": "not_provided",
+          "reason": "No separate applicable official QA in selected source inputs"
+        },
+        "local_excluded_frame_indices": [],
+        "local_exclusion_reasons": {},
+        "visibility_independent": true
+      }
+    },
+    "points_chips": {
+      "available": true,
+      "schema_id": "object_keypoints/camera/v1",
+      "data_ref": "annotation/object/chips/keypoints/xyz.pt",
+      "axes": [
+        "T",
+        "keypoint",
+        "coordinate"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
+      },
+      "source_locator": {
+        "frames_ref": "camera/frames.jsonl",
+        "source_field": "component_sources"
+      },
+      "valid_ref": "annotation/object/chips/keypoints/xyz_valid.pt",
+      "valid_axes": [
+        "T",
+        "keypoint"
+      ],
+      "keypoint_schema": "H2O_official_object21",
+      "keypoint_names": [
+        "center",
+        "corner_0",
+        "corner_1",
+        "corner_2",
+        "corner_3",
+        "corner_4",
+        "corner_5",
+        "corner_6",
+        "corner_7",
+        "edge_midpoint_0",
+        "edge_midpoint_1",
+        "edge_midpoint_2",
+        "edge_midpoint_3",
+        "edge_midpoint_4",
+        "edge_midpoint_5",
+        "edge_midpoint_6",
+        "edge_midpoint_7",
+        "edge_midpoint_8",
+        "edge_midpoint_9",
+        "edge_midpoint_10",
+        "edge_midpoint_11"
+      ],
+      "source_order": "official obj_point_order.jpg: center, 8 corners, 12 edge midpoints",
+      "unit": "m",
+      "valid_policy": {
+        "revision": "usable-annotation-2026-09-20",
+        "meaning": "annotation usable for supervision, not merely record presence",
+        "source_rule": "Source obj_pose class equals this nonzero object class, broadcast to its 21 points",
+        "source_locator": {
+          "frames_ref": "camera/frames.jsonl",
+          "source_field": "component_sources"
+        },
+        "scope": [
+          "T",
+          "keypoint"
+        ],
+        "numerical_checks": "Schema shape, finite valid floats, SE(3) where applicable; malformed input aborts",
+        "official_qa": {
+          "status": "not_provided",
+          "reason": "No separate applicable official QA in selected source inputs"
+        },
+        "local_excluded_frame_indices": [],
+        "local_exclusion_reasons": {},
+        "visibility_independent": true
+      }
+    },
+    "mesh_chips": {
+      "available": true,
+      "schema_id": "mesh/obj/v1",
+      "data_ref": "annotation/object/chips/assets/chips.obj",
+      "axes": [
+        "vertex"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
+      },
+      "source_locator": {
+        "file": "/data/xuzhefeng/Datasets/Hand-Datasets-Raw/H2O/raw/data/object.zip",
+        "member": "object/chips/chips.obj"
+      },
+      "valid": true,
+      "unit": "m"
+    },
+    "depth": {
+      "available": true,
+      "schema_id": "depth/z_float32/v1",
+      "data_ref": "observation/depth.mkv",
+      "axes": [
+        "T",
+        "height",
+        "width"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
+      },
+      "source_locator": {
+        "frames_ref": "camera/frames.jsonl",
+        "source_field": "component_sources.depth",
+        "definition": "https://github.com/taeinkwon/h2oplayer/blob/main/utils.py",
+        "conversion": "registered millimetre camera-Z to metres; no viewer range clipping"
+      },
+      "storage": {
+        "profile": "mkv/depth_float32_bits/v1",
+        "codec": "ffv1",
+        "pixel_format": "gray16le",
+        "encoded_size": [
+          2560,
+          720
+        ],
+        "decoder": {
+          "name": "ffmpeg",
+          "version": "ffmpeg version 6.1.1-3ubuntu5 Copyright (c) 2000-2023 the FFmpeg developers",
+          "autorotate": false,
+          "color_space": "unknown",
+          "color_range": "unknown",
+          "color_primaries": "unknown",
+          "color_transfer": "unknown"
+        },
+        "encoder_parameters": {
+          "version": "ffmpeg version 6.1.1-3ubuntu5 Copyright (c) 2000-2023 the FFmpeg developers",
+          "name": "ffv1",
+          "arguments": [
+            "-level",
+            "3",
+            "-slices",
+            "16"
+          ],
+          "threads": 10
+        },
+        "source_lossy": false,
+        "storage_fps": 30,
+        "timebase_role": "index_only"
+      },
+      "valid_storage": {
+        "profile": "mkv/bool_ffv1/v1",
+        "codec": "ffv1",
+        "pixel_format": "gray",
+        "encoded_size": [
+          1280,
+          720
+        ],
+        "decoder": {
+          "name": "ffmpeg",
+          "version": "ffmpeg version 6.1.1-3ubuntu5 Copyright (c) 2000-2023 the FFmpeg developers",
+          "autorotate": false,
+          "color_space": "unknown",
+          "color_range": "unknown",
+          "color_primaries": "unknown",
+          "color_transfer": "unknown"
+        },
+        "encoder_parameters": {
+          "version": "ffmpeg version 6.1.1-3ubuntu5 Copyright (c) 2000-2023 the FFmpeg developers",
+          "name": "ffv1",
+          "arguments": [
+            "-level",
+            "3",
+            "-slices",
+            "16"
+          ],
+          "threads": 10
+        },
+        "source_lossy": false,
+        "storage_fps": 30,
+        "timebase_role": "index_only"
+      },
+      "valid_ref": "observation/depth_valid.mkv",
+      "valid_axes": [
+        "T",
+        "height",
+        "width"
+      ],
+      "unit": "m",
+      "depth_type": "z",
+      "depth_origin": "measured",
+      "invalid_value": "NaN"
+    },
+    "segment": {
+      "available": false,
+      "reason": "H2O provides no native segmentation; rendering deferred to v2.0",
+      "status": "source_missing"
+    },
+    "relations": {
+      "available": false,
+      "reason": "No source contact/grasp annotation",
+      "status": "source_missing"
+    }
+  },
+  "split": "test",
+  "view_type": "exo",
+  "split_scheme": "official_action_split",
+  "split_source_locator": {
+    "file": "/data/xuzhefeng/Datasets/Hand-Datasets-Raw/H2O/raw/data/label_split.zip",
+    "member": "label_split/action_test.txt",
+    "record": 146
+  }
+}
diff --git a/H2O/shared-v1.0/data/subject4_k2_4/cam2/observation/depth.mkv b/H2O/shared-v1.0/data/subject4_k2_4/cam2/observation/depth.mkv
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+version https://git-lfs.github.com/spec/v1
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+version https://git-lfs.github.com/spec/v1
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diff --git a/H2O/shared-v1.0/data/subject4_k2_4/cam2/observation/rgb.mkv b/H2O/shared-v1.0/data/subject4_k2_4/cam2/observation/rgb.mkv
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+version https://git-lfs.github.com/spec/v1
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diff --git a/H2O/shared-v1.0/data/subject4_k2_4/cam2/observation/rgb_valid.pt b/H2O/shared-v1.0/data/subject4_k2_4/cam2/observation/rgb_valid.pt
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+version https://git-lfs.github.com/spec/v1
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diff --git a/H2O/shared-v1.0/data/subject4_k2_4/cam3/annotation/keypoints/xyz.pt b/H2O/shared-v1.0/data/subject4_k2_4/cam3/annotation/keypoints/xyz.pt
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+version https://git-lfs.github.com/spec/v1
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diff --git a/H2O/shared-v1.0/data/subject4_k2_4/cam3/annotation/keypoints/xyz_valid.pt b/H2O/shared-v1.0/data/subject4_k2_4/cam3/annotation/keypoints/xyz_valid.pt
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+version https://git-lfs.github.com/spec/v1
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diff --git a/H2O/shared-v1.0/data/subject4_k2_4/cam3/annotation/mano/motion.pt b/H2O/shared-v1.0/data/subject4_k2_4/cam3/annotation/mano/motion.pt
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+version https://git-lfs.github.com/spec/v1
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diff --git a/H2O/shared-v1.0/data/subject4_k2_4/cam3/annotation/object/chips/assets/chips.obj b/H2O/shared-v1.0/data/subject4_k2_4/cam3/annotation/object/chips/assets/chips.obj
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index 0000000000000000000000000000000000000000..2da2f3334c507e9cb71943aab113985722840def
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+++ b/H2O/shared-v1.0/data/subject4_k2_4/cam3/annotation/object/chips/assets/chips.obj
@@ -0,0 +1,15323 @@
+# Blender v2.82 (sub 7) OBJ File: 'pringles.blend'
+# www.blender.org
+mtllib pringles.mtl
+o pringles_simple
+v 0.030685 -0.017269 -0.099076
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+{
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+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
+      },
+      "source_locator": {
+        "frames_ref": "camera/frames.jsonl",
+        "source_field": "component_sources"
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+      "valid_ref": "annotation/keypoints/xyz_valid.pt",
+      "valid_axes": [
+        "T",
+        "hand",
+        "keypoint"
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+      "valid_policy": {
+        "revision": "usable-annotation-2026-09-20",
+        "meaning": "annotation usable for supervision, not merely record presence",
+        "source_rule": "Per-hand hand_pose flag equals 1, broadcast to that hand's 21 source points independently of MANO",
+        "source_locator": {
+          "frames_ref": "camera/frames.jsonl",
+          "source_field": "component_sources"
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+          "T",
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+          "reason": "No separate applicable official QA in selected source inputs"
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+        "local_exclusion_reasons": {},
+        "visibility_independent": true
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+      "schema_id": "object/rigid/v1",
+      "data_ref": "annotation/object/chips/pose.pt",
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+        "T",
+        "row",
+        "column"
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+        "method": "Copy source annotation; normalize storage only"
+      },
+      "source_locator": {
+        "frames_ref": "camera/frames.jsonl",
+        "source_field": "component_sources"
+      },
+      "valid_ref": "annotation/object/chips/pose_valid.pt",
+      "valid_axes": [
+        "T"
+      ],
+      "convention": "T_camera_from_object",
+      "unit": "m",
+      "valid_policy": {
+        "revision": "usable-annotation-2026-09-20",
+        "meaning": "annotation usable for supervision, not merely record presence",
+        "source_rule": "Source obj_pose_rt class equals this nonzero object class",
+        "source_locator": {
+          "frames_ref": "camera/frames.jsonl",
+          "source_field": "component_sources"
+        },
+        "scope": [
+          "T"
+        ],
+        "numerical_checks": "Schema shape, finite valid floats, SE(3) where applicable; malformed input aborts",
+        "official_qa": {
+          "status": "not_provided",
+          "reason": "No separate applicable official QA in selected source inputs"
+        },
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+        "local_exclusion_reasons": {},
+        "visibility_independent": true
+      }
+    },
+    "points_chips": {
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+      "schema_id": "object_keypoints/camera/v1",
+      "data_ref": "annotation/object/chips/keypoints/xyz.pt",
+      "axes": [
+        "T",
+        "keypoint",
+        "coordinate"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
+      },
+      "source_locator": {
+        "frames_ref": "camera/frames.jsonl",
+        "source_field": "component_sources"
+      },
+      "valid_ref": "annotation/object/chips/keypoints/xyz_valid.pt",
+      "valid_axes": [
+        "T",
+        "keypoint"
+      ],
+      "keypoint_schema": "H2O_official_object21",
+      "keypoint_names": [
+        "center",
+        "corner_0",
+        "corner_1",
+        "corner_2",
+        "corner_3",
+        "corner_4",
+        "corner_5",
+        "corner_6",
+        "corner_7",
+        "edge_midpoint_0",
+        "edge_midpoint_1",
+        "edge_midpoint_2",
+        "edge_midpoint_3",
+        "edge_midpoint_4",
+        "edge_midpoint_5",
+        "edge_midpoint_6",
+        "edge_midpoint_7",
+        "edge_midpoint_8",
+        "edge_midpoint_9",
+        "edge_midpoint_10",
+        "edge_midpoint_11"
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+      "source_order": "official obj_point_order.jpg: center, 8 corners, 12 edge midpoints",
+      "unit": "m",
+      "valid_policy": {
+        "revision": "usable-annotation-2026-09-20",
+        "meaning": "annotation usable for supervision, not merely record presence",
+        "source_rule": "Source obj_pose class equals this nonzero object class, broadcast to its 21 points",
+        "source_locator": {
+          "frames_ref": "camera/frames.jsonl",
+          "source_field": "component_sources"
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+          "T",
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+        "numerical_checks": "Schema shape, finite valid floats, SE(3) where applicable; malformed input aborts",
+        "official_qa": {
+          "status": "not_provided",
