Stage RHD shared-v1.1 402/1071

RHD/shared-v1.1/data/training_00010752/camera/metainfo.json

@@ -0,0 +1,433 @@
+{
+  "schema_version": "hand-warehouse/1.1",
+  "dataset_id": "RHD",
+  "release_id": "shared-v1.1",
+  "sequence_id": "training_00010752",
+  "camera_id": "camera",
+  "sample_type": "image",
+  "num_frames": 512,
+  "hand_slots": [
+    "left",
+    "right"
+  ],
+  "sampling": {
+    "type": "independent",
+    "source_fps": null,
+    "frames_ref": "camera/frames.jsonl",
+    "selection": "all source independent images sorted by source ID",
+    "shard_max_images": 512
+  },
+  "camera": {
+    "model": "pinhole",
+    "schema_id": "camera/pinhole/v1",
+    "image_size": [
+      320,
+      320
+    ]
+  },
+  "components": {
+    "rgb": {
+      "available": true,
+      "schema_id": "rgb/uint8/v1",
+      "data_ref": "observation/rgb.mkv",
+      "axes": [
+        "T",
+        "height",
+        "width",
+        "channel"
+      ],
+      "valid_ref": "observation/rgb_valid.pt",
+      "valid_axes": [
+        "T"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "source values retained"
+      },
+      "source_locator": {
+        "archive": "raw/data/RHD_v1-1.zip",
+        "annotation": "RHD_published_v2/training/anno_training.pickle"
+      },
+      "storage": {
+        "profile": "mkv/ffv1_rgb/v1",
+        "codec": "ffv1",
+        "pixel_format": "bgr0",
+        "encoded_size": [
+          320,
+          320
+        ],
+        "source_lossy": false,
+        "decoder": "ffmpeg version 7.1-essentials_build-www.gyan.dev Copyright (c) 2000-2024 the FFmpeg developers",
+        "encoder_parameters": [
+          "-level",
+          "3"
+        ]
+      },
+      "storage_fps": 1,
+      "timebase_role": "index_only"
+    },
+    "intrinsic": {
+      "available": true,
+      "schema_id": "camera/pinhole/v1",
+      "data_ref": "camera/camera.pt",
+      "axes": [
+        "T",
+        "row",
+        "column"
+      ],
+      "valid_ref": "camera/camera.pt",
+      "valid_axes": [
+        "T"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "source values retained"
+      },
+      "source_locator": {
+        "archive": "raw/data/RHD_v1-1.zip",
+        "annotation": "RHD_published_v2/training/anno_training.pickle"
+      },
+      "data_key": [
+        "intrinsic",
+        "data"
+      ],
+      "valid_key": [
+        "intrinsic",
+        "valid"
+      ],
+      "storage": {
+        "profile": "pt/tensor_bundle/v1"
+      },
+      "valid_storage": {
+        "profile": "pt/tensor_bundle/v1"
+      }
+    },
+    "keypoints_xyz": {
+      "available": true,
+      "schema_id": "keypoints/xyz/v1",
+      "data_ref": "annotation/keypoints/keypoints.pt",
+      "axes": [
+        "T",
+        "hand",
+        "joint",
+        "coordinate"
+      ],
+      "valid_ref": "annotation/keypoints/keypoints.pt",
+      "valid_axes": [
+        "T",
+        "hand",
+        "joint"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Keep both supplied hands including invisible points; reorder tip-to-palm to registered proximal-to-tip order"
+      },
+      "source_locator": {
+        "archive": "raw/data/RHD_v1-1.zip",
+        "annotation": "RHD_published_v2/training/anno_training.pickle"
+      },
+      "unit": "m",
+      "keypoint_schema": "rhd21/v1",
+      "coordinate_frame": "camera",
+      "source_index_map": [
+        0,
+        4,
+        3,
+        2,
+        1,
+        8,
+        7,
+        6,
+        5,
+        12,
+        11,
+        10,
+        9,
+        16,
+        15,
+        14,
+        13,
+        20,
+        19,
+        18,
+        17
+      ],
+      "attributes": {
+        "visibility": {
+          "data_ref": "annotation/keypoints/keypoints.pt",
+          "axes": [
+            "T",
+            "hand",
+            "joint"
+          ],
+          "dtype": "bool",
+          "visibility_type": "bool",
+          "meaning": "source per-keypoint visibility",
+          "provenance": {
+            "kind": "format_conversion",
+            "method": "native uv_vis visibility reordered with coordinates"
+          },
+          "source_locator": {
+            "archive": "raw/data/RHD_v1-1.zip",
+            "annotation": "RHD_published_v2/training/anno_training.pickle"
+          },
+          "data_key": [
+            "visibility",
+            "data"
+          ],
+          "valid_ref": "annotation/keypoints/keypoints.pt",
+          "valid_key": [
+            "visibility",
+            "valid"
+          ],
+          "storage": {
+            "profile": "pt/tensor_bundle/v1"
+          },
+          "valid_storage": {
+            "profile": "pt/tensor_bundle/v1"
+          },
+          "valid_axes": [
+            "T",
+            "hand",
+            "joint"
+          ]
+        }
+      },
+      "data_key": [
+        "xyz",
+        "data"
+      ],
+      "valid_key": [
+        "xyz",
+        "valid"
+      ],
+      "storage": {
+        "profile": "pt/tensor_bundle/v1"
+      },
+      "valid_storage": {
+        "profile": "pt/tensor_bundle/v1"
+      }
+    },
+    "keypoints_uv": {
+      "available": true,
+      "schema_id": "keypoints/uv/v1",
+      "data_ref": "annotation/keypoints/keypoints.pt",
+      "axes": [
+        "T",
+        "hand",
+        "joint",
+        "coordinate"
+      ],
+      "valid_ref": "annotation/keypoints/keypoints.pt",
+      "valid_axes": [
+        "T",
+        "hand",
+        "joint"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Keep both supplied hands including invisible points; reorder tip-to-palm to registered proximal-to-tip order"
+      },
+      "source_locator": {
+        "archive": "raw/data/RHD_v1-1.zip",
+        "annotation": "RHD_published_v2/training/anno_training.pickle"
+      },
+      "unit": "pixel",
+      "keypoint_schema": "rhd21/v1",
+      "coordinate_frame": "rgb_image",
+      "source_index_map": [
+        0,
+        4,
+        3,
+        2,
+        1,
+        8,
+        7,
+        6,
+        5,
+        12,
+        11,
+        10,
+        9,
+        16,
+        15,
+        14,
+        13,
+        20,
+        19,
+        18,
+        17
+      ],
+      "attributes": {
+        "visibility": {
+          "data_ref": "annotation/keypoints/keypoints.pt",
+          "axes": [
+            "T",
+            "hand",
+            "joint"
+          ],
+          "dtype": "bool",
+          "visibility_type": "bool",
+          "meaning": "source per-keypoint visibility",
+          "provenance": {
+            "kind": "format_conversion",
+            "method": "native uv_vis visibility reordered with coordinates"
+          },
+          "source_locator": {
+            "archive": "raw/data/RHD_v1-1.zip",
+            "annotation": "RHD_published_v2/training/anno_training.pickle"
+          },
+          "data_key": [
+            "visibility",
+            "data"
+          ],
+          "valid_ref": "annotation/keypoints/keypoints.pt",
+          "valid_key": [
+            "visibility",
+            "valid"
+          ],
+          "storage": {
+            "profile": "pt/tensor_bundle/v1"
+          },
+          "valid_storage": {
+            "profile": "pt/tensor_bundle/v1"
+          },
+          "valid_axes": [
+            "T",
+            "hand",
+            "joint"
+          ]
+        }
+      },
+      "data_key": [
+        "uv",
+        "data"
+      ],
+      "valid_key": [
+        "uv",
+        "valid"
+      ],
+      "storage": {
+        "profile": "pt/tensor_bundle/v1"
+      },
+      "valid_storage": {
+        "profile": "pt/tensor_bundle/v1"
+      }
+    },
+    "depth": {
+      "available": true,
+      "schema_id": "depth/z_float32/v1",
+      "data_ref": "observation/depth.mkv",
+      "axes": [
+        "T",
+        "height",
+        "width"
+      ],
+      "valid_ref": "observation/depth_valid.mkv",
+      "valid_axes": [
+        "T",
+        "height",
+        "width"
+      ],
+      "storage": {
+        "profile": "mkv/depth_float32_bits/v1",
+        "codec": "ffv1",
+        "pixel_format": "gray16le",
+        "encoded_size": [
+          640,
+          320
+        ],
+        "source_lossy": false,
+        "decoder": "ffmpeg version 7.1-essentials_build-www.gyan.dev Copyright (c) 2000-2024 the FFmpeg developers",
+        "encoder_parameters": [
+          "-level",
+          "3"
+        ]
+      },
+      "valid_storage": {
+        "profile": "mkv/bool_ffv1/v1",
+        "codec": "ffv1",
+        "pixel_format": "gray",
+        "encoded_size": [
+          320,
+          320
+        ],
+        "source_lossy": false,
+        "decoder": "ffmpeg version 7.1-essentials_build-www.gyan.dev Copyright (c) 2000-2024 the FFmpeg developers",
+        "encoder_parameters": [
+          "-level",
+          "3"
+        ]
+      },
+      "unit": "m",
+      "depth_type": "z",
+      "depth_origin": "rendered",
+      "coordinate_frame": "current_rgb_camera",
+      "pixel_grid": "current_rgb",
+      "storage_fps": 1,
+      "timebase_role": "index_only",
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Official code (R*256+G)/65535*5 m; preserve complete float32 bits; source supplies every pixel, no additional invalid-pixel convention inferred"
+      },
+      "source_locator": {
+        "archive": "raw/data/RHD_v1-1.zip",
+        "annotation": "RHD_published_v2/training/anno_training.pickle",
+        "member_pattern": "RHD_published_v2/training/depth/{source_frame_id:05d}.png"
+      }
+    },
+    "segment": {
+      "available": true,
+      "schema_id": "segment/uint16_labels/v1",
+      "data_ref": "annotation/segment/mask.mkv",
+      "axes": [
+        "T",
+        "height",
+        "width"
+      ],
+      "valid_ref": "annotation/segment/mask_valid.pt",
+      "valid_axes": [
+        "T"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Native codes preserved; source 0 background mapped to 65534; native fine-region codes retained without merging"
+      },
+      "source_locator": {
+        "archive": "raw/data/RHD_v1-1.zip",
+        "annotation": "RHD_published_v2/training/anno_training.pickle"
+      },
+      "storage": {
+        "profile": "mkv/uint16_ffv1/v1",
+        "codec": "ffv1",
+        "pixel_format": "gray16le",
+        "encoded_size": [
+          320,
+          320
+        ],
+        "source_lossy": false,
+        "decoder": "ffmpeg version 7.1-essentials_build-www.gyan.dev Copyright (c) 2000-2024 the FFmpeg developers",
+        "encoder_parameters": [
+          "-level",
+          "3"
+        ]
+      },
+      "storage_fps": 1,
+      "timebase_role": "index_only",
+      "segmentation_type": "semantic",
+      "mapping_ref": "annotation/segment/instances.jsonl",
+      "coverage": {
+        "kind": "full",
+        "scope": "official rendered background, person and both hand regions"
+      }
+    }
+  },
+  "split": "train",
+  "storage_revision": "lossless-video-2026-09-18",
+  "split_scheme": "RHD_official_training_evaluation",
+  "split_source_locator": {
+    "archive": "raw/data/RHD_v1-1.zip",
+    "member_prefix": "RHD_published_v2/training"
+  },
+  "view_type": "exo"
+}

