diff --git a/.gitattributes b/.gitattributes
index 73fb8ca7cc8a33c7f25fc0d17ca4d3fe47d05286..d845ca62c1a1c55688e47862c675a75906882b7a 100644
--- a/.gitattributes
+++ b/.gitattributes
@@ -62864,3 +62864,19 @@ H2O/shared-v1.0/data/subject4_h2_4/cam1/observation/rgb.mkv filter=lfs diff=lfs
 H2O/shared-v1.0/data/subject4_h2_4/cam2/observation/depth.mkv filter=lfs diff=lfs merge=lfs -text
 H2O/shared-v1.0/data/subject4_h2_4/cam2/observation/depth_valid.mkv filter=lfs diff=lfs merge=lfs -text
 H2O/shared-v1.0/data/subject4_h2_4/cam2/observation/rgb.mkv filter=lfs diff=lfs merge=lfs -text
+H2O/shared-v1.0/data/subject4_h2_4/cam3/observation/depth.mkv filter=lfs diff=lfs merge=lfs -text
+H2O/shared-v1.0/data/subject4_h2_4/cam3/observation/depth_valid.mkv filter=lfs diff=lfs merge=lfs -text
+H2O/shared-v1.0/data/subject4_h2_4/cam3/observation/rgb.mkv filter=lfs diff=lfs merge=lfs -text
+H2O/shared-v1.0/data/subject4_h2_4/cam4/observation/depth.mkv filter=lfs diff=lfs merge=lfs -text
+H2O/shared-v1.0/data/subject4_h2_4/cam4/observation/depth_valid.mkv filter=lfs diff=lfs merge=lfs -text
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+H2O/shared-v1.0/data/subject4_h2_5/cam0/observation/depth.mkv filter=lfs diff=lfs merge=lfs -text
+H2O/shared-v1.0/data/subject4_h2_5/cam0/observation/depth_valid.mkv filter=lfs diff=lfs merge=lfs -text
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diff --git a/H2O/shared-v1.0/data/subject4_h2_4/cam3/annotation/object/chips/assets/chips.obj b/H2O/shared-v1.0/data/subject4_h2_4/cam3/annotation/object/chips/assets/chips.obj
new file mode 100644
index 0000000000000000000000000000000000000000..2da2f3334c507e9cb71943aab113985722840def
--- /dev/null
+++ b/H2O/shared-v1.0/data/subject4_h2_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
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diff --git a/H2O/shared-v1.0/data/subject4_h2_4/cam3/annotation/object/chips/assets/chips.png b/H2O/shared-v1.0/data/subject4_h2_4/cam3/annotation/object/chips/assets/chips.png
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diff --git a/H2O/shared-v1.0/data/subject4_h2_4/cam3/annotation/object/chips/assets/pringles.mtl b/H2O/shared-v1.0/data/subject4_h2_4/cam3/annotation/object/chips/assets/pringles.mtl
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+# Blender MTL File: 'chips.blend'
+# Material Count: 1
+
+newmtl Material.001
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diff --git a/H2O/shared-v1.0/data/subject4_h2_4/cam3/annotation/object/chips/keypoints/xyz.pt b/H2O/shared-v1.0/data/subject4_h2_4/cam3/annotation/object/chips/keypoints/xyz.pt
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+{
+  "object_id": "chips",
+  "identity_scope": "sequence",
+  "scope_id": "subject4_h2_4",
+  "source_locator": {
+    "frames_ref": "camera/frames.jsonl",
+    "source_field": "component_sources"
+  },
+  "has_model": true,
+  "category_id": 7,
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+  "mesh_ref": "annotation/object/chips/assets/chips.obj"
+}
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+{
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+  "release_id": "shared-v1.0",
+  "sequence_id": "subject4_h2_4",
+  "camera_id": "cam3",
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+        "row",
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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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+      "valid_ref": "camera/extrinsic_valid.pt",
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+        "method": "Copy source annotation; normalize storage only"
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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",
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+          "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",
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+        "coordinate"
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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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+      "valid_axes": [
+        "T",
+        "hand",
+        "keypoint"
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+        "revision": "usable-annotation-2026-09-20",
+        "meaning": "annotation usable for supervision, not merely record presence",
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+          "source_field": "component_sources"
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+          "T",
+          "hand",
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+      "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"
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+        "local_exclusion_reasons": {},
+        "visibility_independent": true
+      }
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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"
+      ],
+      "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",
+          "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": {},
+        "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"
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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