+          "reason": "No separate applicable official QA in selected source inputs"
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+        "local_exclusion_reasons": {},
+        "visibility_independent": true
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+      "data_ref": "annotation/object/chips/assets/chips.obj",
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+        "vertex"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
+      },
+      "source_locator": {
+        "file": "/data/xuzhefeng/Datasets/Hand-Datasets-Raw/H2O/raw/data/object.zip",
+        "member": "object/chips/chips.obj"
+      },
+      "valid": true,
+      "unit": "m"
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+      "schema_id": "depth/z_float32/v1",
+      "data_ref": "observation/depth.mkv",
+      "axes": [
+        "T",
+        "height",
+        "width"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
+      },
+      "source_locator": {
+        "frames_ref": "camera/frames.jsonl",
+        "source_field": "component_sources.depth",
+        "definition": "https://github.com/taeinkwon/h2oplayer/blob/main/utils.py",
+        "conversion": "registered millimetre camera-Z to metres; no viewer range clipping"
+      },
+      "storage": {
+        "profile": "mkv/depth_float32_bits/v1",
+        "codec": "ffv1",
+        "pixel_format": "gray16le",
+        "encoded_size": [
+          2560,
+          720
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+        "decoder": {
+          "name": "ffmpeg",
+          "version": "ffmpeg version 6.1.1-3ubuntu5 Copyright (c) 2000-2023 the FFmpeg developers",
+          "autorotate": false,
+          "color_space": "unknown",
+          "color_range": "unknown",
+          "color_primaries": "unknown",
+          "color_transfer": "unknown"
+        },
+        "encoder_parameters": {
+          "version": "ffmpeg version 6.1.1-3ubuntu5 Copyright (c) 2000-2023 the FFmpeg developers",
+          "name": "ffv1",
+          "arguments": [
+            "-level",
+            "3",
+            "-slices",
+            "16"
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+          "threads": 10
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+        "source_lossy": false,
+        "storage_fps": 30,
+        "timebase_role": "index_only"
+      },
+      "valid_storage": {
+        "profile": "mkv/bool_ffv1/v1",
+        "codec": "ffv1",
+        "pixel_format": "gray",
+        "encoded_size": [
+          1280,
+          720
+        ],
+        "decoder": {
+          "name": "ffmpeg",
+          "version": "ffmpeg version 6.1.1-3ubuntu5 Copyright (c) 2000-2023 the FFmpeg developers",
+          "autorotate": false,
+          "color_space": "unknown",
+          "color_range": "unknown",
+          "color_primaries": "unknown",
+          "color_transfer": "unknown"
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+        "encoder_parameters": {
+          "version": "ffmpeg version 6.1.1-3ubuntu5 Copyright (c) 2000-2023 the FFmpeg developers",
+          "name": "ffv1",
+          "arguments": [
+            "-level",
+            "3",
+            "-slices",
+            "16"
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+          "threads": 10
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+        "source_lossy": false,
+        "storage_fps": 30,
+        "timebase_role": "index_only"
+      },
+      "valid_ref": "observation/depth_valid.mkv",
+      "valid_axes": [
+        "T",
+        "height",
+        "width"
+      ],
+      "unit": "m",
+      "depth_type": "z",
+      "depth_origin": "measured",
+      "invalid_value": "NaN"
+    },
+    "segment": {
+      "available": false,
+      "reason": "H2O provides no native segmentation; rendering deferred to v2.0",
+      "status": "source_missing"
+    },
+    "relations": {
+      "available": false,
+      "reason": "No source contact/grasp annotation",
+      "status": "source_missing"
+    }
+  },
+  "split": "test",
+  "view_type": "exo",
+  "split_scheme": "official_action_split",
+  "split_source_locator": {
+    "file": "/data/xuzhefeng/Datasets/Hand-Datasets-Raw/H2O/raw/data/label_split.zip",
+    "member": "label_split/action_test.txt",
+    "record": 146
+  }
+}
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+      "keypoint_names": [
+        "center",
+        "corner_0",
+        "corner_1",
+        "corner_2",
+        "corner_3",
+        "corner_4",
+        "corner_5",
+        "corner_6",
+        "corner_7",
+        "edge_midpoint_0",
+        "edge_midpoint_1",
+        "edge_midpoint_2",
+        "edge_midpoint_3",
+        "edge_midpoint_4",
+        "edge_midpoint_5",
+        "edge_midpoint_6",
+        "edge_midpoint_7",
+        "edge_midpoint_8",
+        "edge_midpoint_9",
+        "edge_midpoint_10",
+        "edge_midpoint_11"
+      ],
+      "source_order": "official obj_point_order.jpg: center, 8 corners, 12 edge midpoints",
+      "unit": "m",
+      "valid_policy": {
+        "revision": "usable-annotation-2026-09-20",
+        "meaning": "annotation usable for supervision, not merely record presence",
+        "source_rule": "Source obj_pose class equals this nonzero object class, broadcast to its 21 points",
+        "source_locator": {
+          "frames_ref": "camera/frames.jsonl",
+          "source_field": "component_sources"
+        },
+        "scope": [
+          "T",
+          "keypoint"
+        ],
+        "numerical_checks": "Schema shape, finite valid floats, SE(3) where applicable; malformed input aborts",
+        "official_qa": {
+          "status": "not_provided",
+          "reason": "No separate applicable official QA in selected source inputs"
+        },
+        "local_excluded_frame_indices": [],
+        "local_exclusion_reasons": {},
+        "visibility_independent": true
+      }
+    },
+    "mesh_chips": {
+      "available": true,
+      "schema_id": "mesh/obj/v1",
+      "data_ref": "annotation/object/chips/assets/chips.obj",
+      "axes": [
+        "vertex"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
+      },
+      "source_locator": {
+        "file": "/data/xuzhefeng/Datasets/Hand-Datasets-Raw/H2O/raw/data/object.zip",
+        "member": "object/chips/chips.obj"
+      },
+      "valid": true,
+      "unit": "m"
+    },
+    "depth": {
+      "available": true,
+      "schema_id": "depth/z_float32/v1",
+      "data_ref": "observation/depth.mkv",
+      "axes": [
+        "T",
+        "height",
+        "width"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
+      },
+      "source_locator": {
+        "frames_ref": "camera/frames.jsonl",
+        "source_field": "component_sources.depth",
+        "definition": "https://github.com/taeinkwon/h2oplayer/blob/main/utils.py",
+        "conversion": "registered millimetre camera-Z to metres; no viewer range clipping"
+      },
+      "storage": {
+        "profile": "mkv/depth_float32_bits/v1",
+        "codec": "ffv1",
+        "pixel_format": "gray16le",
+        "encoded_size": [
+          2560,
+          720
+        ],
+        "decoder": {
+          "name": "ffmpeg",
+          "version": "ffmpeg version 6.1.1-3ubuntu5 Copyright (c) 2000-2023 the FFmpeg developers",
+          "autorotate": false,
+          "color_space": "unknown",
+          "color_range": "unknown",
+          "color_primaries": "unknown",
+          "color_transfer": "unknown"
+        },
+        "encoder_parameters": {
+          "version": "ffmpeg version 6.1.1-3ubuntu5 Copyright (c) 2000-2023 the FFmpeg developers",
+          "name": "ffv1",
+          "arguments": [
+            "-level",
+            "3",
+            "-slices",
+            "16"
+          ],
+          "threads": 10
+        },
+        "source_lossy": false,
+        "storage_fps": 30,
+        "timebase_role": "index_only"
+      },
+      "valid_storage": {
+        "profile": "mkv/bool_ffv1/v1",
+        "codec": "ffv1",
+        "pixel_format": "gray",
+        "encoded_size": [
+          1280,
+          720
+        ],
+        "decoder": {
+          "name": "ffmpeg",
+          "version": "ffmpeg version 6.1.1-3ubuntu5 Copyright (c) 2000-2023 the FFmpeg developers",
+          "autorotate": false,
+          "color_space": "unknown",
+          "color_range": "unknown",
+          "color_primaries": "unknown",
+          "color_transfer": "unknown"
+        },
+        "encoder_parameters": {
+          "version": "ffmpeg version 6.1.1-3ubuntu5 Copyright (c) 2000-2023 the FFmpeg developers",
+          "name": "ffv1",
+          "arguments": [
+            "-level",
+            "3",
+            "-slices",
+            "16"
+          ],
+          "threads": 10
+        },
+        "source_lossy": false,
+        "storage_fps": 30,
+        "timebase_role": "index_only"
+      },
+      "valid_ref": "observation/depth_valid.mkv",
+      "valid_axes": [
+        "T",
+        "height",
+        "width"
+      ],
+      "unit": "m",
+      "depth_type": "z",
+      "depth_origin": "measured",
+      "invalid_value": "NaN"
+    },
+    "segment": {
+      "available": false,
+      "reason": "H2O provides no native segmentation; rendering deferred to v2.0",
+      "status": "source_missing"
+    },
+    "relations": {
+      "available": false,
+      "reason": "No source contact/grasp annotation",
+      "status": "source_missing"
+    }
+  },
+  "split": "test",
+  "view_type": "ego",
+  "split_scheme": "official_action_split",
+  "split_source_locator": {
+    "file": "/data/xuzhefeng/Datasets/Hand-Datasets-Raw/H2O/raw/data/label_split.zip",
+    "member": "label_split/action_test.txt",
+    "record": 146
+  }
+}
diff --git a/H2O/shared-v1.0/data/subject4_k2_4/cam4/observation/depth.mkv b/H2O/shared-v1.0/data/subject4_k2_4/cam4/observation/depth.mkv
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diff --git a/H2O/shared-v1.0/data/subject4_k2_5/cam0/annotation/object/spray/assets/lotion_spray.mtl b/H2O/shared-v1.0/data/subject4_k2_5/cam0/annotation/object/spray/assets/lotion_spray.mtl
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+++ b/H2O/shared-v1.0/data/subject4_k2_5/cam0/annotation/object/spray/assets/lotion_spray.mtl
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+# Material Count: 1
+
+newmtl Material.001
+Ns 225.000000
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+        "T",
+        "hand",
+        "keypoint",
+        "coordinate"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
+      },
+      "source_locator": {
+        "frames_ref": "camera/frames.jsonl",
+        "source_field": "component_sources"
+      },
+      "valid_ref": "annotation/keypoints/xyz_valid.pt",
+      "valid_axes": [
+        "T",
+        "hand",
+        "keypoint"
+      ],
+      "keypoint_schema": "mano21/v1",
+      "unit": "m",
+      "valid_policy": {
+        "revision": "usable-annotation-2026-09-20",
+        "meaning": "annotation usable for supervision, not merely record presence",
+        "source_rule": "Per-hand hand_pose flag equals 1, broadcast to that hand's 21 source points independently of MANO",
+        "source_locator": {
+          "frames_ref": "camera/frames.jsonl",
+          "source_field": "component_sources"
+        },
+        "scope": [
+          "T",
+          "hand",
+          "keypoint"
+        ],
+        "numerical_checks": "Schema shape, finite valid floats, SE(3) where applicable; malformed input aborts",
+        "official_qa": {
+          "status": "not_provided",
+          "reason": "No separate applicable official QA in selected source inputs"
+        },
+        "local_excluded_frame_indices": [],
+        "local_exclusion_reasons": {},
+        "visibility_independent": true
+      }
+    },
+    "pose_spray": {
+      "available": true,
+      "schema_id": "object/rigid/v1",
+      "data_ref": "annotation/object/spray/pose.pt",
+      "axes": [
+        "T",
+        "row",
+        "column"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
+      },
+      "source_locator": {
+        "frames_ref": "camera/frames.jsonl",
+        "source_field": "component_sources"
+      },
+      "valid_ref": "annotation/object/spray/pose_valid.pt",
+      "valid_axes": [
+        "T"
+      ],
+      "convention": "T_camera_from_object",
+      "unit": "m",
+      "valid_policy": {
+        "revision": "usable-annotation-2026-09-20",
+        "meaning": "annotation usable for supervision, not merely record presence",
+        "source_rule": "Source obj_pose_rt class equals this nonzero object class",
+        "source_locator": {
+          "frames_ref": "camera/frames.jsonl",
+          "source_field": "component_sources"
+        },
+        "scope": [
+          "T"
+        ],
+        "numerical_checks": "Schema shape, finite valid floats, SE(3) where applicable; malformed input aborts",
+        "official_qa": {
+          "status": "not_provided",
+          "reason": "No separate applicable official QA in selected source inputs"
+        },
+        "local_excluded_frame_indices": [],
+        "local_exclusion_reasons": {},
+        "visibility_independent": true
+      }
+    },
+    "points_spray": {
+      "available": true,
+      "schema_id": "object_keypoints/camera/v1",
+      "data_ref": "annotation/object/spray/keypoints/xyz.pt",
+      "axes": [
+        "T",
+        "keypoint",
+        "coordinate"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
+      },
+      "source_locator": {
+        "frames_ref": "camera/frames.jsonl",
+        "source_field": "component_sources"
+      },