RHD/shared-v1.1/data/training_00010752/camera/observation/depth.mkv

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:04bc1e40d3862c7cdba89a3e187fe4f0fe3196970b21cfb7191a18b319cc355f
+size 38402148

RHD/shared-v1.1/data/training_00010752/camera/observation/depth_valid.mkv

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:41ec253eff50f0c503f6588321130499f42049fd368803175426de84d8f8c500
+size 117775

RHD/shared-v1.1/data/training_00010752/camera/observation/rgb.mkv

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3e9d0263db3a2dc97689281e1a1ee79196c79027118749d7e11f36a51f672405
+size 36769324

RHD/shared-v1.1/data/training_00010752/camera/observation/rgb_valid.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:478de0fc88c7ce54fd5ad91a87f043d128092cb6fb51c256c5b69b0302aff818
+size 1702

RHD/shared-v1.1/data/training_00011264/camera/annotation/keypoints/keypoints.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2b3604b96e0e94f4107ecab29475606b6abed9681f48aa373fe8a89cc55a25e4
+size 519121

RHD/shared-v1.1/data/training_00011264/camera/annotation/segment/mask.mkv

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b4244f3efb0013a96acc21162158716f9fc4c499f9810b3274bfae9225f3bc15
+size 930952

RHD/shared-v1.1/data/training_00011264/camera/annotation/segment/mask_valid.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7eed600303d5dd0bfe025da8092b9f53e96388fd4b99baaa66bc4fe33690b1f8
+size 1707

RHD/shared-v1.1/data/training_00011264/camera/camera/camera.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:781418193131614446a8fddf58e8ffc410ff14029c5d57444c000dba95225cbe
+size 20853