+        ],
+        "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": [
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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
+        },
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+        "storage_fps": 30,
+        "timebase_role": "index_only"
+      },
+      "valid_ref": "observation/depth_valid.mkv",
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+        "height",
+        "width"
+      ],
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+      "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"
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+    "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": {
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+}
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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_h2_4/cam3/observation/depth_valid.mkv b/H2O/shared-v1.0/data/subject4_h2_4/cam3/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_h2_4/cam3/observation/rgb.mkv b/H2O/shared-v1.0/data/subject4_h2_4/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_h2_4/cam3/observation/rgb_valid.pt b/H2O/shared-v1.0/data/subject4_h2_4/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_h2_4/cam4/annotation/keypoints/xyz.pt b/H2O/shared-v1.0/data/subject4_h2_4/cam4/annotation/keypoints/xyz.pt
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diff --git a/H2O/shared-v1.0/data/subject4_h2_4/cam4/annotation/keypoints/xyz_valid.pt b/H2O/shared-v1.0/data/subject4_h2_4/cam4/annotation/keypoints/xyz_valid.pt
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diff --git a/H2O/shared-v1.0/data/subject4_h2_4/cam4/annotation/object/chips/assets/chips.obj b/H2O/shared-v1.0/data/subject4_h2_4/cam4/annotation/object/chips/assets/chips.obj
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+++ b/H2O/shared-v1.0/data/subject4_h2_4/cam4/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
+o pringles_simple
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+# Material Count: 1
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+{
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+  "identity_scope": "sequence",
+  "scope_id": "subject4_h2_4",
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+}
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diff --git a/H2O/shared-v1.0/data/subject4_h2_4/cam4/metainfo.json b/H2O/shared-v1.0/data/subject4_h2_4/cam4/metainfo.json
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+{
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+  "dataset_id": "H2O",
+  "release_id": "shared-v1.0",
+  "sequence_id": "subject4_h2_4",
+  "camera_id": "cam4",
+  "sample_type": "video",
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+  "hand_slots": [
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+    "right"
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+          720
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+          "color_space": "gbr",
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+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
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+      "schema_id": "transform/se3/v1",
+      "data_ref": "camera/extrinsic.pt",
+      "axes": [
+        "T",
+        "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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+      "data_ref": "annotation/mano/motion.pt",
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+      "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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+            "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"
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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
+      }
+    },
+    "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": "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": 67
+  }
+}
diff --git a/H2O/shared-v1.0/data/subject4_h2_4/cam4/observation/depth.mkv b/H2O/shared-v1.0/data/subject4_h2_4/cam4/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_h2_4/cam4/observation/depth_valid.mkv b/H2O/shared-v1.0/data/subject4_h2_4/cam4/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_h2_4/cam4/observation/rgb.mkv b/H2O/shared-v1.0/data/subject4_h2_4/cam4/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_h2_4/cam4/observation/rgb_valid.pt b/H2O/shared-v1.0/data/subject4_h2_4/cam4/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_h2_5/cam0/annotation/keypoints/xyz.pt b/H2O/shared-v1.0/data/subject4_h2_5/cam0/annotation/keypoints/xyz.pt
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+version https://git-lfs.github.com/spec/v1
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+size 325069
diff --git a/H2O/shared-v1.0/data/subject4_h2_5/cam0/annotation/keypoints/xyz_valid.pt b/H2O/shared-v1.0/data/subject4_h2_5/cam0/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_h2_5/cam0/annotation/mano/motion.pt b/H2O/shared-v1.0/data/subject4_h2_5/cam0/annotation/mano/motion.pt