+      "valid_ref": "annotation/object/spray/keypoints/xyz_valid.pt",
+      "valid_axes": [
+        "T",
+        "keypoint"
+      ],
+      "keypoint_schema": "H2O_official_object21",
+      "keypoint_names": [
+        "center",
+        "corner_0",
+        "corner_1",
+        "corner_2",
+        "corner_3",
+        "corner_4",
+        "corner_5",
+        "corner_6",
+        "corner_7",
+        "edge_midpoint_0",
+        "edge_midpoint_1",
+        "edge_midpoint_2",
+        "edge_midpoint_3",
+        "edge_midpoint_4",
+        "edge_midpoint_5",
+        "edge_midpoint_6",
+        "edge_midpoint_7",
+        "edge_midpoint_8",
+        "edge_midpoint_9",
+        "edge_midpoint_10",
+        "edge_midpoint_11"
+      ],
+      "source_order": "official obj_point_order.jpg: center, 8 corners, 12 edge midpoints",
+      "unit": "m",
+      "valid_policy": {
+        "revision": "usable-annotation-2026-09-20",
+        "meaning": "annotation usable for supervision, not merely record presence",
+        "source_rule": "Source obj_pose class equals this nonzero object class, broadcast to its 21 points",
+        "source_locator": {
+          "frames_ref": "camera/frames.jsonl",
+          "source_field": "component_sources"
+        },
+        "scope": [
+          "T",
+          "keypoint"
+        ],
+        "numerical_checks": "Schema shape, finite valid floats, SE(3) where applicable; malformed input aborts",
+        "official_qa": {
+          "status": "not_provided",
+          "reason": "No separate applicable official QA in selected source inputs"
+        },
+        "local_excluded_frame_indices": [],
+        "local_exclusion_reasons": {},
+        "visibility_independent": true
+      }
+    },
+    "mesh_spray": {
+      "available": true,
+      "schema_id": "mesh/obj/v1",
+      "data_ref": "annotation/object/spray/assets/lotion_spray.obj",
+      "axes": [
+        "vertex"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
+      },
+      "source_locator": {
+        "file": "/data/xuzhefeng/Datasets/Hand-Datasets-Raw/H2O/raw/data/object.zip",
+        "member": "object/spray/lotion_spray.obj"
+      },
+      "valid": true,
+      "unit": "m"
+    },
+    "depth": {
+      "available": true,
+      "schema_id": "depth/z_float32/v1",
+      "data_ref": "observation/depth.mkv",
+      "axes": [
+        "T",
+        "height",
+        "width"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
+      },
+      "source_locator": {
+        "frames_ref": "camera/frames.jsonl",
+        "source_field": "component_sources.depth",
+        "definition": "https://github.com/taeinkwon/h2oplayer/blob/main/utils.py",
+        "conversion": "registered millimetre camera-Z to metres; no viewer range clipping"
+      },
+      "storage": {
+        "profile": "mkv/depth_float32_bits/v1",
+        "codec": "ffv1",
+        "pixel_format": "gray16le",
+        "encoded_size": [
+          2560,
+          720
+        ],
+        "decoder": {
+          "name": "ffmpeg",
+          "version": "ffmpeg version 6.1.1-3ubuntu5 Copyright (c) 2000-2023 the FFmpeg developers",
+          "autorotate": false,
+          "color_space": "unknown",
+          "color_range": "unknown",
+          "color_primaries": "unknown",
+          "color_transfer": "unknown"
+        },
+        "encoder_parameters": {
+          "version": "ffmpeg version 6.1.1-3ubuntu5 Copyright (c) 2000-2023 the FFmpeg developers",
+          "name": "ffv1",
+          "arguments": [
+            "-level",
+            "3",
+            "-slices",
+            "16"
+          ],
+          "threads": 10
+        },
+        "source_lossy": false,
+        "storage_fps": 30,
+        "timebase_role": "index_only"
+      },
+      "valid_storage": {
+        "profile": "mkv/bool_ffv1/v1",
+        "codec": "ffv1",
+        "pixel_format": "gray",
+        "encoded_size": [
+          1280,
+          720
+        ],
+        "decoder": {
+          "name": "ffmpeg",
+          "version": "ffmpeg version 6.1.1-3ubuntu5 Copyright (c) 2000-2023 the FFmpeg developers",
+          "autorotate": false,
+          "color_space": "unknown",
+          "color_range": "unknown",
+          "color_primaries": "unknown",
+          "color_transfer": "unknown"
+        },
+        "encoder_parameters": {
+          "version": "ffmpeg version 6.1.1-3ubuntu5 Copyright (c) 2000-2023 the FFmpeg developers",
+          "name": "ffv1",
+          "arguments": [
+            "-level",
+            "3",
+            "-slices",
+            "16"
+          ],
+          "threads": 10
+        },
+        "source_lossy": false,
+        "storage_fps": 30,
+        "timebase_role": "index_only"
+      },
+      "valid_ref": "observation/depth_valid.mkv",
+      "valid_axes": [
+        "T",
+        "height",
+        "width"
+      ],
+      "unit": "m",
+      "depth_type": "z",
+      "depth_origin": "measured",
+      "invalid_value": "NaN"
+    },
+    "segment": {
+      "available": false,
+      "reason": "H2O provides no native segmentation; rendering deferred to v2.0",
+      "status": "source_missing"
+    },
+    "relations": {
+      "available": false,
+      "reason": "No source contact/grasp annotation",
+      "status": "source_missing"
+    }
+  },
+  "split": "test",
+  "view_type": "exo",
+  "split_scheme": "official_action_split",
+  "split_source_locator": {
+    "file": "/data/xuzhefeng/Datasets/Hand-Datasets-Raw/H2O/raw/data/label_split.zip",
+    "member": "label_split/action_test.txt",
+    "record": 152
+  }
+}
diff --git a/H2O/shared-v1.0/data/subject4_k2_5/cam0/observation/depth.mkv b/H2O/shared-v1.0/data/subject4_k2_5/cam0/observation/depth.mkv
new file mode 100644
index 0000000000000000000000000000000000000000..cf551ae4981cd47e0766cca54edbf63196bf0359
--- /dev/null
+++ b/H2O/shared-v1.0/data/subject4_k2_5/cam0/observation/depth.mkv
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:be63cac1d32d5c608afac7db312ecbbb8eb3d8985c210fdace9d33b772299763
+size 340500197
diff --git a/H2O/shared-v1.0/data/subject4_k2_5/cam0/observation/depth_valid.mkv b/H2O/shared-v1.0/data/subject4_k2_5/cam0/observation/depth_valid.mkv
new file mode 100644
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+++ b/H2O/shared-v1.0/data/subject4_k2_5/cam0/observation/depth_valid.mkv
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/H2O/shared-v1.0/data/subject4_k2_5/cam0/observation/rgb.mkv b/H2O/shared-v1.0/data/subject4_k2_5/cam0/observation/rgb.mkv
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+version https://git-lfs.github.com/spec/v1
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diff --git a/H2O/shared-v1.0/data/subject4_k2_5/cam0/observation/rgb_valid.pt b/H2O/shared-v1.0/data/subject4_k2_5/cam0/observation/rgb_valid.pt
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diff --git a/H2O/shared-v1.0/data/subject4_k2_5/cam1/annotation/keypoints/xyz.pt b/H2O/shared-v1.0/data/subject4_k2_5/cam1/annotation/keypoints/xyz.pt
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+version https://git-lfs.github.com/spec/v1
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diff --git a/H2O/shared-v1.0/data/subject4_k2_5/cam1/annotation/keypoints/xyz_valid.pt b/H2O/shared-v1.0/data/subject4_k2_5/cam1/annotation/keypoints/xyz_valid.pt
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diff --git a/H2O/shared-v1.0/data/subject4_k2_5/cam1/annotation/mano/motion.pt b/H2O/shared-v1.0/data/subject4_k2_5/cam1/annotation/mano/motion.pt
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diff --git a/H2O/shared-v1.0/data/subject4_k2_5/cam1/annotation/mano/motion_valid.pt b/H2O/shared-v1.0/data/subject4_k2_5/cam1/annotation/mano/motion_valid.pt
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+version https://git-lfs.github.com/spec/v1
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diff --git a/H2O/shared-v1.0/data/subject4_k2_5/cam1/annotation/object/spray/assets/lotion_spray.mtl b/H2O/shared-v1.0/data/subject4_k2_5/cam1/annotation/object/spray/assets/lotion_spray.mtl
new file mode 100644
index 0000000000000000000000000000000000000000..dd2aac5422b8753516033abc11180f543d66b1f5
--- /dev/null
+++ b/H2O/shared-v1.0/data/subject4_k2_5/cam1/annotation/object/spray/assets/lotion_spray.mtl
@@ -0,0 +1,13 @@
+# Blender MTL File: 'lotion_spray.blend'
+# Material Count: 1
+
+newmtl Material.001
+Ns 225.000000
+Ka 1.000000 1.000000 1.000000
+Kd 0.800000 0.800000 0.800000
+Ks 0.000000 0.000000 0.000000
+Ke 0.000000 0.000000 0.000000
+Ni 1.450000
+d 1.000000
+illum 1
+map_Kd lotion_spray.png
diff --git a/H2O/shared-v1.0/data/subject4_k2_5/cam1/annotation/object/spray/assets/lotion_spray.obj b/H2O/shared-v1.0/data/subject4_k2_5/cam1/annotation/object/spray/assets/lotion_spray.obj
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index 0000000000000000000000000000000000000000..d4e1261adf9db46d959309b1850e0ab484c67aed
--- /dev/null
+++ b/H2O/shared-v1.0/data/subject4_k2_5/cam1/annotation/object/spray/assets/lotion_spray.obj
@@ -0,0 +1,15723 @@
+# Blender v2.82 (sub 7) OBJ File: 'lotion_spray.blend'
+# www.blender.org
+mtllib lotion_spray.mtl
+o lotion_spray_simple
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+        "method": "Copy source annotation; normalize storage only"
+      },
+      "source_locator": {
+        "file": "/data/xuzhefeng/Datasets/Hand-Datasets-Raw/H2O/raw/data/subject4_v1_1.tar.gz",
+        "member": "subject4/k2/5/cam1/cam_intrinsics.txt",
+        "sha256": "0288c7b080a194899cbe77754dec6596d203d0c6f29d7b2fc0f85c1ddb72f046"
+      },
+      "valid_ref": "camera/intrinsic_valid.pt",
+      "valid_axes": [
+        "T"
+      ]
+    },
+    "extrinsic": {
+      "available": true,
+      "schema_id": "transform/se3/v1",
+      "data_ref": "camera/extrinsic.pt",
+      "axes": [
+        "T",
+        "row",
+        "column"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
+      },
+      "source_locator": {
+        "frames_ref": "camera/frames.jsonl",
+        "source_field": "component_sources"
+      },
+      "valid_ref": "camera/extrinsic_valid.pt",
+      "valid_axes": [
+        "T"
+      ],
+      "convention": "T_camera_from_world",
+      "source_convention": "T_world_from_camera"
+    },
+    "mano": {
+      "available": true,
+      "schema_id": "mano/axis_angle61/v1",
+      "data_ref": "annotation/mano/motion.pt",
+      "axes": [
+        "T",
+        "hand",
+        "parameter"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
+      },
+      "source_locator": {
+        "frames_ref": "camera/frames.jsonl",
+        "source_field": "component_sources"
+      },
+      "valid_ref": "annotation/mano/motion_valid.pt",
+      "valid_axes": [
+        "T",
+        "hand"
+      ],
+      "model_profile": {
+        "version": "sha256:eab78181e459e156559df334b103d825e00c8711d2eeffee1cc176fb42051f4f",
+        "flat_hand_mean": true,
+        "left_shapedirs_correction": "not_applied",
+        "models": {
+          "left": {
+            "file": "MANO_LEFT.pkl",
+            "sha256": "c4022f7083f2ca7c78b2b3d595abbab52debd32b09d372b16923a801f0ea6a30"
+          },
+          "right": {
+            "file": "MANO_RIGHT.pkl",
+            "sha256": "45d60aa3b27ef9107a7afd4e00808f307fd91111e1cfa35afd5c4a62de264767"
+          }
+        }
+      },
+      "valid_policy": {
+        "revision": "usable-annotation-2026-09-20",
+        "meaning": "annotation usable for supervision, not merely record presence",
+        "source_rule": "Per-hand hand_pose_mano flag equals 1; corresponding side model available",
+        "source_locator": {
+          "frames_ref": "camera/frames.jsonl",
+          "source_field": "component_sources"
+        },
+        "scope": [
+          "T",
+          "hand"
+        ],
+        "numerical_checks": "Schema shape, finite valid floats, SE(3) where applicable; malformed input aborts",
+        "official_qa": {
+          "status": "not_provided",
+          "reason": "No separate applicable official QA in selected source inputs"
+        },
+        "local_excluded_frame_indices": [],
+        "local_exclusion_reasons": {},
+        "visibility_independent": true
+      }
+    },
+    "keypoints_xyz": {
+      "available": true,
+      "schema_id": "keypoints/xyz/v1",
+      "data_ref": "annotation/keypoints/xyz.pt",
+      "axes": [
+        "T",
+        "hand",
+        "keypoint",
+        "coordinate"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
+      },
+      "source_locator": {
+        "frames_ref": "camera/frames.jsonl",
+        "source_field": "component_sources"
+      },
+      "valid_ref": "annotation/keypoints/xyz_valid.pt",
+      "valid_axes": [
+        "T",
+        "hand",
+        "keypoint"
+      ],
+      "keypoint_schema": "mano21/v1",
+      "unit": "m",
+      "valid_policy": {
+        "revision": "usable-annotation-2026-09-20",
+        "meaning": "annotation usable for supervision, not merely record presence",
+        "source_rule": "Per-hand hand_pose flag equals 1, broadcast to that hand's 21 source points independently of MANO",
+        "source_locator": {
+          "frames_ref": "camera/frames.jsonl",
+          "source_field": "component_sources"
+        },
+        "scope": [
+          "T",
+          "hand",
+          "keypoint"
+        ],
+        "numerical_checks": "Schema shape, finite valid floats, SE(3) where applicable; malformed input aborts",
+        "official_qa": {
+          "status": "not_provided",
+          "reason": "No separate applicable official QA in selected source inputs"
+        },