RHD/shared-v1.1/data/training_00011264/camera/metainfo.json

@@ -0,0 +1,433 @@
+{
+  "schema_version": "hand-warehouse/1.1",
+  "dataset_id": "RHD",
+  "release_id": "shared-v1.1",
+  "sequence_id": "training_00011264",
+  "camera_id": "camera",
+  "sample_type": "image",
+  "num_frames": 512,
+  "hand_slots": [
+    "left",
+    "right"
+  ],
+  "sampling": {
+    "type": "independent",
+    "source_fps": null,
+    "frames_ref": "camera/frames.jsonl",
+    "selection": "all source independent images sorted by source ID",
+    "shard_max_images": 512
+  },
+  "camera": {
+    "model": "pinhole",
+    "schema_id": "camera/pinhole/v1",
+    "image_size": [
+      320,
+      320
+    ]
+  },
+  "components": {
+    "rgb": {
+      "available": true,
+      "schema_id": "rgb/uint8/v1",
+      "data_ref": "observation/rgb.mkv",
+      "axes": [
+        "T",
+        "height",
+        "width",
+        "channel"
+      ],
+      "valid_ref": "observation/rgb_valid.pt",
+      "valid_axes": [
+        "T"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "source values retained"
+      },
+      "source_locator": {
+        "archive": "raw/data/RHD_v1-1.zip",
+        "annotation": "RHD_published_v2/training/anno_training.pickle"
+      },
+      "storage": {
+        "profile": "mkv/ffv1_rgb/v1",
+        "codec": "ffv1",
+        "pixel_format": "bgr0",
+        "encoded_size": [
+          320,
+          320
+        ],
+        "source_lossy": false,
+        "decoder": "ffmpeg version 7.1-essentials_build-www.gyan.dev Copyright (c) 2000-2024 the FFmpeg developers",
+        "encoder_parameters": [
+          "-level",
+          "3"
+        ]
+      },
+      "storage_fps": 1,
+      "timebase_role": "index_only"
+    },
+    "intrinsic": {
+      "available": true,
+      "schema_id": "camera/pinhole/v1",
+      "data_ref": "camera/camera.pt",
+      "axes": [
+        "T",
+        "row",
+        "column"
+      ],
+      "valid_ref": "camera/camera.pt",
+      "valid_axes": [
+        "T"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "source values retained"
+      },
+      "source_locator": {
+        "archive": "raw/data/RHD_v1-1.zip",
+        "annotation": "RHD_published_v2/training/anno_training.pickle"
+      },
+      "data_key": [
+        "intrinsic",
+        "data"
+      ],
+      "valid_key": [
+        "intrinsic",
+        "valid"
+      ],
+      "storage": {
+        "profile": "pt/tensor_bundle/v1"
+      },
+      "valid_storage": {
+        "profile": "pt/tensor_bundle/v1"
+      }
+    },
+    "keypoints_xyz": {
+      "available": true,
+      "schema_id": "keypoints/xyz/v1",
+      "data_ref": "annotation/keypoints/keypoints.pt",
+      "axes": [
+        "T",
+        "hand",
+        "joint",
+        "coordinate"
+      ],
+      "valid_ref": "annotation/keypoints/keypoints.pt",
+      "valid_axes": [
+        "T",
+        "hand",
+        "joint"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Keep both supplied hands including invisible points; reorder tip-to-palm to registered proximal-to-tip order"
+      },
+      "source_locator": {
+        "archive": "raw/data/RHD_v1-1.zip",
+        "annotation": "RHD_published_v2/training/anno_training.pickle"
+      },
+      "unit": "m",
+      "keypoint_schema": "rhd21/v1",
+      "coordinate_frame": "camera",
+      "source_index_map": [
+        0,
+        4,
+        3,
+        2,
+        1,
+        8,
+        7,
+        6,
+        5,
+        12,
+        11,
+        10,
+        9,
+        16,
+        15,
+        14,
+        13,
+        20,
+        19,
+        18,
+        17
+      ],
+      "attributes": {
+        "visibility": {
+          "data_ref": "annotation/keypoints/keypoints.pt",
+          "axes": [
+            "T",
+            "hand",
+            "joint"
+          ],
+          "dtype": "bool",
+          "visibility_type": "bool",
+          "meaning": "source per-keypoint visibility",
+          "provenance": {
+            "kind": "format_conversion",
+            "method": "native uv_vis visibility reordered with coordinates"
+          },
+          "source_locator": {
+            "archive": "raw/data/RHD_v1-1.zip",
+            "annotation": "RHD_published_v2/training/anno_training.pickle"
+          },
+          "data_key": [
+            "visibility",
+            "data"
+          ],
+          "valid_ref": "annotation/keypoints/keypoints.pt",
+          "valid_key": [
+            "visibility",
+            "valid"
+          ],
+          "storage": {
+            "profile": "pt/tensor_bundle/v1"
+          },
+          "valid_storage": {
+            "profile": "pt/tensor_bundle/v1"
+          },
+          "valid_axes": [
+            "T",
+            "hand",
+            "joint"
+          ]
+        }
+      },
+      "data_key": [
+        "xyz",
+        "data"
+      ],
+      "valid_key": [
+        "xyz",
+        "valid"
+      ],
+      "storage": {
+        "profile": "pt/tensor_bundle/v1"
+      },
+      "valid_storage": {
+        "profile": "pt/tensor_bundle/v1"
+      }
+    },
+    "keypoints_uv": {
+      "available": true,
+      "schema_id": "keypoints/uv/v1",
+      "data_ref": "annotation/keypoints/keypoints.pt",
+      "axes": [
+        "T",
+        "hand",
+        "joint",
+        "coordinate"
+      ],
+      "valid_ref": "annotation/keypoints/keypoints.pt",
+      "valid_axes": [
+        "T",
+        "hand",
+        "joint"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Keep both supplied hands including invisible points; reorder tip-to-palm to registered proximal-to-tip order"
+      },
+      "source_locator": {
+        "archive": "raw/data/RHD_v1-1.zip",
+        "annotation": "RHD_published_v2/training/anno_training.pickle"
+      },
+      "unit": "pixel",
+      "keypoint_schema": "rhd21/v1",
+      "coordinate_frame": "rgb_image",
+      "source_index_map": [
+        0,
+        4,
+        3,
+        2,
+        1,
+        8,
+        7,
+        6,
+        5,
+        12,
+        11,
+        10,
+        9,
+        16,
+        15,
+        14,
+        13,
+        20,
+        19,
+        18,
+        17
+      ],
+      "attributes": {
+        "visibility": {
+          "data_ref": "annotation/keypoints/keypoints.pt",
+          "axes": [
+            "T",
+            "hand",
+            "joint"
+          ],
+          "dtype": "bool",
+          "visibility_type": "bool",
+          "meaning": "source per-keypoint visibility",
+          "provenance": {
+            "kind": "format_conversion",
+            "method": "native uv_vis visibility reordered with coordinates"
+          },
+          "source_locator": {
+            "archive": "raw/data/RHD_v1-1.zip",
+            "annotation": "RHD_published_v2/training/anno_training.pickle"
+          },
+          "data_key": [
+            "visibility",
+            "data"
+          ],
+          "valid_ref": "annotation/keypoints/keypoints.pt",
+          "valid_key": [
+            "visibility",
+            "valid"
+          ],
+          "storage": {
+            "profile": "pt/tensor_bundle/v1"
+          },
+          "valid_storage": {
+            "profile": "pt/tensor_bundle/v1"
+          },
+          "valid_axes": [
+            "T",
+            "hand",
+            "joint"
+          ]
+        }
+      },
+      "data_key": [
+        "uv",
+        "data"
+      ],
+      "valid_key": [
+        "uv",
+        "valid"
+      ],
+      "storage": {
+        "profile": "pt/tensor_bundle/v1"
+      },
+      "valid_storage": {
+        "profile": "pt/tensor_bundle/v1"
+      }
+    },
+    "depth": {
+      "available": true,
+      "schema_id": "depth/z_float32/v1",
+      "data_ref": "observation/depth.mkv",
+      "axes": [
+        "T",
+        "height",
+        "width"
+      ],
+      "valid_ref": "observation/depth_valid.mkv",
+      "valid_axes": [
+        "T",
+        "height",
+        "width"
+      ],
+      "storage": {
+        "profile": "mkv/depth_float32_bits/v1",
+        "codec": "ffv1",
+        "pixel_format": "gray16le",
+        "encoded_size": [
+          640,
+          320
+        ],
+        "source_lossy": false,
+        "decoder": "ffmpeg version 7.1-essentials_build-www.gyan.dev Copyright (c) 2000-2024 the FFmpeg developers",
+        "encoder_parameters": [
+          "-level",
+          "3"
+        ]
+      },
+      "valid_storage": {
+        "profile": "mkv/bool_ffv1/v1",
+        "codec": "ffv1",
+        "pixel_format": "gray",
+        "encoded_size": [
+          320,
+          320
+        ],
+        "source_lossy": false,
+        "decoder": "ffmpeg version 7.1-essentials_build-www.gyan.dev Copyright (c) 2000-2024 the FFmpeg developers",
+        "encoder_parameters": [
+          "-level",
+          "3"
+        ]
+      },
+      "unit": "m",
+      "depth_type": "z",
+      "depth_origin": "rendered",
+      "coordinate_frame": "current_rgb_camera",
+      "pixel_grid": "current_rgb",
+      "storage_fps": 1,
+      "timebase_role": "index_only",
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Official code (R*256+G)/65535*5 m; preserve complete float32 bits; source supplies every pixel, no additional invalid-pixel convention inferred"
+      },
+      "source_locator": {
+        "archive": "raw/data/RHD_v1-1.zip",
+        "annotation": "RHD_published_v2/training/anno_training.pickle",
+        "member_pattern": "RHD_published_v2/training/depth/{source_frame_id:05d}.png"
+      }
+    },
+    "segment": {
+      "available": true,
+      "schema_id": "segment/uint16_labels/v1",
+      "data_ref": "annotation/segment/mask.mkv",
+      "axes": [
+        "T",
+        "height",
+        "width"
+      ],
+      "valid_ref": "annotation/segment/mask_valid.pt",
+      "valid_axes": [
+        "T"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Native codes preserved; source 0 background mapped to 65534; native fine-region codes retained without merging"
+      },
+      "source_locator": {
+        "archive": "raw/data/RHD_v1-1.zip",
+        "annotation": "RHD_published_v2/training/anno_training.pickle"
+      },
+      "storage": {
+        "profile": "mkv/uint16_ffv1/v1",
+        "codec": "ffv1",
+        "pixel_format": "gray16le",
+        "encoded_size": [
+          320,
+          320
+        ],
+        "source_lossy": false,
+        "decoder": "ffmpeg version 7.1-essentials_build-www.gyan.dev Copyright (c) 2000-2024 the FFmpeg developers",
+        "encoder_parameters": [
+          "-level",
+          "3"
+        ]
+      },
+      "storage_fps": 1,
+      "timebase_role": "index_only",
+      "segmentation_type": "semantic",
+      "mapping_ref": "annotation/segment/instances.jsonl",
+      "coverage": {
+        "kind": "full",
+        "scope": "official rendered background, person and both hand regions"
+      }
+    }
+  },
+  "split": "train",
+  "storage_revision": "lossless-video-2026-09-18",
+  "split_scheme": "RHD_official_training_evaluation",
+  "split_source_locator": {
+    "archive": "raw/data/RHD_v1-1.zip",
+    "member_prefix": "RHD_published_v2/training"
+  },
+  "view_type": "exo"
+}