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diff --git a/H2O/shared-v1.0/data/subject4_h2_5/cam0/annotation/mano/motion_valid.pt b/H2O/shared-v1.0/data/subject4_h2_5/cam0/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_h2_5/cam0/annotation/object/spray/assets/lotion_spray.mtl b/H2O/shared-v1.0/data/subject4_h2_5/cam0/annotation/object/spray/assets/lotion_spray.mtl
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+++ b/H2O/shared-v1.0/data/subject4_h2_5/cam0/annotation/object/spray/assets/lotion_spray.mtl
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+# 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
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diff --git a/H2O/shared-v1.0/data/subject4_h2_5/cam0/annotation/object/spray/assets/lotion_spray.obj b/H2O/shared-v1.0/data/subject4_h2_5/cam0/annotation/object/spray/assets/lotion_spray.obj
new file mode 100644
index 0000000000000000000000000000000000000000..d4e1261adf9db46d959309b1850e0ab484c67aed
--- /dev/null
+++ b/H2O/shared-v1.0/data/subject4_h2_5/cam0/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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diff --git a/H2O/shared-v1.0/data/subject4_h2_5/cam0/metainfo.json b/H2O/shared-v1.0/data/subject4_h2_5/cam0/metainfo.json
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index 0000000000000000000000000000000000000000..21a8501c3a418e6fe5fd6caf12d27a806a23a6f9
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+{
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+        "kind": "format_conversion",
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+            "sha256": "c4022f7083f2ca7c78b2b3d595abbab52debd32b09d372b16923a801f0ea6a30"
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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",
+          "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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+        "visibility_independent": true
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+      "schema_id": "keypoints/xyz/v1",
+      "data_ref": "annotation/keypoints/xyz.pt",
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+        "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"
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+      "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",
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+      "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"
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+      "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",
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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"
+          ],
+          "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": 73
+  }
+}
diff --git a/H2O/shared-v1.0/data/subject4_h2_5/cam0/observation/depth.mkv b/H2O/shared-v1.0/data/subject4_h2_5/cam0/observation/depth.mkv
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+version https://git-lfs.github.com/spec/v1
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+size 293388966
diff --git a/H2O/shared-v1.0/data/subject4_h2_5/cam0/observation/depth_valid.mkv b/H2O/shared-v1.0/data/subject4_h2_5/cam0/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_h2_5/cam0/observation/rgb.mkv b/H2O/shared-v1.0/data/subject4_h2_5/cam0/observation/rgb.mkv
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diff --git a/H2O/shared-v1.0/data/subject4_h2_5/cam0/observation/rgb_valid.pt b/H2O/shared-v1.0/data/subject4_h2_5/cam0/observation/rgb_valid.pt
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diff --git a/H2O/shared-v1.0/data/subject4_h2_5/cam1/annotation/keypoints/xyz.pt b/H2O/shared-v1.0/data/subject4_h2_5/cam1/annotation/keypoints/xyz.pt
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diff --git a/H2O/shared-v1.0/data/subject4_h2_5/cam1/annotation/keypoints/xyz_valid.pt b/H2O/shared-v1.0/data/subject4_h2_5/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_h2_5/cam1/annotation/mano/motion.pt b/H2O/shared-v1.0/data/subject4_h2_5/cam1/annotation/mano/motion.pt
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diff --git a/H2O/shared-v1.0/data/subject4_h2_5/cam1/annotation/mano/motion_valid.pt b/H2O/shared-v1.0/data/subject4_h2_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_h2_5/cam1/annotation/object/spray/assets/lotion_spray.mtl b/H2O/shared-v1.0/data/subject4_h2_5/cam1/annotation/object/spray/assets/lotion_spray.mtl
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index 0000000000000000000000000000000000000000..dd2aac5422b8753516033abc11180f543d66b1f5
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+++ b/H2O/shared-v1.0/data/subject4_h2_5/cam1/annotation/object/spray/assets/lotion_spray.mtl
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+# Blender MTL File: 'lotion_spray.blend'
+# Material Count: 1
+
+newmtl Material.001
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diff --git a/H2O/shared-v1.0/data/subject4_h2_5/cam1/annotation/object/spray/assets/lotion_spray.obj b/H2O/shared-v1.0/data/subject4_h2_5/cam1/annotation/object/spray/assets/lotion_spray.obj
new file mode 100644
index 0000000000000000000000000000000000000000..d4e1261adf9db46d959309b1850e0ab484c67aed
--- /dev/null
+++ b/H2O/shared-v1.0/data/subject4_h2_5/cam1/annotation/object/spray/assets/lotion_spray.obj