+        "local_excluded_frame_indices": [],
+        "local_exclusion_reasons": {},
+        "visibility_independent": true
+      }
+    },
+    "pose_spray": {
+      "available": true,
+      "schema_id": "object/rigid/v1",
+      "data_ref": "annotation/object/spray/pose.pt",
+      "axes": [
+        "T",
+        "row",
+        "column"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
+      },
+      "source_locator": {
+        "frames_ref": "camera/frames.jsonl",
+        "source_field": "component_sources"
+      },
+      "valid_ref": "annotation/object/spray/pose_valid.pt",
+      "valid_axes": [
+        "T"
+      ],
+      "convention": "T_camera_from_object",
+      "unit": "m",
+      "valid_policy": {
+        "revision": "usable-annotation-2026-09-20",
+        "meaning": "annotation usable for supervision, not merely record presence",
+        "source_rule": "Source obj_pose_rt class equals this nonzero object class",
+        "source_locator": {
+          "frames_ref": "camera/frames.jsonl",
+          "source_field": "component_sources"
+        },
+        "scope": [
+          "T"
+        ],
+        "numerical_checks": "Schema shape, finite valid floats, SE(3) where applicable; malformed input aborts",
+        "official_qa": {
+          "status": "not_provided",
+          "reason": "No separate applicable official QA in selected source inputs"
+        },
+        "local_excluded_frame_indices": [],
+        "local_exclusion_reasons": {},
+        "visibility_independent": true
+      }
+    },
+    "points_spray": {
+      "available": true,
+      "schema_id": "object_keypoints/camera/v1",
+      "data_ref": "annotation/object/spray/keypoints/xyz.pt",
+      "axes": [
+        "T",
+        "keypoint",
+        "coordinate"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
+      },
+      "source_locator": {
+        "frames_ref": "camera/frames.jsonl",
+        "source_field": "component_sources"
+      },
+      "valid_ref": "annotation/object/spray/keypoints/xyz_valid.pt",
+      "valid_axes": [
+        "T",
+        "keypoint"
+      ],
+      "keypoint_schema": "H2O_official_object21",
+      "keypoint_names": [
+        "center",
+        "corner_0",
+        "corner_1",
+        "corner_2",
+        "corner_3",
+        "corner_4",
+        "corner_5",
+        "corner_6",
+        "corner_7",
+        "edge_midpoint_0",
+        "edge_midpoint_1",
+        "edge_midpoint_2",
+        "edge_midpoint_3",
+        "edge_midpoint_4",
+        "edge_midpoint_5",
+        "edge_midpoint_6",
+        "edge_midpoint_7",
+        "edge_midpoint_8",
+        "edge_midpoint_9",
+        "edge_midpoint_10",
+        "edge_midpoint_11"
+      ],
+      "source_order": "official obj_point_order.jpg: center, 8 corners, 12 edge midpoints",
+      "unit": "m",
+      "valid_policy": {
+        "revision": "usable-annotation-2026-09-20",
+        "meaning": "annotation usable for supervision, not merely record presence",
+        "source_rule": "Source obj_pose class equals this nonzero object class, broadcast to its 21 points",
+        "source_locator": {
+          "frames_ref": "camera/frames.jsonl",
+          "source_field": "component_sources"
+        },
+        "scope": [
+          "T",
+          "keypoint"
+        ],
+        "numerical_checks": "Schema shape, finite valid floats, SE(3) where applicable; malformed input aborts",
+        "official_qa": {
+          "status": "not_provided",
+          "reason": "No separate applicable official QA in selected source inputs"
+        },
+        "local_excluded_frame_indices": [],
+        "local_exclusion_reasons": {},
+        "visibility_independent": true
+      }
+    },
+    "mesh_spray": {
+      "available": true,
+      "schema_id": "mesh/obj/v1",
+      "data_ref": "annotation/object/spray/assets/lotion_spray.obj",
+      "axes": [
+        "vertex"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
+      },
+      "source_locator": {
+        "file": "/data/xuzhefeng/Datasets/Hand-Datasets-Raw/H2O/raw/data/object.zip",
+        "member": "object/spray/lotion_spray.obj"
+      },
+      "valid": true,
+      "unit": "m"
+    },
+    "depth": {
+      "available": true,
+      "schema_id": "depth/z_float32/v1",
+      "data_ref": "observation/depth.mkv",
+      "axes": [
+        "T",
+        "height",
+        "width"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
+      },
+      "source_locator": {
+        "frames_ref": "camera/frames.jsonl",
+        "source_field": "component_sources.depth",
+        "definition": "https://github.com/taeinkwon/h2oplayer/blob/main/utils.py",
+        "conversion": "registered millimetre camera-Z to metres; no viewer range clipping"
+      },
+      "storage": {
+        "profile": "mkv/depth_float32_bits/v1",
+        "codec": "ffv1",
+        "pixel_format": "gray16le",
+        "encoded_size": [
+          2560,
+          720
+        ],
+        "decoder": {
+          "name": "ffmpeg",
+          "version": "ffmpeg version 6.1.1-3ubuntu5 Copyright (c) 2000-2023 the FFmpeg developers",
+          "autorotate": false,
+          "color_space": "unknown",
+          "color_range": "unknown",
+          "color_primaries": "unknown",
+          "color_transfer": "unknown"
+        },
+        "encoder_parameters": {
+          "version": "ffmpeg version 6.1.1-3ubuntu5 Copyright (c) 2000-2023 the FFmpeg developers",
+          "name": "ffv1",
+          "arguments": [
+            "-level",
+            "3",
+            "-slices",
+            "16"
+          ],
+          "threads": 10
+        },
+        "source_lossy": false,
+        "storage_fps": 30,
+        "timebase_role": "index_only"
+      },
+      "valid_storage": {
+        "profile": "mkv/bool_ffv1/v1",
+        "codec": "ffv1",
+        "pixel_format": "gray",
+        "encoded_size": [
+          1280,
+          720
+        ],
+        "decoder": {
+          "name": "ffmpeg",
+          "version": "ffmpeg version 6.1.1-3ubuntu5 Copyright (c) 2000-2023 the FFmpeg developers",
+          "autorotate": false,
+          "color_space": "unknown",
+          "color_range": "unknown",
+          "color_primaries": "unknown",
+          "color_transfer": "unknown"
+        },
+        "encoder_parameters": {
+          "version": "ffmpeg version 6.1.1-3ubuntu5 Copyright (c) 2000-2023 the FFmpeg developers",
+          "name": "ffv1",
+          "arguments": [
+            "-level",
+            "3",
+            "-slices",
+            "16"
+          ],
+          "threads": 10
+        },
+        "source_lossy": false,
+        "storage_fps": 30,
+        "timebase_role": "index_only"
+      },
+      "valid_ref": "observation/depth_valid.mkv",
+      "valid_axes": [
+        "T",
+        "height",
+        "width"
+      ],
+      "unit": "m",
+      "depth_type": "z",
+      "depth_origin": "measured",
+      "invalid_value": "NaN"
+    },
+    "segment": {
+      "available": false,
+      "reason": "H2O provides no native segmentation; rendering deferred to v2.0",
+      "status": "source_missing"
+    },
+    "relations": {
+      "available": false,
+      "reason": "No source contact/grasp annotation",
+      "status": "source_missing"
+    }
+  },
+  "split": "test",
+  "view_type": "exo",
+  "split_scheme": "official_action_split",
+  "split_source_locator": {
+    "file": "/data/xuzhefeng/Datasets/Hand-Datasets-Raw/H2O/raw/data/label_split.zip",
+    "member": "label_split/action_test.txt",
+    "record": 152
+  }
+}
diff --git a/H2O/shared-v1.0/data/subject4_k2_5/cam1/observation/depth.mkv b/H2O/shared-v1.0/data/subject4_k2_5/cam1/observation/depth.mkv
new file mode 100644
index 0000000000000000000000000000000000000000..c464eae71afc0a02022bfcb90a90209227256b8f
--- /dev/null
+++ b/H2O/shared-v1.0/data/subject4_k2_5/cam1/observation/depth.mkv
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2cfd1307858b18dd319384c7bd8ee4b2c53956cd822073ee423f2001a19fc841
+size 312407057
diff --git a/H2O/shared-v1.0/data/subject4_k2_5/cam1/observation/depth_valid.mkv b/H2O/shared-v1.0/data/subject4_k2_5/cam1/observation/depth_valid.mkv
new file mode 100644
index 0000000000000000000000000000000000000000..29b2f47534ebfa6c6509f3ceddfb776ed84b96c3
--- /dev/null
+++ b/H2O/shared-v1.0/data/subject4_k2_5/cam1/observation/depth_valid.mkv
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 6975317
diff --git a/H2O/shared-v1.0/data/subject4_k2_5/cam1/observation/rgb.mkv b/H2O/shared-v1.0/data/subject4_k2_5/cam1/observation/rgb.mkv
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+++ b/H2O/shared-v1.0/data/subject4_k2_5/cam1/observation/rgb.mkv
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 485268672
diff --git a/H2O/shared-v1.0/data/subject4_k2_5/cam1/observation/rgb_valid.pt b/H2O/shared-v1.0/data/subject4_k2_5/cam1/observation/rgb_valid.pt
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+++ b/H2O/shared-v1.0/data/subject4_k2_5/cam1/observation/rgb_valid.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/H2O/shared-v1.0/data/subject4_k2_5/cam2/annotation/keypoints/xyz.pt b/H2O/shared-v1.0/data/subject4_k2_5/cam2/annotation/keypoints/xyz.pt
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index 0000000000000000000000000000000000000000..6efd3ae307a23fa864ad851fa25cfa93b1cb4b3f
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+++ b/H2O/shared-v1.0/data/subject4_k2_5/cam2/annotation/keypoints/xyz.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 389581
diff --git a/H2O/shared-v1.0/data/subject4_k2_5/cam2/annotation/keypoints/xyz_valid.pt b/H2O/shared-v1.0/data/subject4_k2_5/cam2/annotation/keypoints/xyz_valid.pt
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index 0000000000000000000000000000000000000000..a6178e1242d32c41f89f760a2460cff213cb7c50
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+++ b/H2O/shared-v1.0/data/subject4_k2_5/cam2/annotation/keypoints/xyz_valid.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/H2O/shared-v1.0/data/subject4_k2_5/cam2/annotation/mano/motion.pt b/H2O/shared-v1.0/data/subject4_k2_5/cam2/annotation/mano/motion.pt
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index 0000000000000000000000000000000000000000..3014ee4451df67c5a79955020be11823a3e9144e
--- /dev/null
+++ b/H2O/shared-v1.0/data/subject4_k2_5/cam2/annotation/mano/motion.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 377314
diff --git a/H2O/shared-v1.0/data/subject4_k2_5/cam2/annotation/mano/motion_valid.pt b/H2O/shared-v1.0/data/subject4_k2_5/cam2/annotation/mano/motion_valid.pt
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index 0000000000000000000000000000000000000000..f7eabcccae23ce7e65a61de1c1b7834ae847632c
--- /dev/null
+++ b/H2O/shared-v1.0/data/subject4_k2_5/cam2/annotation/mano/motion_valid.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/H2O/shared-v1.0/data/subject4_k2_5/cam2/annotation/object/spray/assets/lotion_spray.mtl b/H2O/shared-v1.0/data/subject4_k2_5/cam2/annotation/object/spray/assets/lotion_spray.mtl
new file mode 100644
index 0000000000000000000000000000000000000000..dd2aac5422b8753516033abc11180f543d66b1f5
--- /dev/null
+++ b/H2O/shared-v1.0/data/subject4_k2_5/cam2/annotation/object/spray/assets/lotion_spray.mtl
@@ -0,0 +1,13 @@
+# Blender MTL File: 'lotion_spray.blend'
+# Material Count: 1
+
+newmtl Material.001
+Ns 225.000000
+Ka 1.000000 1.000000 1.000000
+Kd 0.800000 0.800000 0.800000
+Ks 0.000000 0.000000 0.000000
+Ke 0.000000 0.000000 0.000000
+Ni 1.450000
+d 1.000000
+illum 1
+map_Kd lotion_spray.png
diff --git a/H2O/shared-v1.0/data/subject4_k2_5/cam2/annotation/object/spray/assets/lotion_spray.obj b/H2O/shared-v1.0/data/subject4_k2_5/cam2/annotation/object/spray/assets/lotion_spray.obj
new file mode 100644
index 0000000000000000000000000000000000000000..d4e1261adf9db46d959309b1850e0ab484c67aed
--- /dev/null
+++ b/H2O/shared-v1.0/data/subject4_k2_5/cam2/annotation/object/spray/assets/lotion_spray.obj
@@ -0,0 +1,15723 @@
+# Blender v2.82 (sub 7) OBJ File: 'lotion_spray.blend'
+# www.blender.org
+mtllib lotion_spray.mtl
+o lotion_spray_simple
+v 0.014095 0.020108 0.002896
+v 0.022391 -0.003799 -0.047654
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+v 0.022423 -0.001975 -0.037700
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diff --git a/H2O/shared-v1.0/data/subject4_k2_5/cam2/metainfo.json b/H2O/shared-v1.0/data/subject4_k2_5/cam2/metainfo.json
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+{
+  "schema_version": "hand-warehouse/1.0",
+  "dataset_id": "H2O",
+  "release_id": "shared-v1.0",
+  "sequence_id": "subject4_k2_5",
+  "camera_id": "cam2",
+  "sample_type": "video",
+  "num_frames": 770,
+  "hand_slots": [
+    "left",
+    "right"
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+    "frames_ref": "camera/frames.jsonl",
+    "selection": {
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+      "views": null
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+      720
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+      "schema_id": "rgb/uint8/v1",
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+          720
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+          "version": "ffmpeg version 6.1.1-3ubuntu5 Copyright (c) 2000-2023 the FFmpeg developers",
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+          "color_space": "gbr",
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+      "data_ref": "camera/intrinsic.pt",
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+        "T",
+        "row",
+        "column"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