RHD/shared-v1.1/data/training_00011264/camera/observation/depth.mkv

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:65d670da90189361353e39ee5a4a1d003bd8e73c968c4b87fa615e7c7cd204f4
+size 38302787

RHD/shared-v1.1/data/training_00011264/camera/observation/depth_valid.mkv

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b6bdfeba6eb25c65dd8c4d4c573d59efe38946d9ee6ec73750c0eda70a2f699d
+size 117775

RHD/shared-v1.1/data/training_00011264/camera/observation/rgb.mkv

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:29b2593e22c821b99e7c61044a26ab32b5f34a09db7c8c681d7f2537e1c13512
+size 36518062

RHD/shared-v1.1/data/training_00011264/camera/observation/rgb_valid.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:478de0fc88c7ce54fd5ad91a87f043d128092cb6fb51c256c5b69b0302aff818
+size 1702

RHD/shared-v1.1/data/training_00011776/camera/annotation/keypoints/keypoints.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:61f6dddacb4482cf095eb38d1f723ccee5362a8c70267b4fe7551fff5663ee29
+size 519121

RHD/shared-v1.1/data/training_00011776/camera/annotation/segment/mask.mkv

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5d1c6e2454ab42948553b6bd83be198955f0fb844c176fdce0d7cc1405107fa5
+size 934958

RHD/shared-v1.1/data/training_00011776/camera/annotation/segment/mask_valid.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7eed600303d5dd0bfe025da8092b9f53e96388fd4b99baaa66bc4fe33690b1f8
+size 1707

RHD/shared-v1.1/data/training_00011776/camera/camera/camera.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:20b442c88000d3584863ddd025e3a42eef614173385d3d16140c965783257d5a
+size 20853

RHD/shared-v1.1/data/training_00011776/camera/metainfo.json

@@ -0,0 +1,433 @@
+{
+  "schema_version": "hand-warehouse/1.1",
+  "dataset_id": "RHD",
+  "release_id": "shared-v1.1",
+  "sequence_id": "training_00011776",
+  "camera_id": "camera",
+  "sample_type": "image",
+  "num_frames": 512,
+  "hand_slots": [
+    "left",
+    "right"
+  ],
+  "sampling": {
+    "type": "independent",
+    "source_fps": null,
+    "frames_ref": "camera/frames.jsonl",
+    "selection": "all source independent images sorted by source ID",
+    "shard_max_images": 512
+  },
+  "camera": {
+    "model": "pinhole",
+    "schema_id": "camera/pinhole/v1",
+    "image_size": [
+      320,
+      320
+    ]
+  },
+  "components": {
+    "rgb": {
+      "available": true,
+      "schema_id": "rgb/uint8/v1",
+      "data_ref": "observation/rgb.mkv",
+      "axes": [
+        "T",
+        "height",
+        "width",
+        "channel"
+      ],
+      "valid_ref": "observation/rgb_valid.pt",
+      "valid_axes": [
+        "T"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "source values retained"
+      },
+      "source_locator": {
+        "archive": "raw/data/RHD_v1-1.zip",
+        "annotation": "RHD_published_v2/training/anno_training.pickle"
+      },
+      "storage": {
+        "profile": "mkv/ffv1_rgb/v1",
+        "codec": "ffv1",
+        "pixel_format": "bgr0",
+        "encoded_size": [
+          320,
+          320
+        ],
+        "source_lossy": false,
+        "decoder": "ffmpeg version 7.1-essentials_build-www.gyan.dev Copyright (c) 2000-2024 the FFmpeg developers",
+        "encoder_parameters": [
+          "-level",
+          "3"
+        ]
+      },
+      "storage_fps": 1,
+      "timebase_role": "index_only"
+    },
+    "intrinsic": {
+      "available": true,
+      "schema_id": "camera/pinhole/v1",
+      "data_ref": "camera/camera.pt",
+      "axes": [
+        "T",
+        "row",
+        "column"
+      ],
+      "valid_ref": "camera/camera.pt",
+      "valid_axes": [
+        "T"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "source values retained"
+      },
+      "source_locator": {
+        "archive": "raw/data/RHD_v1-1.zip",
+        "annotation": "RHD_published_v2/training/anno_training.pickle"
+      },
+      "data_key": [
+        "intrinsic",
+        "data"
+      ],
+      "valid_key": [
+        "intrinsic",
+        "valid"
+      ],
+      "storage": {
+        "profile": "pt/tensor_bundle/v1"
+      },
+      "valid_storage": {
+        "profile": "pt/tensor_bundle/v1"
+      }
+    },
+    "keypoints_xyz": {
+      "available": true,
+      "schema_id": "keypoints/xyz/v1",
+      "data_ref": "annotation/keypoints/keypoints.pt",
+      "axes": [
+        "T",
+        "hand",
+        "joint",
+        "coordinate"
+      ],
+      "valid_ref": "annotation/keypoints/keypoints.pt",
+      "valid_axes": [
+        "T",
+        "hand",
+        "joint"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Keep both supplied hands including invisible points; reorder tip-to-palm to registered proximal-to-tip order"
+      },
+      "source_locator": {
+        "archive": "raw/data/RHD_v1-1.zip",
+        "annotation": "RHD_published_v2/training/anno_training.pickle"
+      },
+      "unit": "m",
+      "keypoint_schema": "rhd21/v1",
+      "coordinate_frame": "camera",
+      "source_index_map": [
+        0,
+        4,
+        3,
+        2,
+        1,
+        8,
+        7,
+        6,
+        5,
+        12,
+        11,
+        10,
+        9,
+        16,
+        15,
+        14,
+        13,
+        20,
+        19,
+        18,
+        17
+      ],
+      "attributes": {
+        "visibility": {
+          "data_ref": "annotation/keypoints/keypoints.pt",
+          "axes": [
+            "T",
+            "hand",
+            "joint"
+          ],
+          "dtype": "bool",
+          "visibility_type": "bool",
+          "meaning": "source per-keypoint visibility",
+          "provenance": {
+            "kind": "format_conversion",
+            "method": "native uv_vis visibility reordered with coordinates"
+          },
+          "source_locator": {
+            "archive": "raw/data/RHD_v1-1.zip",
+            "annotation": "RHD_published_v2/training/anno_training.pickle"
+          },
+          "data_key": [
+            "visibility",
+            "data"
+          ],
+          "valid_ref": "annotation/keypoints/keypoints.pt",
+          "valid_key": [
+            "visibility",
+            "valid"
+          ],
+          "storage": {
+            "profile": "pt/tensor_bundle/v1"
+          },
+          "valid_storage": {
+            "profile": "pt/tensor_bundle/v1"
+          },
+          "valid_axes": [
+            "T",
+            "hand",
+            "joint"
+          ]
+        }
+      },
+      "data_key": [
+        "xyz",
+        "data"
+      ],
+      "valid_key": [
+        "xyz",
+        "valid"
+      ],
+      "storage": {
+        "profile": "pt/tensor_bundle/v1"
+      },
+      "valid_storage": {
+        "profile": "pt/tensor_bundle/v1"
+      }
+    },
+    "keypoints_uv": {
+      "available": true,
+      "schema_id": "keypoints/uv/v1",
+      "data_ref": "annotation/keypoints/keypoints.pt",
+      "axes": [
+        "T",
+        "hand",
+        "joint",
+        "coordinate"
+      ],
+      "valid_ref": "annotation/keypoints/keypoints.pt",
+      "valid_axes": [
+        "T",
+        "hand",
+        "joint"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Keep both supplied hands including invisible points; reorder tip-to-palm to registered proximal-to-tip order"
+      },
+      "source_locator": {
+        "archive": "raw/data/RHD_v1-1.zip",
+        "annotation": "RHD_published_v2/training/anno_training.pickle"
+      },
+      "unit": "pixel",
+      "keypoint_schema": "rhd21/v1",
+      "coordinate_frame": "rgb_image",
+      "source_index_map": [
+        0,
+        4,
+        3,
+        2,
+        1,
+        8,
+        7,
+        6,
+        5,
+        12,
+        11,
+        10,
+        9,
+        16,
+        15,
+        14,
+        13,
+        20,
+        19,
+        18,
+        17
+      ],
+      "attributes": {
+        "visibility": {
+          "data_ref": "annotation/keypoints/keypoints.pt",
+          "axes": [
+            "T",
+            "hand",
+            "joint"
+          ],
+          "dtype": "bool",
+          "visibility_type": "bool",
+          "meaning": "source per-keypoint visibility",
+          "provenance": {
+            "kind": "format_conversion",
+            "method": "native uv_vis visibility reordered with coordinates"
+          },
+          "source_locator": {
+            "archive": "raw/data/RHD_v1-1.zip",
+            "annotation": "RHD_published_v2/training/anno_training.pickle"
+          },
+          "data_key": [
+            "visibility",
+            "data"
+          ],
+          "valid_ref": "annotation/keypoints/keypoints.pt",
+          "valid_key": [
+            "visibility",
+            "valid"
+          ],
+          "storage": {
+            "profile": "pt/tensor_bundle/v1"
+          },
+          "valid_storage": {
+            "profile": "pt/tensor_bundle/v1"
+          },
+          "valid_axes": [
+            "T",
+            "hand",
+            "joint"
+          ]
+        }
+      },
+      "data_key": [
+        "uv",
+        "data"
+      ],
+      "valid_key": [
+        "uv",
+        "valid"
+      ],
+      "storage": {
+        "profile": "pt/tensor_bundle/v1"
+      },
+      "valid_storage": {
+        "profile": "pt/tensor_bundle/v1"
+      }
+    },
+    "depth": {
+      "available": true,
+      "schema_id": "depth/z_float32/v1",
+      "data_ref": "observation/depth.mkv",
+      "axes": [
+        "T",
+        "height",
+        "width"
+      ],
+      "valid_ref": "observation/depth_valid.mkv",
+      "valid_axes": [
+        "T",
+        "height",
+        "width"
+      ],
+      "storage": {
+        "profile": "mkv/depth_float32_bits/v1",
+        "codec": "ffv1",
+        "pixel_format": "gray16le",
+        "encoded_size": [
+          640,
+          320
+        ],
+        "source_lossy": false,
+        "decoder": "ffmpeg version 7.1-essentials_build-www.gyan.dev Copyright (c) 2000-2024 the FFmpeg developers",
+        "encoder_parameters": [
+          "-level",
+          "3"
+        ]
+      },
+      "valid_storage": {
+        "profile": "mkv/bool_ffv1/v1",
+        "codec": "ffv1",
+        "pixel_format": "gray",
+        "encoded_size": [
+          320,
+          320
+        ],
+        "source_lossy": false,
+        "decoder": "ffmpeg version 7.1-essentials_build-www.gyan.dev Copyright (c) 2000-2024 the FFmpeg developers",
+        "encoder_parameters": [
+          "-level",
+          "3"
+        ]
+      },
+      "unit": "m",
+      "depth_type": "z",
+      "depth_origin": "rendered",
+      "coordinate_frame": "current_rgb_camera",
+      "pixel_grid": "current_rgb",
+      "storage_fps": 1,
+      "timebase_role": "index_only",
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Official code (R*256+G)/65535*5 m; preserve complete float32 bits; source supplies every pixel, no additional invalid-pixel convention inferred"
+      },
+      "source_locator": {
+        "archive": "raw/data/RHD_v1-1.zip",
+        "annotation": "RHD_published_v2/training/anno_training.pickle",
+        "member_pattern": "RHD_published_v2/training/depth/{source_frame_id:05d}.png"
+      }
+    },
+    "segment": {
+      "available": true,
+      "schema_id": "segment/uint16_labels/v1",
+      "data_ref": "annotation/segment/mask.mkv",
+      "axes": [
+        "T",
+        "height",
+        "width"
+      ],
+      "valid_ref": "annotation/segment/mask_valid.pt",
+      "valid_axes": [
+        "T"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Native codes preserved; source 0 background mapped to 65534; native fine-region codes retained without merging"
+      },
+      "source_locator": {
+        "archive": "raw/data/RHD_v1-1.zip",
+        "annotation": "RHD_published_v2/training/anno_training.pickle"
+      },
+      "storage": {
+        "profile": "mkv/uint16_ffv1/v1",
+        "codec": "ffv1",
+        "pixel_format": "gray16le",
+        "encoded_size": [
+          320,
+          320
+        ],
+        "source_lossy": false,
+        "decoder": "ffmpeg version 7.1-essentials_build-www.gyan.dev Copyright (c) 2000-2024 the FFmpeg developers",
+        "encoder_parameters": [
+          "-level",
+          "3"
+        ]
+      },
+      "storage_fps": 1,
+      "timebase_role": "index_only",
+      "segmentation_type": "semantic",
+      "mapping_ref": "annotation/segment/instances.jsonl",
+      "coverage": {
+        "kind": "full",
+        "scope": "official rendered background, person and both hand regions"
+      }
+    }
+  },
+  "split": "train",
+  "storage_revision": "lossless-video-2026-09-18",
+  "split_scheme": "RHD_official_training_evaluation",
+  "split_source_locator": {
+    "archive": "raw/data/RHD_v1-1.zip",
+    "member_prefix": "RHD_published_v2/training"
+  },
+  "view_type": "exo"
+}