@@ -0,0 +1,15723 @@
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diff --git a/H2O/shared-v1.0/data/subject4_h2_5/cam1/metainfo.json b/H2O/shared-v1.0/data/subject4_h2_5/cam1/metainfo.json
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+{
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+  "dataset_id": "H2O",
+  "release_id": "shared-v1.0",
+  "sequence_id": "subject4_h2_5",
+  "camera_id": "cam1",
+  "sample_type": "video",
+  "num_frames": 642,
+  "hand_slots": [
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+    "right"
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+      "views": null
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+          720
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+        "column"
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+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
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+      "schema_id": "transform/se3/v1",
+      "data_ref": "camera/extrinsic.pt",
+      "axes": [
+        "T",
+        "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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+      "valid_axes": [
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+      "schema_id": "mano/axis_angle61/v1",
+      "data_ref": "annotation/mano/motion.pt",
+      "axes": [
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+        "hand",
+        "parameter"
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+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
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+        "source_field": "component_sources"
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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"
+          }
+        }
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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_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"
+        },
+        "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": 73
+  }
+}
diff --git a/H2O/shared-v1.0/data/subject4_h2_5/cam1/observation/depth.mkv b/H2O/shared-v1.0/data/subject4_h2_5/cam1/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_h2_5/cam1/observation/depth_valid.mkv b/H2O/shared-v1.0/data/subject4_h2_5/cam1/observation/depth_valid.mkv
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diff --git a/H2O/shared-v1.0/data/subject4_h2_5/cam1/observation/rgb.mkv b/H2O/shared-v1.0/data/subject4_h2_5/cam1/observation/rgb.mkv
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diff --git a/H2O/shared-v1.0/data/subject4_h2_5/cam1/observation/rgb_valid.pt b/H2O/shared-v1.0/data/subject4_h2_5/cam1/observation/rgb_valid.pt
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diff --git a/H2O/shared-v1.0/data/subject4_h2_5/cam2/annotation/keypoints/xyz.pt b/H2O/shared-v1.0/data/subject4_h2_5/cam2/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_h2_5/cam2/annotation/keypoints/xyz_valid.pt b/H2O/shared-v1.0/data/subject4_h2_5/cam2/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_h2_5/cam2/annotation/mano/motion.pt b/H2O/shared-v1.0/data/subject4_h2_5/cam2/annotation/mano/motion.pt
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diff --git a/H2O/shared-v1.0/data/subject4_h2_5/cam2/annotation/mano/motion_valid.pt b/H2O/shared-v1.0/data/subject4_h2_5/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_h2_5/cam2/annotation/object/spray/assets/lotion_spray.mtl b/H2O/shared-v1.0/data/subject4_h2_5/cam2/annotation/object/spray/assets/lotion_spray.mtl
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index 0000000000000000000000000000000000000000..dd2aac5422b8753516033abc11180f543d66b1f5
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+++ b/H2O/shared-v1.0/data/subject4_h2_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
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diff --git a/H2O/shared-v1.0/data/subject4_h2_5/cam2/annotation/object/spray/assets/lotion_spray.obj b/H2O/shared-v1.0/data/subject4_h2_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_h2_5/cam2/annotation/object/spray/assets/lotion_spray.obj
@@ -0,0 +1,15723 @@
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index 0000000000000000000000000000000000000000..b4b28fe9fbdf3759194907f673d8e46cc018c96a
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+{
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+  "dataset_id": "H2O",
+  "release_id": "shared-v1.0",
+  "sequence_id": "subject4_h2_5",
+  "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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+          720
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+        "row",
+        "column"
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+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
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+      "schema_id": "transform/se3/v1",
+      "data_ref": "camera/extrinsic.pt",
+      "axes": [
+        "T",
+        "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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+      "schema_id": "mano/axis_angle61/v1",
+      "data_ref": "annotation/mano/motion.pt",
+      "axes": [