+      },
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+        "sha256": "ec260a45bda4bf1eb90fdcb46f5aaba5ec5d096763002619f95f1b4e818d8135"
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+      "valid_axes": [
+        "T"
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+    "extrinsic": {
+      "available": true,
+      "schema_id": "transform/se3/v1",
+      "data_ref": "camera/extrinsic.pt",
+      "axes": [
+        "T",
+        "row",
+        "column"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
+      },
+      "source_locator": {
+        "frames_ref": "camera/frames.jsonl",
+        "source_field": "component_sources"
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+      "valid_ref": "camera/extrinsic_valid.pt",
+      "valid_axes": [
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+      "convention": "T_camera_from_world",
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+      "available": true,
+      "schema_id": "mano/axis_angle61/v1",
+      "data_ref": "annotation/mano/motion.pt",
+      "axes": [
+        "T",
+        "hand",
+        "parameter"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
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+        "frames_ref": "camera/frames.jsonl",
+        "source_field": "component_sources"
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+      "valid_ref": "annotation/mano/motion_valid.pt",
+      "valid_axes": [
+        "T",
+        "hand"
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+        "flat_hand_mean": true,
+        "left_shapedirs_correction": "not_applied",
+        "models": {
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+            "file": "MANO_LEFT.pkl",
+            "sha256": "c4022f7083f2ca7c78b2b3d595abbab52debd32b09d372b16923a801f0ea6a30"
+          },
+          "right": {
+            "file": "MANO_RIGHT.pkl",
+            "sha256": "45d60aa3b27ef9107a7afd4e00808f307fd91111e1cfa35afd5c4a62de264767"
+          }
+        }
+      },
+      "valid_policy": {
+        "revision": "usable-annotation-2026-09-20",
+        "meaning": "annotation usable for supervision, not merely record presence",
+        "source_rule": "Per-hand hand_pose_mano flag equals 1; corresponding side model available",
+        "source_locator": {
+          "frames_ref": "camera/frames.jsonl",
+          "source_field": "component_sources"
+        },
+        "scope": [
+          "T",
+          "hand"
+        ],
+        "numerical_checks": "Schema shape, finite valid floats, SE(3) where applicable; malformed input aborts",
+        "official_qa": {
+          "status": "not_provided",
+          "reason": "No separate applicable official QA in selected source inputs"
+        },
+        "local_excluded_frame_indices": [],
+        "local_exclusion_reasons": {},
+        "visibility_independent": true
+      }
+    },
+    "keypoints_xyz": {
+      "available": true,
+      "schema_id": "keypoints/xyz/v1",
+      "data_ref": "annotation/keypoints/xyz.pt",
+      "axes": [
+        "T",
+        "hand",
+        "keypoint",
+        "coordinate"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
+      },
+      "source_locator": {
+        "frames_ref": "camera/frames.jsonl",
+        "source_field": "component_sources"
+      },
+      "valid_ref": "annotation/keypoints/xyz_valid.pt",
+      "valid_axes": [
+        "T",
+        "hand",
+        "keypoint"
+      ],
+      "keypoint_schema": "mano21/v1",
+      "unit": "m",
+      "valid_policy": {
+        "revision": "usable-annotation-2026-09-20",
+        "meaning": "annotation usable for supervision, not merely record presence",
+        "source_rule": "Per-hand hand_pose flag equals 1, broadcast to that hand's 21 source points independently of MANO",
+        "source_locator": {
+          "frames_ref": "camera/frames.jsonl",
+          "source_field": "component_sources"
+        },
+        "scope": [
+          "T",
+          "hand",
+          "keypoint"
+        ],
+        "numerical_checks": "Schema shape, finite valid floats, SE(3) where applicable; malformed input aborts",
+        "official_qa": {
+          "status": "not_provided",
+          "reason": "No separate applicable official QA in selected source inputs"
+        },
+        "local_excluded_frame_indices": [],
+        "local_exclusion_reasons": {},
+        "visibility_independent": true
+      }
+    },
+    "pose_spray": {
+      "available": true,
+      "schema_id": "object/rigid/v1",
+      "data_ref": "annotation/object/spray/pose.pt",
+      "axes": [
+        "T",
+        "row",
+        "column"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
+      },
+      "source_locator": {
+        "frames_ref": "camera/frames.jsonl",
+        "source_field": "component_sources"
+      },
+      "valid_ref": "annotation/object/spray/pose_valid.pt",
+      "valid_axes": [
+        "T"
+      ],
+      "convention": "T_camera_from_object",
+      "unit": "m",
+      "valid_policy": {
+        "revision": "usable-annotation-2026-09-20",
+        "meaning": "annotation usable for supervision, not merely record presence",
+        "source_rule": "Source obj_pose_rt class equals this nonzero object class",
+        "source_locator": {
+          "frames_ref": "camera/frames.jsonl",
+          "source_field": "component_sources"
+        },
+        "scope": [
+          "T"
+        ],
+        "numerical_checks": "Schema shape, finite valid floats, SE(3) where applicable; malformed input aborts",
+        "official_qa": {
+          "status": "not_provided",
+          "reason": "No separate applicable official QA in selected source inputs"
+        },
+        "local_excluded_frame_indices": [],
+        "local_exclusion_reasons": {},
+        "visibility_independent": true
+      }
+    },
+    "points_spray": {
+      "available": true,
+      "schema_id": "object_keypoints/camera/v1",
+      "data_ref": "annotation/object/spray/keypoints/xyz.pt",
+      "axes": [
+        "T",
+        "keypoint",
+        "coordinate"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
+      },
+      "source_locator": {
+        "frames_ref": "camera/frames.jsonl",
+        "source_field": "component_sources"
+      },
+      "valid_ref": "annotation/object/spray/keypoints/xyz_valid.pt",
+      "valid_axes": [
+        "T",
+        "keypoint"
+      ],
+      "keypoint_schema": "H2O_official_object21",
+      "keypoint_names": [
+        "center",
+        "corner_0",
+        "corner_1",
+        "corner_2",
+        "corner_3",
+        "corner_4",
+        "corner_5",
+        "corner_6",
+        "corner_7",
+        "edge_midpoint_0",
+        "edge_midpoint_1",
+        "edge_midpoint_2",
+        "edge_midpoint_3",
+        "edge_midpoint_4",
+        "edge_midpoint_5",
+        "edge_midpoint_6",
+        "edge_midpoint_7",
+        "edge_midpoint_8",
+        "edge_midpoint_9",
+        "edge_midpoint_10",
+        "edge_midpoint_11"
+      ],
+      "source_order": "official obj_point_order.jpg: center, 8 corners, 12 edge midpoints",
+      "unit": "m",
+      "valid_policy": {
+        "revision": "usable-annotation-2026-09-20",
+        "meaning": "annotation usable for supervision, not merely record presence",
+        "source_rule": "Source obj_pose class equals this nonzero object class, broadcast to its 21 points",
+        "source_locator": {
+          "frames_ref": "camera/frames.jsonl",
+          "source_field": "component_sources"
+        },
+        "scope": [
+          "T",
+          "keypoint"
+        ],
+        "numerical_checks": "Schema shape, finite valid floats, SE(3) where applicable; malformed input aborts",
+        "official_qa": {
+          "status": "not_provided",
+          "reason": "No separate applicable official QA in selected source inputs"
+        },
+        "local_excluded_frame_indices": [],
+        "local_exclusion_reasons": {},
+        "visibility_independent": true
+      }
+    },
+    "mesh_spray": {
+      "available": true,
+      "schema_id": "mesh/obj/v1",
+      "data_ref": "annotation/object/spray/assets/lotion_spray.obj",
+      "axes": [
+        "vertex"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
+      },
+      "source_locator": {
+        "file": "/data/xuzhefeng/Datasets/Hand-Datasets-Raw/H2O/raw/data/object.zip",
+        "member": "object/spray/lotion_spray.obj"
+      },
+      "valid": true,
+      "unit": "m"
+    },
+    "depth": {
+      "available": true,
+      "schema_id": "depth/z_float32/v1",
+      "data_ref": "observation/depth.mkv",
+      "axes": [
+        "T",
+        "height",
+        "width"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
+      },
+      "source_locator": {
+        "frames_ref": "camera/frames.jsonl",
+        "source_field": "component_sources.depth",
+        "definition": "https://github.com/taeinkwon/h2oplayer/blob/main/utils.py",
+        "conversion": "registered millimetre camera-Z to metres; no viewer range clipping"
+      },
+      "storage": {
+        "profile": "mkv/depth_float32_bits/v1",
+        "codec": "ffv1",
+        "pixel_format": "gray16le",
+        "encoded_size": [
+          2560,
+          720
+        ],
+        "decoder": {
+          "name": "ffmpeg",
+          "version": "ffmpeg version 6.1.1-3ubuntu5 Copyright (c) 2000-2023 the FFmpeg developers",
+          "autorotate": false,
+          "color_space": "unknown",
+          "color_range": "unknown",
+          "color_primaries": "unknown",
+          "color_transfer": "unknown"
+        },
+        "encoder_parameters": {
+          "version": "ffmpeg version 6.1.1-3ubuntu5 Copyright (c) 2000-2023 the FFmpeg developers",
+          "name": "ffv1",
+          "arguments": [
+            "-level",
+            "3",
+            "-slices",
+            "16"
+          ],
+          "threads": 10
+        },
+        "source_lossy": false,
+        "storage_fps": 30,
+        "timebase_role": "index_only"
+      },
+      "valid_storage": {
+        "profile": "mkv/bool_ffv1/v1",
+        "codec": "ffv1",
+        "pixel_format": "gray",
+        "encoded_size": [
+          1280,
+          720
+        ],
+        "decoder": {
+          "name": "ffmpeg",
+          "version": "ffmpeg version 6.1.1-3ubuntu5 Copyright (c) 2000-2023 the FFmpeg developers",
+          "autorotate": false,
+          "color_space": "unknown",
+          "color_range": "unknown",
+          "color_primaries": "unknown",
+          "color_transfer": "unknown"
+        },
+        "encoder_parameters": {
+          "version": "ffmpeg version 6.1.1-3ubuntu5 Copyright (c) 2000-2023 the FFmpeg developers",
+          "name": "ffv1",
+          "arguments": [
+            "-level",
+            "3",
+            "-slices",
+            "16"
+          ],
+          "threads": 10
+        },
+        "source_lossy": false,
+        "storage_fps": 30,
+        "timebase_role": "index_only"
+      },
+      "valid_ref": "observation/depth_valid.mkv",
+      "valid_axes": [
+        "T",
+        "height",
+        "width"
+      ],
+      "unit": "m",
+      "depth_type": "z",
+      "depth_origin": "measured",
+      "invalid_value": "NaN"
+    },
+    "segment": {
+      "available": false,
+      "reason": "H2O provides no native segmentation; rendering deferred to v2.0",
+      "status": "source_missing"
+    },
+    "relations": {
+      "available": false,
+      "reason": "No source contact/grasp annotation",
+      "status": "source_missing"
+    }
+  },
+  "split": "test",
+  "view_type": "exo",
+  "split_scheme": "official_action_split",
+  "split_source_locator": {
+    "file": "/data/xuzhefeng/Datasets/Hand-Datasets-Raw/H2O/raw/data/label_split.zip",
+    "member": "label_split/action_test.txt",
+    "record": 152
+  }
+}
diff --git a/H2O/shared-v1.0/data/subject4_k2_5/cam2/observation/depth.mkv b/H2O/shared-v1.0/data/subject4_k2_5/cam2/observation/depth.mkv
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+++ b/H2O/shared-v1.0/data/subject4_k2_5/cam2/observation/depth.mkv
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+version https://git-lfs.github.com/spec/v1
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+size 312098974
diff --git a/H2O/shared-v1.0/data/subject4_k2_5/cam2/observation/depth_valid.mkv b/H2O/shared-v1.0/data/subject4_k2_5/cam2/observation/depth_valid.mkv
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+version https://git-lfs.github.com/spec/v1
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diff --git a/H2O/shared-v1.0/data/subject4_k2_5/cam2/observation/rgb.mkv b/H2O/shared-v1.0/data/subject4_k2_5/cam2/observation/rgb.mkv
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diff --git a/H2O/shared-v1.0/data/subject4_k2_5/cam2/observation/rgb_valid.pt b/H2O/shared-v1.0/data/subject4_k2_5/cam2/observation/rgb_valid.pt
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diff --git a/H2O/shared-v1.0/data/subject4_k2_5/cam3/annotation/keypoints/xyz.pt b/H2O/shared-v1.0/data/subject4_k2_5/cam3/annotation/keypoints/xyz.pt
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+version https://git-lfs.github.com/spec/v1
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diff --git a/H2O/shared-v1.0/data/subject4_k2_5/cam3/annotation/keypoints/xyz_valid.pt b/H2O/shared-v1.0/data/subject4_k2_5/cam3/annotation/keypoints/xyz_valid.pt
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+version https://git-lfs.github.com/spec/v1