RHD/shared-v1.1/data/training_00011776/camera/observation/depth.mkv

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7fece097a955b0bab70a84354257ab625efb7f4b3adc3c62fdd0344f6518ce8a
+size 37722710

RHD/shared-v1.1/data/training_00011776/camera/observation/depth_valid.mkv

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5b9e63d93df998c3ad797534bbadeeede689dcfdae81f142ddd6fce0d5a1e02b
+size 117775

RHD/shared-v1.1/data/training_00011776/camera/observation/rgb.mkv

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6ae1169b899e3d53c3870b4e1dce8f2ead5c680e791c1453d50534af7da8bae4
+size 36640507

RHD/shared-v1.1/data/training_00011776/camera/observation/rgb_valid.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:478de0fc88c7ce54fd5ad91a87f043d128092cb6fb51c256c5b69b0302aff818
+size 1702

RHD/shared-v1.1/data/training_00012288/camera/annotation/keypoints/keypoints.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e2789087ad85c6f630989fc3ee85d4a374019e07ef959db048b556acaba0040a
+size 519121

RHD/shared-v1.1/data/training_00012288/camera/annotation/segment/mask.mkv

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:542a0092507e8c88a3c75e8325fef6bea6fcc051fdd4ff09236a4978dfb5a8ad
+size 925571

RHD/shared-v1.1/data/training_00012288/camera/annotation/segment/mask_valid.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7eed600303d5dd0bfe025da8092b9f53e96388fd4b99baaa66bc4fe33690b1f8
+size 1707

RHD/shared-v1.1/data/training_00012288/camera/camera/camera.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0738d6108e8ddfbf02d396e6fc208041a4892c47bc3dcd27bddae6144c03857e
+size 20853