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+        "parameter"
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+        "kind": "format_conversion",
+        "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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+      "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
+      }
+    },
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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",
+          "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": 73
+  }
+}
diff --git a/H2O/shared-v1.0/data/subject4_h2_5/cam2/observation/depth.mkv b/H2O/shared-v1.0/data/subject4_h2_5/cam2/observation/depth.mkv
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+version https://git-lfs.github.com/spec/v1
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+size 338153978
diff --git a/H2O/shared-v1.0/data/subject4_h2_5/cam2/observation/depth_valid.mkv b/H2O/shared-v1.0/data/subject4_h2_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_h2_5/cam2/observation/rgb.mkv b/H2O/shared-v1.0/data/subject4_h2_5/cam2/observation/rgb.mkv
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diff --git a/H2O/shared-v1.0/data/subject4_h2_5/cam2/observation/rgb_valid.pt b/H2O/shared-v1.0/data/subject4_h2_5/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_h2_5/cam3/annotation/keypoints/xyz.pt b/H2O/shared-v1.0/data/subject4_h2_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_h2_5/cam3/annotation/keypoints/xyz_valid.pt b/H2O/shared-v1.0/data/subject4_h2_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_h2_5/cam3/annotation/mano/motion.pt b/H2O/shared-v1.0/data/subject4_h2_5/cam3/annotation/mano/motion.pt
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diff --git a/H2O/shared-v1.0/data/subject4_h2_5/cam3/annotation/mano/motion_valid.pt b/H2O/shared-v1.0/data/subject4_h2_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_h2_5/cam3/annotation/object/spray/assets/lotion_spray.mtl b/H2O/shared-v1.0/data/subject4_h2_5/cam3/annotation/object/spray/assets/lotion_spray.mtl
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index 0000000000000000000000000000000000000000..dd2aac5422b8753516033abc11180f543d66b1f5
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+++ b/H2O/shared-v1.0/data/subject4_h2_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
+Kd 0.800000 0.800000 0.800000
+Ks 0.000000 0.000000 0.000000
+Ke 0.000000 0.000000 0.000000
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diff --git a/H2O/shared-v1.0/data/subject4_h2_5/cam3/annotation/object/spray/assets/lotion_spray.obj b/H2O/shared-v1.0/data/subject4_h2_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_h2_5/cam3/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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diff --git a/H2O/shared-v1.0/data/subject4_h2_5/cam3/metainfo.json b/H2O/shared-v1.0/data/subject4_h2_5/cam3/metainfo.json
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+{
+  "schema_version": "hand-warehouse/1.0",
+  "dataset_id": "H2O",
+  "release_id": "shared-v1.0",
+  "sequence_id": "subject4_h2_5",
+  "camera_id": "cam3",
+  "sample_type": "video",
+  "num_frames": 642,
+  "hand_slots": [
+    "left",
+    "right"
+  ],
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+    "frames_ref": "camera/frames.jsonl",
+    "selection": {
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+      "views": null
+    }
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+    "schema_id": "camera/pinhole/v1",
+    "image_size": [
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+      720
+    ]
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+      "schema_id": "rgb/uint8/v1",
+      "data_ref": "observation/rgb.mkv",
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+        "width",
+        "channel"
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+        "method": "Verified source packet copy or lossless fixed-decoder RGB encoding"
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+        "codec": "ffv1",
+        "pixel_format": "bgr0",
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+          1280,
+          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": "gbr",
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+          "color_transfer": "unknown",
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+            "color_range": "pc",
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+          "arguments": [
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+            "3",
+            "-pix_fmt",
+            "bgr0",
+            "-level",
+            "3",
+            "-slices",
+            "16"
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+        "storage_fps": 30,
+        "timebase_role": "index_only"
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+      "valid_ref": "observation/rgb_valid.pt",
+      "valid_axes": [
+        "T"
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+    "intrinsic": {
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+      "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/h2/5/cam3/cam_intrinsics.txt",