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diff --git a/H2O/shared-v1.0/data/subject4_k2_5/cam3/annotation/mano/motion.pt b/H2O/shared-v1.0/data/subject4_k2_5/cam3/annotation/mano/motion.pt
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diff --git a/H2O/shared-v1.0/data/subject4_k2_5/cam3/annotation/mano/motion_valid.pt b/H2O/shared-v1.0/data/subject4_k2_5/cam3/annotation/mano/motion_valid.pt
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+version https://git-lfs.github.com/spec/v1
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diff --git a/H2O/shared-v1.0/data/subject4_k2_5/cam3/annotation/object/spray/assets/lotion_spray.mtl b/H2O/shared-v1.0/data/subject4_k2_5/cam3/annotation/object/spray/assets/lotion_spray.mtl
new file mode 100644
index 0000000000000000000000000000000000000000..dd2aac5422b8753516033abc11180f543d66b1f5
--- /dev/null
+++ b/H2O/shared-v1.0/data/subject4_k2_5/cam3/annotation/object/spray/assets/lotion_spray.mtl
@@ -0,0 +1,13 @@
+# Blender MTL File: 'lotion_spray.blend'
+# Material Count: 1
+
+newmtl Material.001
+Ns 225.000000
+Ka 1.000000 1.000000 1.000000
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diff --git a/H2O/shared-v1.0/data/subject4_k2_5/cam3/annotation/object/spray/assets/lotion_spray.obj b/H2O/shared-v1.0/data/subject4_k2_5/cam3/annotation/object/spray/assets/lotion_spray.obj
new file mode 100644
index 0000000000000000000000000000000000000000..d4e1261adf9db46d959309b1850e0ab484c67aed
--- /dev/null
+++ b/H2O/shared-v1.0/data/subject4_k2_5/cam3/annotation/object/spray/assets/lotion_spray.obj
@@ -0,0 +1,15723 @@
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diff --git a/H2O/shared-v1.0/data/subject4_k2_5/cam3/metainfo.json b/H2O/shared-v1.0/data/subject4_k2_5/cam3/metainfo.json
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index 0000000000000000000000000000000000000000..b8db0583a46092c12b2652e0267a4a5a6ab069a2
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+{
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+  "sequence_id": "subject4_k2_5",
+  "camera_id": "cam3",
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+    "right"
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+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
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+      "schema_id": "transform/se3/v1",
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+        "T",
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+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
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+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
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+        "left_shapedirs_correction": "not_applied",
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+            "sha256": "c4022f7083f2ca7c78b2b3d595abbab52debd32b09d372b16923a801f0ea6a30"
+          },
+          "right": {
+            "file": "MANO_RIGHT.pkl",
+            "sha256": "45d60aa3b27ef9107a7afd4e00808f307fd91111e1cfa35afd5c4a62de264767"
+          }
+        }
+      },
+      "valid_policy": {
+        "revision": "usable-annotation-2026-09-20",
+        "meaning": "annotation usable for supervision, not merely record presence",
+        "source_rule": "Per-hand hand_pose_mano flag equals 1; corresponding side model available",
+        "source_locator": {
+          "frames_ref": "camera/frames.jsonl",
+          "source_field": "component_sources"
+        },
+        "scope": [
+          "T",
+          "hand"
+        ],
+        "numerical_checks": "Schema shape, finite valid floats, SE(3) where applicable; malformed input aborts",
+        "official_qa": {
+          "status": "not_provided",
+          "reason": "No separate applicable official QA in selected source inputs"
+        },
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+        "local_exclusion_reasons": {},
+        "visibility_independent": true
+      }
+    },
+    "keypoints_xyz": {
+      "available": true,
+      "schema_id": "keypoints/xyz/v1",
+      "data_ref": "annotation/keypoints/xyz.pt",
+      "axes": [
+        "T",
+        "hand",
+        "keypoint",
+        "coordinate"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
+      },
+      "source_locator": {
+        "frames_ref": "camera/frames.jsonl",
+        "source_field": "component_sources"
+      },
+      "valid_ref": "annotation/keypoints/xyz_valid.pt",
+      "valid_axes": [
+        "T",
+        "hand",
+        "keypoint"
+      ],
+      "keypoint_schema": "mano21/v1",
+      "unit": "m",
+      "valid_policy": {
+        "revision": "usable-annotation-2026-09-20",
+        "meaning": "annotation usable for supervision, not merely record presence",
+        "source_rule": "Per-hand hand_pose flag equals 1, broadcast to that hand's 21 source points independently of MANO",
+        "source_locator": {
+          "frames_ref": "camera/frames.jsonl",
+          "source_field": "component_sources"
+        },
+        "scope": [
+          "T",
+          "hand",
+          "keypoint"
+        ],
+        "numerical_checks": "Schema shape, finite valid floats, SE(3) where applicable; malformed input aborts",
+        "official_qa": {
+          "status": "not_provided",
+          "reason": "No separate applicable official QA in selected source inputs"
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+        "local_exclusion_reasons": {},
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+      "available": true,
+      "schema_id": "object/rigid/v1",
+      "data_ref": "annotation/object/spray/pose.pt",
+      "axes": [
+        "T",
+        "row",
+        "column"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
+      },
+      "source_locator": {
+        "frames_ref": "camera/frames.jsonl",
+        "source_field": "component_sources"
+      },
+      "valid_ref": "annotation/object/spray/pose_valid.pt",
+      "valid_axes": [
+        "T"
+      ],
+      "convention": "T_camera_from_object",
+      "unit": "m",
+      "valid_policy": {
+        "revision": "usable-annotation-2026-09-20",
+        "meaning": "annotation usable for supervision, not merely record presence",
+        "source_rule": "Source obj_pose_rt class equals this nonzero object class",
+        "source_locator": {
+          "frames_ref": "camera/frames.jsonl",
+          "source_field": "component_sources"
+        },
+        "scope": [
+          "T"
+        ],
+        "numerical_checks": "Schema shape, finite valid floats, SE(3) where applicable; malformed input aborts",
+        "official_qa": {
+          "status": "not_provided",
+          "reason": "No separate applicable official QA in selected source inputs"
+        },
+        "local_excluded_frame_indices": [],
+        "local_exclusion_reasons": {},
+        "visibility_independent": true
+      }
+    },
+    "points_spray": {
+      "available": true,
+      "schema_id": "object_keypoints/camera/v1",
+      "data_ref": "annotation/object/spray/keypoints/xyz.pt",
+      "axes": [
+        "T",
+        "keypoint",
+        "coordinate"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
+      },
+      "source_locator": {
+        "frames_ref": "camera/frames.jsonl",
+        "source_field": "component_sources"
+      },
+      "valid_ref": "annotation/object/spray/keypoints/xyz_valid.pt",
+      "valid_axes": [
+        "T",
+        "keypoint"
+      ],
+      "keypoint_schema": "H2O_official_object21",
+      "keypoint_names": [
+        "center",
+        "corner_0",
+        "corner_1",
+        "corner_2",
+        "corner_3",
+        "corner_4",
+        "corner_5",
+        "corner_6",
+        "corner_7",
+        "edge_midpoint_0",
+        "edge_midpoint_1",
+        "edge_midpoint_2",
+        "edge_midpoint_3",
+        "edge_midpoint_4",
+        "edge_midpoint_5",
+        "edge_midpoint_6",
+        "edge_midpoint_7",
+        "edge_midpoint_8",
+        "edge_midpoint_9",
+        "edge_midpoint_10",
+        "edge_midpoint_11"
+      ],
+      "source_order": "official obj_point_order.jpg: center, 8 corners, 12 edge midpoints",
+      "unit": "m",
+      "valid_policy": {
+        "revision": "usable-annotation-2026-09-20",
+        "meaning": "annotation usable for supervision, not merely record presence",
+        "source_rule": "Source obj_pose class equals this nonzero object class, broadcast to its 21 points",
+        "source_locator": {
+          "frames_ref": "camera/frames.jsonl",
+          "source_field": "component_sources"
+        },
+        "scope": [
+          "T",
+          "keypoint"
+        ],
+        "numerical_checks": "Schema shape, finite valid floats, SE(3) where applicable; malformed input aborts",
+        "official_qa": {
+          "status": "not_provided",
+          "reason": "No separate applicable official QA in selected source inputs"
+        },
+        "local_excluded_frame_indices": [],
+        "local_exclusion_reasons": {},
+        "visibility_independent": true
+      }
+    },
+    "mesh_spray": {
+      "available": true,
+      "schema_id": "mesh/obj/v1",
+      "data_ref": "annotation/object/spray/assets/lotion_spray.obj",
+      "axes": [
+        "vertex"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
+      },
+      "source_locator": {
+        "file": "/data/xuzhefeng/Datasets/Hand-Datasets-Raw/H2O/raw/data/object.zip",
+        "member": "object/spray/lotion_spray.obj"
+      },
+      "valid": true,
+      "unit": "m"
+    },
+    "depth": {
+      "available": true,
+      "schema_id": "depth/z_float32/v1",
+      "data_ref": "observation/depth.mkv",
+      "axes": [
+        "T",
+        "height",
+        "width"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
+      },
+      "source_locator": {
+        "frames_ref": "camera/frames.jsonl",
+        "source_field": "component_sources.depth",
+        "definition": "https://github.com/taeinkwon/h2oplayer/blob/main/utils.py",
+        "conversion": "registered millimetre camera-Z to metres; no viewer range clipping"
+      },
+      "storage": {
+        "profile": "mkv/depth_float32_bits/v1",
+        "codec": "ffv1",
+        "pixel_format": "gray16le",
+        "encoded_size": [
+          2560,
+          720
+        ],
+        "decoder": {
+          "name": "ffmpeg",
+          "version": "ffmpeg version 6.1.1-3ubuntu5 Copyright (c) 2000-2023 the FFmpeg developers",
+          "autorotate": false,
+          "color_space": "unknown",
+          "color_range": "unknown",
+          "color_primaries": "unknown",
+          "color_transfer": "unknown"
+        },
+        "encoder_parameters": {
+          "version": "ffmpeg version 6.1.1-3ubuntu5 Copyright (c) 2000-2023 the FFmpeg developers",
+          "name": "ffv1",
+          "arguments": [
+            "-level",
+            "3",
+            "-slices",
+            "16"
+          ],
+          "threads": 10
+        },
+        "source_lossy": false,
+        "storage_fps": 30,
+        "timebase_role": "index_only"
+      },
+      "valid_storage": {
+        "profile": "mkv/bool_ffv1/v1",
+        "codec": "ffv1",
+        "pixel_format": "gray",
+        "encoded_size": [
+          1280,
+          720
+        ],
+        "decoder": {
+          "name": "ffmpeg",
+          "version": "ffmpeg version 6.1.1-3ubuntu5 Copyright (c) 2000-2023 the FFmpeg developers",
+          "autorotate": false,
+          "color_space": "unknown",
+          "color_range": "unknown",
+          "color_primaries": "unknown",
+          "color_transfer": "unknown"
+        },
+        "encoder_parameters": {
+          "version": "ffmpeg version 6.1.1-3ubuntu5 Copyright (c) 2000-2023 the FFmpeg developers",
+          "name": "ffv1",
+          "arguments": [
+            "-level",
+            "3",
+            "-slices",
+            "16"
+          ],
+          "threads": 10
+        },
+        "source_lossy": false,
+        "storage_fps": 30,
+        "timebase_role": "index_only"
+      },
+      "valid_ref": "observation/depth_valid.mkv",
+      "valid_axes": [
+        "T",
+        "height",
+        "width"
+      ],
+      "unit": "m",
+      "depth_type": "z",
+      "depth_origin": "measured",
+      "invalid_value": "NaN"
+    },
+    "segment": {
+      "available": false,
+      "reason": "H2O provides no native segmentation; rendering deferred to v2.0",
+      "status": "source_missing"
+    },
+    "relations": {
+      "available": false,
+      "reason": "No source contact/grasp annotation",
+      "status": "source_missing"
+    }
+  },
+  "split": "test",
+  "view_type": "exo",
+  "split_scheme": "official_action_split",
+  "split_source_locator": {
+    "file": "/data/xuzhefeng/Datasets/Hand-Datasets-Raw/H2O/raw/data/label_split.zip",
+    "member": "label_split/action_test.txt",
+    "record": 152
+  }
+}
diff --git a/H2O/shared-v1.0/data/subject4_k2_5/cam3/observation/depth.mkv b/H2O/shared-v1.0/data/subject4_k2_5/cam3/observation/depth.mkv
new file mode 100644
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+++ b/H2O/shared-v1.0/data/subject4_k2_5/cam3/observation/depth.mkv
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+version https://git-lfs.github.com/spec/v1
+oid sha256:b2482d21dd208a5fa2bf87d2ecb731fb0a5be82036ce517c53e31d06673b701e
+size 386519688
diff --git a/H2O/shared-v1.0/data/subject4_k2_5/cam3/observation/depth_valid.mkv b/H2O/shared-v1.0/data/subject4_k2_5/cam3/observation/depth_valid.mkv
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+++ b/H2O/shared-v1.0/data/subject4_k2_5/cam3/observation/depth_valid.mkv