RHD/shared-v1.1/data/training_00012288/camera/metainfo.json

@@ -0,0 +1,433 @@
+{
+  "schema_version": "hand-warehouse/1.1",
+  "dataset_id": "RHD",
+  "release_id": "shared-v1.1",
+  "sequence_id": "training_00012288",
+  "camera_id": "camera",
+  "sample_type": "image",
+  "num_frames": 512,
+  "hand_slots": [
+    "left",
+    "right"
+  ],
+  "sampling": {
+    "type": "independent",
+    "source_fps": null,
+    "frames_ref": "camera/frames.jsonl",
+    "selection": "all source independent images sorted by source ID",
+    "shard_max_images": 512
+  },
+  "camera": {
+    "model": "pinhole",
+    "schema_id": "camera/pinhole/v1",
+    "image_size": [
+      320,
+      320
+    ]
+  },
+  "components": {
+    "rgb": {
+      "available": true,
+      "schema_id": "rgb/uint8/v1",
+      "data_ref": "observation/rgb.mkv",
+      "axes": [
+        "T",
+        "height",
+        "width",
+        "channel"
+      ],
+      "valid_ref": "observation/rgb_valid.pt",
+      "valid_axes": [
+        "T"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "source values retained"
+      },
+      "source_locator": {
+        "archive": "raw/data/RHD_v1-1.zip",
+        "annotation": "RHD_published_v2/training/anno_training.pickle"
+      },
+      "storage": {
+        "profile": "mkv/ffv1_rgb/v1",
+        "codec": "ffv1",
+        "pixel_format": "bgr0",
+        "encoded_size": [
+          320,
+          320
+        ],
+        "source_lossy": false,
+        "decoder": "ffmpeg version 7.1-essentials_build-www.gyan.dev Copyright (c) 2000-2024 the FFmpeg developers",
+        "encoder_parameters": [
+          "-level",
+          "3"
+        ]
+      },
+      "storage_fps": 1,
+      "timebase_role": "index_only"
+    },
+    "intrinsic": {
+      "available": true,
+      "schema_id": "camera/pinhole/v1",
+      "data_ref": "camera/camera.pt",
+      "axes": [
+        "T",
+        "row",
+        "column"
+      ],
+      "valid_ref": "camera/camera.pt",
+      "valid_axes": [
+        "T"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "source values retained"
+      },
+      "source_locator": {
+        "archive": "raw/data/RHD_v1-1.zip",
+        "annotation": "RHD_published_v2/training/anno_training.pickle"
+      },
+      "data_key": [
+        "intrinsic",
+        "data"
+      ],
+      "valid_key": [
+        "intrinsic",
+        "valid"
+      ],
+      "storage": {
+        "profile": "pt/tensor_bundle/v1"
+      },
+      "valid_storage": {
+        "profile": "pt/tensor_bundle/v1"
+      }
+    },
+    "keypoints_xyz": {
+      "available": true,
+      "schema_id": "keypoints/xyz/v1",
+      "data_ref": "annotation/keypoints/keypoints.pt",
+      "axes": [
+        "T",
+        "hand",
+        "joint",
+        "coordinate"
+      ],
+      "valid_ref": "annotation/keypoints/keypoints.pt",
+      "valid_axes": [
+        "T",
+        "hand",
+        "joint"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Keep both supplied hands including invisible points; reorder tip-to-palm to registered proximal-to-tip order"
+      },
+      "source_locator": {
+        "archive": "raw/data/RHD_v1-1.zip",
+        "annotation": "RHD_published_v2/training/anno_training.pickle"
+      },
+      "unit": "m",
+      "keypoint_schema": "rhd21/v1",
+      "coordinate_frame": "camera",
+      "source_index_map": [
+        0,
+        4,
+        3,
+        2,
+        1,
+        8,
+        7,
+        6,
+        5,
+        12,
+        11,
+        10,
+        9,
+        16,
+        15,
+        14,
+        13,
+        20,
+        19,
+        18,
+        17
+      ],
+      "attributes": {
+        "visibility": {
+          "data_ref": "annotation/keypoints/keypoints.pt",
+          "axes": [
+            "T",
+            "hand",
+            "joint"
+          ],
+          "dtype": "bool",
+          "visibility_type": "bool",
+          "meaning": "source per-keypoint visibility",
+          "provenance": {
+            "kind": "format_conversion",
+            "method": "native uv_vis visibility reordered with coordinates"
+          },
+          "source_locator": {
+            "archive": "raw/data/RHD_v1-1.zip",
+            "annotation": "RHD_published_v2/training/anno_training.pickle"
+          },
+          "data_key": [
+            "visibility",
+            "data"
+          ],
+          "valid_ref": "annotation/keypoints/keypoints.pt",
+          "valid_key": [
+            "visibility",
+            "valid"
+          ],
+          "storage": {
+            "profile": "pt/tensor_bundle/v1"
+          },
+          "valid_storage": {
+            "profile": "pt/tensor_bundle/v1"
+          },
+          "valid_axes": [
+            "T",
+            "hand",
+            "joint"
+          ]
+        }
+      },
+      "data_key": [
+        "xyz",
+        "data"
+      ],
+      "valid_key": [
+        "xyz",
+        "valid"
+      ],
+      "storage": {
+        "profile": "pt/tensor_bundle/v1"
+      },
+      "valid_storage": {
+        "profile": "pt/tensor_bundle/v1"
+      }
+    },
+    "keypoints_uv": {
+      "available": true,
+      "schema_id": "keypoints/uv/v1",
+      "data_ref": "annotation/keypoints/keypoints.pt",
+      "axes": [
+        "T",
+        "hand",
+        "joint",
+        "coordinate"
+      ],
+      "valid_ref": "annotation/keypoints/keypoints.pt",
+      "valid_axes": [
+        "T",
+        "hand",
+        "joint"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Keep both supplied hands including invisible points; reorder tip-to-palm to registered proximal-to-tip order"
+      },
+      "source_locator": {
+        "archive": "raw/data/RHD_v1-1.zip",
+        "annotation": "RHD_published_v2/training/anno_training.pickle"
+      },
+      "unit": "pixel",
+      "keypoint_schema": "rhd21/v1",
+      "coordinate_frame": "rgb_image",
+      "source_index_map": [
+        0,
+        4,
+        3,
+        2,
+        1,
+        8,
+        7,
+        6,
+        5,
+        12,
+        11,
+        10,
+        9,
+        16,
+        15,
+        14,
+        13,
+        20,
+        19,
+        18,
+        17
+      ],
+      "attributes": {
+        "visibility": {
+          "data_ref": "annotation/keypoints/keypoints.pt",
+          "axes": [
+            "T",
+            "hand",
+            "joint"
+          ],
+          "dtype": "bool",
+          "visibility_type": "bool",
+          "meaning": "source per-keypoint visibility",
+          "provenance": {
+            "kind": "format_conversion",
+            "method": "native uv_vis visibility reordered with coordinates"
+          },
+          "source_locator": {
+            "archive": "raw/data/RHD_v1-1.zip",
+            "annotation": "RHD_published_v2/training/anno_training.pickle"
+          },
+          "data_key": [
+            "visibility",
+            "data"
+          ],
+          "valid_ref": "annotation/keypoints/keypoints.pt",
+          "valid_key": [
+            "visibility",
+            "valid"
+          ],
+          "storage": {
+            "profile": "pt/tensor_bundle/v1"
+          },
+          "valid_storage": {
+            "profile": "pt/tensor_bundle/v1"
+          },
+          "valid_axes": [
+            "T",
+            "hand",
+            "joint"
+          ]
+        }
+      },
+      "data_key": [
+        "uv",
+        "data"
+      ],
+      "valid_key": [
+        "uv",
+        "valid"
+      ],
+      "storage": {
+        "profile": "pt/tensor_bundle/v1"
+      },
+      "valid_storage": {
+        "profile": "pt/tensor_bundle/v1"
+      }
+    },
+    "depth": {
+      "available": true,
+      "schema_id": "depth/z_float32/v1",
+      "data_ref": "observation/depth.mkv",
+      "axes": [
+        "T",
+        "height",
+        "width"
+      ],
+      "valid_ref": "observation/depth_valid.mkv",
+      "valid_axes": [
+        "T",
+        "height",
+        "width"
+      ],
+      "storage": {
+        "profile": "mkv/depth_float32_bits/v1",
+        "codec": "ffv1",
+        "pixel_format": "gray16le",
+        "encoded_size": [
+          640,
+          320
+        ],
+        "source_lossy": false,
+        "decoder": "ffmpeg version 7.1-essentials_build-www.gyan.dev Copyright (c) 2000-2024 the FFmpeg developers",
+        "encoder_parameters": [
+          "-level",
+          "3"
+        ]
+      },
+      "valid_storage": {
+        "profile": "mkv/bool_ffv1/v1",
+        "codec": "ffv1",
+        "pixel_format": "gray",
+        "encoded_size": [
+          320,
+          320
+        ],
+        "source_lossy": false,
+        "decoder": "ffmpeg version 7.1-essentials_build-www.gyan.dev Copyright (c) 2000-2024 the FFmpeg developers",
+        "encoder_parameters": [
+          "-level",
+          "3"
+        ]
+      },
+      "unit": "m",
+      "depth_type": "z",
+      "depth_origin": "rendered",
+      "coordinate_frame": "current_rgb_camera",
+      "pixel_grid": "current_rgb",
+      "storage_fps": 1,
+      "timebase_role": "index_only",
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Official code (R*256+G)/65535*5 m; preserve complete float32 bits; source supplies every pixel, no additional invalid-pixel convention inferred"
+      },
+      "source_locator": {
+        "archive": "raw/data/RHD_v1-1.zip",
+        "annotation": "RHD_published_v2/training/anno_training.pickle",
+        "member_pattern": "RHD_published_v2/training/depth/{source_frame_id:05d}.png"
+      }
+    },
+    "segment": {
+      "available": true,
+      "schema_id": "segment/uint16_labels/v1",
+      "data_ref": "annotation/segment/mask.mkv",
+      "axes": [
+        "T",
+        "height",
+        "width"
+      ],
+      "valid_ref": "annotation/segment/mask_valid.pt",
+      "valid_axes": [
+        "T"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Native codes preserved; source 0 background mapped to 65534; native fine-region codes retained without merging"
+      },
+      "source_locator": {
+        "archive": "raw/data/RHD_v1-1.zip",
+        "annotation": "RHD_published_v2/training/anno_training.pickle"
+      },
+      "storage": {
+        "profile": "mkv/uint16_ffv1/v1",
+        "codec": "ffv1",
+        "pixel_format": "gray16le",
+        "encoded_size": [
+          320,
+          320
+        ],
+        "source_lossy": false,
+        "decoder": "ffmpeg version 7.1-essentials_build-www.gyan.dev Copyright (c) 2000-2024 the FFmpeg developers",
+        "encoder_parameters": [
+          "-level",
+          "3"
+        ]
+      },
+      "storage_fps": 1,
+      "timebase_role": "index_only",
+      "segmentation_type": "semantic",
+      "mapping_ref": "annotation/segment/instances.jsonl",
+      "coverage": {
+        "kind": "full",
+        "scope": "official rendered background, person and both hand regions"
+      }
+    }
+  },
+  "split": "train",
+  "storage_revision": "lossless-video-2026-09-18",
+  "split_scheme": "RHD_official_training_evaluation",
+  "split_source_locator": {
+    "archive": "raw/data/RHD_v1-1.zip",
+    "member_prefix": "RHD_published_v2/training"
+  },
+  "view_type": "exo"
+}