+        "sha256": "f406b977e4559315cefa9088f607eb353d1f28529e81d1eb2ad90ce948c5b8de"
+      },
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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"
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+        "source_field": "component_sources"
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+      "data_ref": "annotation/mano/motion.pt",
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+        "parameter"
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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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+        "flat_hand_mean": true,
+        "left_shapedirs_correction": "not_applied",
+        "models": {
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+            "sha256": "c4022f7083f2ca7c78b2b3d595abbab52debd32b09d372b16923a801f0ea6a30"
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+            "sha256": "45d60aa3b27ef9107a7afd4e00808f307fd91111e1cfa35afd5c4a62de264767"
+          }
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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_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"
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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/keypoints/xyz_valid.pt",
+      "valid_axes": [
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+        "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"
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+        "scope": [
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+          "hand",
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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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+        "local_excluded_frame_indices": [],
+        "local_exclusion_reasons": {},
+        "visibility_independent": true
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+    },
+    "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"
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+      "source_locator": {
+        "frames_ref": "camera/frames.jsonl",
+        "source_field": "component_sources"
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+      "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"
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+      "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/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",
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+        "edge_midpoint_8",
+        "edge_midpoint_9",
+        "edge_midpoint_10",
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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",
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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",
+          "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": "mesh/obj/v1",
+      "data_ref": "annotation/object/spray/assets/lotion_spray.obj",
+      "axes": [
+        "vertex"
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+      "provenance": {
+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
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+        "file": "/data/xuzhefeng/Datasets/Hand-Datasets-Raw/H2O/raw/data/object.zip",
+        "member": "object/spray/lotion_spray.obj"
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+      "unit": "m"
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+      "available": true,
+      "schema_id": "depth/z_float32/v1",
+      "data_ref": "observation/depth.mkv",
+      "axes": [
+        "T",
+        "height",
+        "width"
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+        "kind": "format_conversion",
+        "method": "Copy source annotation; normalize storage only"
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+      "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": [
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+        "storage_fps": 30,
+        "timebase_role": "index_only"
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+        "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_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",
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+          "threads": 10
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+        "source_lossy": false,
+        "storage_fps": 30,
+        "timebase_role": "index_only"
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+      "valid_axes": [
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+        "height",
+        "width"
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+      "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"
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+    "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": 73
+  }
+}
diff --git a/H2O/shared-v1.0/data/subject4_h2_5/cam3/observation/depth.mkv b/H2O/shared-v1.0/data/subject4_h2_5/cam3/observation/depth.mkv
new file mode 100644
index 0000000000000000000000000000000000000000..0032b127750139d364a8dbdf5ada128973aa5954
--- /dev/null
+++ b/H2O/shared-v1.0/data/subject4_h2_5/cam3/observation/depth.mkv
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