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/H2O/shared-v1.0/data/subject4_k2_5/cam3/observation/rgb.mkv b/H2O/shared-v1.0/data/subject4_k2_5/cam3/observation/rgb.mkv
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+++ b/H2O/shared-v1.0/data/subject4_k2_5/cam3/observation/rgb.mkv
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+version https://git-lfs.github.com/spec/v1
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diff --git a/H2O/shared-v1.0/data/subject4_k2_5/cam3/observation/rgb_valid.pt b/H2O/shared-v1.0/data/subject4_k2_5/cam3/observation/rgb_valid.pt
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+++ b/H2O/shared-v1.0/data/subject4_k2_5/cam3/observation/rgb_valid.pt
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+version https://git-lfs.github.com/spec/v1
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diff --git a/H2O/shared-v1.0/data/subject4_k2_5/cam4/annotation/keypoints/xyz.pt b/H2O/shared-v1.0/data/subject4_k2_5/cam4/annotation/keypoints/xyz.pt
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+version https://git-lfs.github.com/spec/v1
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diff --git a/H2O/shared-v1.0/data/subject4_k2_5/cam4/annotation/keypoints/xyz_valid.pt b/H2O/shared-v1.0/data/subject4_k2_5/cam4/annotation/keypoints/xyz_valid.pt
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+version https://git-lfs.github.com/spec/v1
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+size 33911
diff --git a/H2O/shared-v1.0/data/subject4_k2_5/cam4/annotation/mano/motion.pt b/H2O/shared-v1.0/data/subject4_k2_5/cam4/annotation/mano/motion.pt
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index 0000000000000000000000000000000000000000..237c2018a664cfeb46e02b3248eb6867d086127a
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+++ b/H2O/shared-v1.0/data/subject4_k2_5/cam4/annotation/mano/motion.pt
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+version https://git-lfs.github.com/spec/v1
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diff --git a/H2O/shared-v1.0/data/subject4_k2_5/cam4/annotation/mano/motion_valid.pt b/H2O/shared-v1.0/data/subject4_k2_5/cam4/annotation/mano/motion_valid.pt
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+version https://git-lfs.github.com/spec/v1
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diff --git a/H2O/shared-v1.0/data/subject4_k2_5/cam4/annotation/object/spray/assets/lotion_spray.mtl b/H2O/shared-v1.0/data/subject4_k2_5/cam4/annotation/object/spray/assets/lotion_spray.mtl
new file mode 100644
index 0000000000000000000000000000000000000000..dd2aac5422b8753516033abc11180f543d66b1f5
--- /dev/null
+++ b/H2O/shared-v1.0/data/subject4_k2_5/cam4/annotation/object/spray/assets/lotion_spray.mtl
@@ -0,0 +1,13 @@
+# Blender MTL File: 'lotion_spray.blend'
+# Material Count: 1
+
+newmtl Material.001
+Ns 225.000000
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diff --git a/H2O/shared-v1.0/data/subject4_k2_5/cam4/annotation/object/spray/assets/lotion_spray.obj b/H2O/shared-v1.0/data/subject4_k2_5/cam4/annotation/object/spray/assets/lotion_spray.obj
new file mode 100644
index 0000000000000000000000000000000000000000..d4e1261adf9db46d959309b1850e0ab484c67aed
--- /dev/null
+++ b/H2O/shared-v1.0/data/subject4_k2_5/cam4/annotation/object/spray/assets/lotion_spray.obj
@@ -0,0 +1,15723 @@
+# Blender v2.82 (sub 7) OBJ File: 'lotion_spray.blend'
+# www.blender.org
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+        "meaning": "annotation usable for supervision, not merely record presence",
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+      "valid_axes": [
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+      "data_ref": "annotation/object/spray/keypoints/xyz.pt",
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+        "T",
+        "keypoint",
+        "coordinate"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
+      },
+      "source_locator": {
+        "frames_ref": "camera/frames.jsonl",
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+      "valid_ref": "annotation/object/spray/keypoints/xyz_valid.pt",
+      "valid_axes": [
+        "T",
+        "keypoint"
+      ],
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+        "center",
+        "corner_0",
+        "corner_1",
+        "corner_2",
+        "corner_3",
+        "corner_4",
+        "corner_5",
+        "corner_6",
+        "corner_7",
+        "edge_midpoint_0",
+        "edge_midpoint_1",
+        "edge_midpoint_2",
+        "edge_midpoint_3",
+        "edge_midpoint_4",
+        "edge_midpoint_5",
+        "edge_midpoint_6",
+        "edge_midpoint_7",
+        "edge_midpoint_8",
+        "edge_midpoint_9",
+        "edge_midpoint_10",
+        "edge_midpoint_11"
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+        "revision": "usable-annotation-2026-09-20",
+        "meaning": "annotation usable for supervision, not merely record presence",
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+        "numerical_checks": "Schema shape, finite valid floats, SE(3) where applicable; malformed input aborts",
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+          "status": "not_provided",
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+        "vertex"
+      ],
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+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
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+      "source_locator": {
+        "file": "/data/xuzhefeng/Datasets/Hand-Datasets-Raw/H2O/raw/data/object.zip",
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+      "axes": [
+        "T",
+        "height",
+        "width"
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+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
+      },
+      "source_locator": {
+        "frames_ref": "camera/frames.jsonl",
+        "source_field": "component_sources.depth",
+        "definition": "https://github.com/taeinkwon/h2oplayer/blob/main/utils.py",
+        "conversion": "registered millimetre camera-Z to metres; no viewer range clipping"
+      },
+      "storage": {
+        "profile": "mkv/depth_float32_bits/v1",
+        "codec": "ffv1",
+        "pixel_format": "gray16le",
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+          720
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+        "decoder": {
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+          "version": "ffmpeg version 6.1.1-3ubuntu5 Copyright (c) 2000-2023 the FFmpeg developers",
+          "autorotate": false,
+          "color_space": "unknown",
+          "color_range": "unknown",
+          "color_primaries": "unknown",
+          "color_transfer": "unknown"
+        },
+        "encoder_parameters": {
+          "version": "ffmpeg version 6.1.1-3ubuntu5 Copyright (c) 2000-2023 the FFmpeg developers",
+          "name": "ffv1",
+          "arguments": [
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+        "storage_fps": 30,
+        "timebase_role": "index_only"
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+      "valid_storage": {
+        "profile": "mkv/bool_ffv1/v1",
+        "codec": "ffv1",
+        "pixel_format": "gray",
+        "encoded_size": [
+          1280,
+          720
+        ],
+        "decoder": {
+          "name": "ffmpeg",
+          "version": "ffmpeg version 6.1.1-3ubuntu5 Copyright (c) 2000-2023 the FFmpeg developers",
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+          "color_transfer": "unknown"
+        },
+        "encoder_parameters": {
+          "version": "ffmpeg version 6.1.1-3ubuntu5 Copyright (c) 2000-2023 the FFmpeg developers",
+          "name": "ffv1",
+          "arguments": [
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+        "width"
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+      "invalid_value": "NaN"
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+      "reason": "H2O provides no native segmentation; rendering deferred to v2.0",
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+      "reason": "No source contact/grasp annotation",
+      "status": "source_missing"
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+  "split": "test",
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+  "split_scheme": "official_action_split",
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+# www.blender.org
+mtllib ovomaltine.mtl
+o ovomaltine_simple
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diff --git a/H2O/shared-v1.0/data/subject4_k2_6/cam0/annotation/object/cocoa/assets/ovomaltine.mtl b/H2O/shared-v1.0/data/subject4_k2_6/cam0/annotation/object/cocoa/assets/ovomaltine.mtl
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diff --git a/H2O/shared-v1.0/data/subject4_k2_6/cam0/annotation/object/cocoa/assets/ovomaltine.png b/H2O/shared-v1.0/data/subject4_k2_6/cam0/annotation/object/cocoa/assets/ovomaltine.png
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diff --git a/H2O/shared-v1.0/data/subject4_k2_6/cam0/annotation/object/cocoa/metainfo.json b/H2O/shared-v1.0/data/subject4_k2_6/cam0/annotation/object/cocoa/metainfo.json
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+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
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+      "source_locator": {
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+      "valid_ref": "annotation/mano/motion_valid.pt",
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+        "T",
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+        "revision": "usable-annotation-2026-09-20",
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+        "height",
+        "width"
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+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
+      },
+      "source_locator": {
+        "frames_ref": "camera/frames.jsonl",
+        "source_field": "component_sources.depth",
+        "definition": "https://github.com/taeinkwon/h2oplayer/blob/main/utils.py",
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+      "storage": {
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+        "pixel_format": "gray16le",
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+          "autorotate": false,
+          "color_space": "unknown",
+          "color_range": "unknown",
+          "color_primaries": "unknown",
+          "color_transfer": "unknown"
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+          "name": "ffv1",
+          "arguments": [
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+        "codec": "ffv1",
+        "pixel_format": "gray",
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+          720
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+          "name": "ffmpeg",
+          "version": "ffmpeg version 6.1.1-3ubuntu5 Copyright (c) 2000-2023 the FFmpeg developers",
+          "autorotate": false,
+          "color_space": "unknown",
+          "color_range": "unknown",
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+      "invalid_value": "NaN"
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+      "reason": "No source contact/grasp annotation",
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+  "split": "test",
+  "view_type": "exo",
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+}
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+# Blender v2.82 (sub 7) OBJ File: 'ovomaltine.blend'
+# www.blender.org
+mtllib ovomaltine.mtl
+o ovomaltine_simple
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@@ -0,0 +1,540 @@
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diff --git a/H2O/shared-v1.0/data/subject4_k2_6/cam1/camera/intrinsic_valid.pt b/H2O/shared-v1.0/data/subject4_k2_6/cam1/camera/intrinsic_valid.pt
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+        "method": "Copy source annotation; normalize storage only"
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+      "valid_ref": "annotation/keypoints/xyz_valid.pt",
+      "valid_axes": [
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+        "meaning": "annotation usable for supervision, not merely record presence",
+        "source_rule": "Per-hand hand_pose flag equals 1, broadcast to that hand's 21 source points independently of MANO",
+        "source_locator": {
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+          "source_field": "component_sources"
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+        "numerical_checks": "Schema shape, finite valid floats, SE(3) where applicable; malformed input aborts",
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+      "data_ref": "annotation/object/cocoa/pose.pt",
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+        "local_exclusion_reasons": {},
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+      "schema_id": "object_keypoints/camera/v1",
+      "data_ref": "annotation/object/cocoa/keypoints/xyz.pt",
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+        "T",
+        "keypoint",
+        "coordinate"
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+        "method": "Copy source annotation; normalize storage only"
+      },
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+      "valid_ref": "annotation/object/cocoa/keypoints/xyz_valid.pt",
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+        "T",
+        "keypoint"
+      ],
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+        "corner_3",
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+        "corner_5",
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+        "edge_midpoint_4",
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+        "edge_midpoint_8",