RHD/shared-v1.1/data/training_00012288/camera/observation/depth.mkv

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b6485622482c75c5357541070315fb79020bb4a35258d666eb6d901869ef5c8d
+size 39258236

RHD/shared-v1.1/data/training_00012288/camera/observation/depth_valid.mkv

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7ccca36bcd9d833ff410d105757de27909f8ceb8e2f4ca372424897c0aba2eed
+size 117775

RHD/shared-v1.1/data/training_00012288/camera/observation/rgb.mkv

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d3399a9bd1c6533685f04553d43c7a44eac087adbbba26560a2ee9b990037af4
+size 37115628

RHD/shared-v1.1/data/training_00012288/camera/observation/rgb_valid.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:478de0fc88c7ce54fd5ad91a87f043d128092cb6fb51c256c5b69b0302aff818
+size 1702

RHD/shared-v1.1/data/training_00012800/camera/annotation/keypoints/keypoints.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6ca9bcfb50f38c500303799a15f6410f97007248d6409473930f5be449cd58e4
+size 519121

RHD/shared-v1.1/data/training_00012800/camera/annotation/segment/mask.mkv

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5ca0a01f5feb2d4d85454a5f65c0d4f4f57f9caac3ff5854f599def0b222db31
+size 931971

RHD/shared-v1.1/data/training_00012800/camera/annotation/segment/mask_valid.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7eed600303d5dd0bfe025da8092b9f53e96388fd4b99baaa66bc4fe33690b1f8
+size 1707

RHD/shared-v1.1/data/training_00012800/camera/camera/camera.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7cd6ca404f6d6320d405c1b8976b7d6d486cfee5dc7fe84e3ae2fb63ade1474f
+size 20853

RHD/shared-v1.1/data/training_00012800/camera/metainfo.json

@@ -0,0 +1,433 @@
+{
+  "schema_version": "hand-warehouse/1.1",
+  "dataset_id": "RHD",
+  "release_id": "shared-v1.1",
+  "sequence_id": "training_00012800",
+  "camera_id": "camera",
+  "sample_type": "image",
+  "num_frames": 512,
+  "hand_slots": [
+    "left",
+    "right"
+  ],
+  "sampling": {
+    "type": "independent",
+    "source_fps": null,
+    "frames_ref": "camera/frames.jsonl",
+    "selection": "all source independent images sorted by source ID",
+    "shard_max_images": 512
+  },
+  "camera": {
+    "model": "pinhole",
+    "schema_id": "camera/pinhole/v1",
+    "image_size": [
+      320,
+      320
+    ]
+  },
+  "components": {
+    "rgb": {
+      "available": true,
+      "schema_id": "rgb/uint8/v1",
+      "data_ref": "observation/rgb.mkv",
+      "axes": [
+        "T",
+        "height",
+        "width",
+        "channel"
+      ],
+      "valid_ref": "observation/rgb_valid.pt",
+      "valid_axes": [
+        "T"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "source values retained"
+      },
+      "source_locator": {
+        "archive": "raw/data/RHD_v1-1.zip",
+        "annotation": "RHD_published_v2/training/anno_training.pickle"
+      },
+      "storage": {
+        "profile": "mkv/ffv1_rgb/v1",
+        "codec": "ffv1",
+        "pixel_format": "bgr0",
+        "encoded_size": [
+          320,
+          320
+        ],
+        "source_lossy": false,
+        "decoder": "ffmpeg version 7.1-essentials_build-www.gyan.dev Copyright (c) 2000-2024 the FFmpeg developers",
+        "encoder_parameters": [
+          "-level",
+          "3"
+        ]
+      },
+      "storage_fps": 1,
+      "timebase_role": "index_only"
+    },
+    "intrinsic": {
+      "available": true,
+      "schema_id": "camera/pinhole/v1",
+      "data_ref": "camera/camera.pt",
+      "axes": [
+        "T",
+        "row",
+        "column"
+      ],
+      "valid_ref": "camera/camera.pt",
+      "valid_axes": [
+        "T"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "source values retained"
+      },
+      "source_locator": {
+        "archive": "raw/data/RHD_v1-1.zip",
+        "annotation": "RHD_published_v2/training/anno_training.pickle"
+      },
+      "data_key": [
+        "intrinsic",
+        "data"
+      ],
+      "valid_key": [
+        "intrinsic",
+        "valid"
+      ],
+      "storage": {
+        "profile": "pt/tensor_bundle/v1"
+      },
+      "valid_storage": {
+        "profile": "pt/tensor_bundle/v1"
+      }
+    },
+    "keypoints_xyz": {
+      "available": true,
+      "schema_id": "keypoints/xyz/v1",
+      "data_ref": "annotation/keypoints/keypoints.pt",
+      "axes": [
+        "T",
+        "hand",
+        "joint",
+        "coordinate"
+      ],
+      "valid_ref": "annotation/keypoints/keypoints.pt",
+      "valid_axes": [
+        "T",
+        "hand",
+        "joint"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Keep both supplied hands including invisible points; reorder tip-to-palm to registered proximal-to-tip order"
+      },
+      "source_locator": {
+        "archive": "raw/data/RHD_v1-1.zip",
+        "annotation": "RHD_published_v2/training/anno_training.pickle"
+      },
+      "unit": "m",
+      "keypoint_schema": "rhd21/v1",
+      "coordinate_frame": "camera",
+      "source_index_map": [
+        0,
+        4,
+        3,
+        2,
+        1,
+        8,
+        7,
+        6,
+        5,
+        12,
+        11,
+        10,
+        9,
+        16,
+        15,
+        14,
+        13,
+        20,
+        19,
+        18,
+        17
+      ],
+      "attributes": {
+        "visibility": {
+          "data_ref": "annotation/keypoints/keypoints.pt",
+          "axes": [
+            "T",
+            "hand",
+            "joint"
+          ],
+          "dtype": "bool",
+          "visibility_type": "bool",
+          "meaning": "source per-keypoint visibility",
+          "provenance": {
+            "kind": "format_conversion",
+            "method": "native uv_vis visibility reordered with coordinates"
+          },
+          "source_locator": {
+            "archive": "raw/data/RHD_v1-1.zip",
+            "annotation": "RHD_published_v2/training/anno_training.pickle"
+          },
+          "data_key": [
+            "visibility",
+            "data"
+          ],
+          "valid_ref": "annotation/keypoints/keypoints.pt",
+          "valid_key": [
+            "visibility",
+            "valid"
+          ],
+          "storage": {
+            "profile": "pt/tensor_bundle/v1"
+          },
+          "valid_storage": {
+            "profile": "pt/tensor_bundle/v1"
+          },
+          "valid_axes": [
+            "T",
+            "hand",
+            "joint"
+          ]
+        }
+      },
+      "data_key": [
+        "xyz",
+        "data"
+      ],
+      "valid_key": [
+        "xyz",
+        "valid"
+      ],
+      "storage": {
+        "profile": "pt/tensor_bundle/v1"
+      },
+      "valid_storage": {
+        "profile": "pt/tensor_bundle/v1"
+      }
+    },
+    "keypoints_uv": {
+      "available": true,
+      "schema_id": "keypoints/uv/v1",
+      "data_ref": "annotation/keypoints/keypoints.pt",
+      "axes": [
+        "T",
+        "hand",
+        "joint",
+        "coordinate"
+      ],
+      "valid_ref": "annotation/keypoints/keypoints.pt",
+      "valid_axes": [
+        "T",
+        "hand",
+        "joint"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Keep both supplied hands including invisible points; reorder tip-to-palm to registered proximal-to-tip order"
+      },
+      "source_locator": {
+        "archive": "raw/data/RHD_v1-1.zip",
+        "annotation": "RHD_published_v2/training/anno_training.pickle"
+      },
+      "unit": "pixel",
+      "keypoint_schema": "rhd21/v1",
+      "coordinate_frame": "rgb_image",
+      "source_index_map": [
+        0,
+        4,
+        3,
+        2,
+        1,
+        8,
+        7,
+        6,
+        5,
+        12,
+        11,
+        10,
+        9,
+        16,
+        15,
+        14,
+        13,
+        20,
+        19,
+        18,
+        17
+      ],
+      "attributes": {
+        "visibility": {
+          "data_ref": "annotation/keypoints/keypoints.pt",
+          "axes": [
+            "T",
+            "hand",
+            "joint"
+          ],
+          "dtype": "bool",
+          "visibility_type": "bool",
+          "meaning": "source per-keypoint visibility",
+          "provenance": {
+            "kind": "format_conversion",
+            "method": "native uv_vis visibility reordered with coordinates"
+          },
+          "source_locator": {
+            "archive": "raw/data/RHD_v1-1.zip",
+            "annotation": "RHD_published_v2/training/anno_training.pickle"
+          },
+          "data_key": [
+            "visibility",
+            "data"
+          ],
+          "valid_ref": "annotation/keypoints/keypoints.pt",
+          "valid_key": [
+            "visibility",
+            "valid"
+          ],
+          "storage": {
+            "profile": "pt/tensor_bundle/v1"
+          },
+          "valid_storage": {
+            "profile": "pt/tensor_bundle/v1"
+          },
+          "valid_axes": [
+            "T",
+            "hand",
+            "joint"
+          ]
+        }
+      },
+      "data_key": [
+        "uv",
+        "data"
+      ],
+      "valid_key": [
+        "uv",
+        "valid"
+      ],
+      "storage": {
+        "profile": "pt/tensor_bundle/v1"
+      },
+      "valid_storage": {
+        "profile": "pt/tensor_bundle/v1"
+      }
+    },
+    "depth": {
+      "available": true,
+      "schema_id": "depth/z_float32/v1",
+      "data_ref": "observation/depth.mkv",
+      "axes": [
+        "T",
+        "height",
+        "width"
+      ],
+      "valid_ref": "observation/depth_valid.mkv",
+      "valid_axes": [
+        "T",
+        "height",
+        "width"
+      ],
+      "storage": {
+        "profile": "mkv/depth_float32_bits/v1",
+        "codec": "ffv1",
+        "pixel_format": "gray16le",
+        "encoded_size": [
+          640,
+          320
+        ],
+        "source_lossy": false,
+        "decoder": "ffmpeg version 7.1-essentials_build-www.gyan.dev Copyright (c) 2000-2024 the FFmpeg developers",
+        "encoder_parameters": [
+          "-level",
+          "3"
+        ]
+      },
+      "valid_storage": {
+        "profile": "mkv/bool_ffv1/v1",
+        "codec": "ffv1",
+        "pixel_format": "gray",
+        "encoded_size": [
+          320,
+          320
+        ],
+        "source_lossy": false,
+        "decoder": "ffmpeg version 7.1-essentials_build-www.gyan.dev Copyright (c) 2000-2024 the FFmpeg developers",
+        "encoder_parameters": [
+          "-level",
+          "3"
+        ]
+      },
+      "unit": "m",
+      "depth_type": "z",
+      "depth_origin": "rendered",
+      "coordinate_frame": "current_rgb_camera",
+      "pixel_grid": "current_rgb",
+      "storage_fps": 1,
+      "timebase_role": "index_only",
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Official code (R*256+G)/65535*5 m; preserve complete float32 bits; source supplies every pixel, no additional invalid-pixel convention inferred"
+      },
+      "source_locator": {
+        "archive": "raw/data/RHD_v1-1.zip",
+        "annotation": "RHD_published_v2/training/anno_training.pickle",
+        "member_pattern": "RHD_published_v2/training/depth/{source_frame_id:05d}.png"
+      }
+    },
+    "segment": {
+      "available": true,
+      "schema_id": "segment/uint16_labels/v1",
+      "data_ref": "annotation/segment/mask.mkv",
+      "axes": [
+        "T",
+        "height",
+        "width"
+      ],
+      "valid_ref": "annotation/segment/mask_valid.pt",
+      "valid_axes": [
+        "T"
+      ],
+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Native codes preserved; source 0 background mapped to 65534; native fine-region codes retained without merging"
+      },
+      "source_locator": {
+        "archive": "raw/data/RHD_v1-1.zip",
+        "annotation": "RHD_published_v2/training/anno_training.pickle"
+      },
+      "storage": {
+        "profile": "mkv/uint16_ffv1/v1",
+        "codec": "ffv1",
+        "pixel_format": "gray16le",
+        "encoded_size": [
+          320,
+          320
+        ],
+        "source_lossy": false,
+        "decoder": "ffmpeg version 7.1-essentials_build-www.gyan.dev Copyright (c) 2000-2024 the FFmpeg developers",
+        "encoder_parameters": [
+          "-level",
+          "3"
+        ]
+      },
+      "storage_fps": 1,
+      "timebase_role": "index_only",
+      "segmentation_type": "semantic",
+      "mapping_ref": "annotation/segment/instances.jsonl",
+      "coverage": {
+        "kind": "full",
+        "scope": "official rendered background, person and both hand regions"
+      }
+    }
+  },
+  "split": "train",
+  "storage_revision": "lossless-video-2026-09-18",
+  "split_scheme": "RHD_official_training_evaluation",
+  "split_source_locator": {
+    "archive": "raw/data/RHD_v1-1.zip",
+    "member_prefix": "RHD_published_v2/training"
+  },
+  "view_type": "exo"
+}

RHD/shared-v1.1/data/training_00012800/camera/observation/depth.mkv

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8e5c4ff85ed88dbbc95f6d74a064d9ec14357fae7aa0baf8187698a5fdf45194
+size 38239074

RHD/shared-v1.1/data/training_00012800/camera/observation/depth_valid.mkv

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:68736c83ac809d2363a8f856da9bf112cb6bf1bfb9360b80a4c63b7ab789418e
+size 117775

RHD/shared-v1.1/data/training_00012800/camera/observation/rgb.mkv

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:11537974019029a9a11e4f0c29d9dba55a0c58e68002b751b9b309428a993579
+size 37398093

RHD/shared-v1.1/data/training_00012800/camera/observation/rgb_valid.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:478de0fc88c7ce54fd5ad91a87f043d128092cb6fb51c256c5b69b0302aff818
+size 1702