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+        "edge_midpoint_10",
+        "edge_midpoint_11"
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+      "unit": "m",
+      "valid_policy": {
+        "revision": "usable-annotation-2026-09-20",
+        "meaning": "annotation usable for supervision, not merely record presence",
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+              "member": "object/cocoa/ovomaltine.png"
+            }
+          }
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+      "unit": "m"
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+      "schema_id": "depth/z_float32/v1",
+      "data_ref": "observation/depth.mkv",
+      "axes": [
+        "T",
+        "height",
+        "width"
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+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
+      },
+      "source_locator": {
+        "frames_ref": "camera/frames.jsonl",
+        "source_field": "component_sources.depth",
+        "definition": "https://github.com/taeinkwon/h2oplayer/blob/main/utils.py",
+        "conversion": "registered millimetre camera-Z to metres; no viewer range clipping"
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+        "pixel_format": "gray16le",
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+          "version": "ffmpeg version 6.1.1-3ubuntu5 Copyright (c) 2000-2023 the FFmpeg developers",
+          "autorotate": false,
+          "color_space": "unknown",
+          "color_range": "unknown",
+          "color_primaries": "unknown",
+          "color_transfer": "unknown"
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+          "version": "ffmpeg version 6.1.1-3ubuntu5 Copyright (c) 2000-2023 the FFmpeg developers",
+          "name": "ffv1",
+          "arguments": [
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+        "timebase_role": "index_only"
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+      "valid_storage": {
+        "profile": "mkv/bool_ffv1/v1",
+        "codec": "ffv1",
+        "pixel_format": "gray",
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+          720
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+        "decoder": {
+          "name": "ffmpeg",
+          "version": "ffmpeg version 6.1.1-3ubuntu5 Copyright (c) 2000-2023 the FFmpeg developers",
+          "autorotate": false,
+          "color_space": "unknown",
+          "color_range": "unknown",
+          "color_primaries": "unknown",
+          "color_transfer": "unknown"
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+          "version": "ffmpeg version 6.1.1-3ubuntu5 Copyright (c) 2000-2023 the FFmpeg developers",
+          "name": "ffv1",
+          "arguments": [
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+            "16"
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+        "source_lossy": false,
+        "storage_fps": 30,
+        "timebase_role": "index_only"
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+      "valid_ref": "observation/depth_valid.mkv",
+      "valid_axes": [
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+        "height",
+        "width"
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+      "depth_type": "z",
+      "depth_origin": "measured",
+      "invalid_value": "NaN"
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+    "segment": {
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+      "reason": "H2O provides no native segmentation; rendering deferred to v2.0",
+      "status": "source_missing"
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+    "relations": {
+      "available": false,
+      "reason": "No source contact/grasp annotation",
+      "status": "source_missing"
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+  "split": "test",
+  "view_type": "exo",
+  "split_scheme": "official_action_split",
+  "split_source_locator": {
+    "file": "/data/xuzhefeng/Datasets/Hand-Datasets-Raw/H2O/raw/data/label_split.zip",
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+  }
+}
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diff --git a/H2O/shared-v1.0/data/subject4_k2_6/cam2/camera/intrinsic_valid.pt b/H2O/shared-v1.0/data/subject4_k2_6/cam2/camera/intrinsic_valid.pt
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diff --git a/H2O/shared-v1.0/data/subject4_k2_6/cam2/metainfo.json b/H2O/shared-v1.0/data/subject4_k2_6/cam2/metainfo.json
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+        "method": "Copy source annotation; normalize storage only"
+      },
+      "source_locator": {
+        "frames_ref": "camera/frames.jsonl",
+        "source_field": "component_sources"
+      },
+      "valid_ref": "annotation/keypoints/xyz_valid.pt",
+      "valid_axes": [
+        "T",
+        "hand",
+        "keypoint"
+      ],
+      "keypoint_schema": "mano21/v1",
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+        "revision": "usable-annotation-2026-09-20",
+        "meaning": "annotation usable for supervision, not merely record presence",
+        "source_rule": "Per-hand hand_pose flag equals 1, broadcast to that hand's 21 source points independently of MANO",
+        "source_locator": {
+          "frames_ref": "camera/frames.jsonl",
+          "source_field": "component_sources"
+        },
+        "scope": [
+          "T",
+          "hand",
+          "keypoint"
+        ],
+        "numerical_checks": "Schema shape, finite valid floats, SE(3) where applicable; malformed input aborts",
+        "official_qa": {
+          "status": "not_provided",
+          "reason": "No separate applicable official QA in selected source inputs"
+        },
+        "local_excluded_frame_indices": [],
+        "local_exclusion_reasons": {},
+        "visibility_independent": true
+      }
+    },
+    "pose_cocoa": {
+      "available": true,
+      "schema_id": "object/rigid/v1",
+      "data_ref": "annotation/object/cocoa/pose.pt",
+      "axes": [
+        "T",
+        "row",
+        "column"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
+      },
+      "source_locator": {
+        "frames_ref": "camera/frames.jsonl",
+        "source_field": "component_sources"
+      },
+      "valid_ref": "annotation/object/cocoa/pose_valid.pt",
+      "valid_axes": [
+        "T"
+      ],
+      "convention": "T_camera_from_object",
+      "unit": "m",
+      "valid_policy": {
+        "revision": "usable-annotation-2026-09-20",
+        "meaning": "annotation usable for supervision, not merely record presence",
+        "source_rule": "Source obj_pose_rt class equals this nonzero object class",
+        "source_locator": {
+          "frames_ref": "camera/frames.jsonl",
+          "source_field": "component_sources"
+        },
+        "scope": [
+          "T"
+        ],
+        "numerical_checks": "Schema shape, finite valid floats, SE(3) where applicable; malformed input aborts",
+        "official_qa": {
+          "status": "not_provided",
+          "reason": "No separate applicable official QA in selected source inputs"
+        },
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+        "local_exclusion_reasons": {},
+        "visibility_independent": true
+      }
+    },
+    "points_cocoa": {
+      "available": true,
+      "schema_id": "object_keypoints/camera/v1",
+      "data_ref": "annotation/object/cocoa/keypoints/xyz.pt",
+      "axes": [
+        "T",
+        "keypoint",
+        "coordinate"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
+      },
+      "source_locator": {
+        "frames_ref": "camera/frames.jsonl",
+        "source_field": "component_sources"
+      },
+      "valid_ref": "annotation/object/cocoa/keypoints/xyz_valid.pt",
+      "valid_axes": [
+        "T",
+        "keypoint"
+      ],
+      "keypoint_schema": "H2O_official_object21",
+      "keypoint_names": [
+        "center",
+        "corner_0",
+        "corner_1",
+        "corner_2",
+        "corner_3",
+        "corner_4",
+        "corner_5",
+        "corner_6",
+        "corner_7",
+        "edge_midpoint_0",
+        "edge_midpoint_1",
+        "edge_midpoint_2",
+        "edge_midpoint_3",
+        "edge_midpoint_4",
+        "edge_midpoint_5",
+        "edge_midpoint_6",
+        "edge_midpoint_7",
+        "edge_midpoint_8",
+        "edge_midpoint_9",
+        "edge_midpoint_10",
+        "edge_midpoint_11"
+      ],
+      "source_order": "official obj_point_order.jpg: center, 8 corners, 12 edge midpoints",
+      "unit": "m",
+      "valid_policy": {
+        "revision": "usable-annotation-2026-09-20",
+        "meaning": "annotation usable for supervision, not merely record presence",
+        "source_rule": "Source obj_pose class equals this nonzero object class, broadcast to its 21 points",
+        "source_locator": {
+          "frames_ref": "camera/frames.jsonl",
+          "source_field": "component_sources"
+        },
+        "scope": [
+          "T",
+          "keypoint"
+        ],
+        "numerical_checks": "Schema shape, finite valid floats, SE(3) where applicable; malformed input aborts",
+        "official_qa": {
+          "status": "not_provided",
+          "reason": "No separate applicable official QA in selected source inputs"
+        },
+        "local_excluded_frame_indices": [],
+        "local_exclusion_reasons": {},
+        "visibility_independent": true
+      }
+    },
+    "mesh_cocoa": {
+      "available": true,
+      "schema_id": "mesh/obj/v1",
+      "data_ref": "annotation/object/cocoa/assets/cocoa.obj",
+      "axes": [
+        "vertex"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
+      },
+      "source_locator": {
+        "file": "/data/xuzhefeng/Datasets/Hand-Datasets-Raw/H2O/raw/data/object.zip",
+        "member": "object/cocoa/cocoa.obj",
+        "texture_aliases": [
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+            "sha256": "90dd612369a14e825d040e539f1f1028e5b6e46e598eb5a4c664034e3a49e91f",
+            "source": {
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+              "member": "object/cocoa/ovomaltine.png"
+            }
+          }
+        ]
+      },
+      "valid": true,
+      "unit": "m"
+    },
+    "depth": {
+      "available": true,
+      "schema_id": "depth/z_float32/v1",
+      "data_ref": "observation/depth.mkv",
+      "axes": [
+        "T",
+        "height",
+        "width"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
+      },
+      "source_locator": {
+        "frames_ref": "camera/frames.jsonl",
+        "source_field": "component_sources.depth",
+        "definition": "https://github.com/taeinkwon/h2oplayer/blob/main/utils.py",
+        "conversion": "registered millimetre camera-Z to metres; no viewer range clipping"
+      },
+      "storage": {
+        "profile": "mkv/depth_float32_bits/v1",
+        "codec": "ffv1",
+        "pixel_format": "gray16le",
+        "encoded_size": [
+          2560,
+          720
+        ],
+        "decoder": {
+          "name": "ffmpeg",
+          "version": "ffmpeg version 6.1.1-3ubuntu5 Copyright (c) 2000-2023 the FFmpeg developers",
+          "autorotate": false,
+          "color_space": "unknown",
+          "color_range": "unknown",
+          "color_primaries": "unknown",
+          "color_transfer": "unknown"
+        },
+        "encoder_parameters": {
+          "version": "ffmpeg version 6.1.1-3ubuntu5 Copyright (c) 2000-2023 the FFmpeg developers",
+          "name": "ffv1",
+          "arguments": [
+            "-level",
+            "3",
+            "-slices",
+            "16"
+          ],
+          "threads": 10
+        },
+        "source_lossy": false,
+        "storage_fps": 30,
+        "timebase_role": "index_only"
+      },
+      "valid_storage": {
+        "profile": "mkv/bool_ffv1/v1",
+        "codec": "ffv1",
+        "pixel_format": "gray",
+        "encoded_size": [
+          1280,
+          720
+        ],
+        "decoder": {
+          "name": "ffmpeg",
+          "version": "ffmpeg version 6.1.1-3ubuntu5 Copyright (c) 2000-2023 the FFmpeg developers",
+          "autorotate": false,
+          "color_space": "unknown",
+          "color_range": "unknown",
+          "color_primaries": "unknown",
+          "color_transfer": "unknown"
+        },
+        "encoder_parameters": {
+          "version": "ffmpeg version 6.1.1-3ubuntu5 Copyright (c) 2000-2023 the FFmpeg developers",
+          "name": "ffv1",
+          "arguments": [
+            "-level",
+            "3",
+            "-slices",
+            "16"
+          ],
+          "threads": 10
+        },
+        "source_lossy": false,
+        "storage_fps": 30,
+        "timebase_role": "index_only"
+      },
+      "valid_ref": "observation/depth_valid.mkv",
+      "valid_axes": [
+        "T",
+        "height",
+        "width"
+      ],
+      "unit": "m",
+      "depth_type": "z",
+      "depth_origin": "measured",
+      "invalid_value": "NaN"
+    },
+    "segment": {
+      "available": false,
+      "reason": "H2O provides no native segmentation; rendering deferred to v2.0",
+      "status": "source_missing"
+    },
+    "relations": {
+      "available": false,
+      "reason": "No source contact/grasp annotation",
+      "status": "source_missing"
+    }
+  },
+  "split": "test",
+  "view_type": "exo",
+  "split_scheme": "official_action_split",
+  "split_source_locator": {
+    "file": "/data/xuzhefeng/Datasets/Hand-Datasets-Raw/H2O/raw/data/label_split.zip",
+    "member": "label_split/action_test.txt",
+    "record": 156
+  }
+}