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{
"schema": "vpm-worldbench/sample/1.0",
"uid": "Real-General/C016",
"subset": "Real-General",
"id": "C016",
"source": {
"dataset": "ORH-4D",
"repo": "hf:Sulwon/anonymous_dataset_lih_orh_0920",
"revision": "e88079d8",
"id": "C016",
"sequence_id": "C016__20260807_cand1_quant07__20260807_163735",
"derived_from": [
"ORH-4D capture, 4 selected views",
"orhtrack v3.2 multi-view surface tracks",
"orhtrack v3.2 rerun with query frame 16",
"orhbody v1 whole-body tracks",
"motion captions (_source/CAPTIONS.md)",
"ORH-4D multi-view surface reconstruction"
]
},
"n_views": 4,
"n_frames": 150,
"fps": 15.0,
"duration_s": 10.0,
"views": [
{
"name": "view0",
"video": "videos/view0.mp4",
"width": 1024,
"height": 768,
"source_name": "22640993",
"role": null,
"static": true,
"hfov_deg": 87.781,
"telephoto": false
},
{
"name": "view1",
"video": "videos/view1.mp4",
"width": 1024,
"height": 768,
"source_name": "22684227",
"role": null,
"static": true,
"hfov_deg": 87.602,
"telephoto": false
},
{
"name": "view2",
"video": "videos/view2.mp4",
"width": 1024,
"height": 768,
"source_name": "22684751",
"role": null,
"static": true,
"hfov_deg": 87.998,
"telephoto": false
},
{
"name": "view3",
"video": "videos/view3.mp4",
"width": 1024,
"height": 768,
"source_name": "22684259",
"role": null,
"static": true,
"hfov_deg": 87.274,
"telephoto": false
}
],
"world": {
"description": "ORH-4D rig world (orhsurf reconstruction / rig calibration frame), unchanged: right-handed, metres, +z up, floor ~ z = 0 (this clip's floor fit z = a*x + b*y + c in floor_plane_abc); room about x -2.3..2.7, y -2.7..3.3, z 0..2.9 m.",
"units": "m",
"handedness": "right",
"up": "+z",
"floor_plane_abc": [
0.000809241144452244,
0.0033125574700534344,
0.006642688065767288
],
"to_source": {
"note": "X_source = A @ X + b (identity: unified world == source world)",
"A": [
[
1.0,
0.0,
0.0
],
[
0.0,
1.0,
0.0
],
[
0.0,
0.0,
1.0
]
],
"b": [
0.0,
0.0,
0.0
],
"source_units": "m",
"source_frame": "orhsurf / rig calibration world of the ORH manifest (T_cam_from_world)"
}
},
"files": {
"cameras": "cameras.npz",
"tracks3d": "tracks3d.npz",
"captions": "captions.json",
"depth": "depth/depth.zip",
"labels": {
"masks": "labels/human/masks.npz",
"keypoints2d": "labels/human/keypoints2d.npz",
"keypoints3d": "labels/human/keypoints3d.npz",
"mhr_fit": "labels/human/mhr_fit.npz",
"motion_events": "labels/motion_events.json"
}
},
"tracks": {
"n_points": 996,
"groups": [
"dynamic_surface",
"human_body"
],
"visible_outside_frustum_dropped": 0,
"default_report_group": "all",
"default_report_group_note": "metrics use default_gt points of both groups (the pre-release delta union of orhtrack and whole-body tracks)",
"visibility_rule": "visible[t,n,v] = source visible_views flag of bench camera v AND valid AND in_frustum. in_frustum = valid & camera z > 0.1 m & projects inside the 1024x768 image (-0.5 <= u < 1023.5, -0.5 <= v < 767.5; the black undistortion border is not excluded). Source flags: dynamic_surface (orhtrack, orhtrack_q16) = z-buffer of that frame's orhsurf reconstruction + surface facing <= 80 deg; human_body (whole-body) = fitted-body point-splat z-buffer (3 cm) + static-scene depth (+2 cm) + not on another person's mask + facing cos > 0.26, all False in bench cameras excluded by the whole-body pipeline (camera_role 0; see flags). Pre-release delta evaluator: same rule on a 640x480 grid (K_undistort*640/2048) with 0 <= u < 639.5, 0 <= v < 479.5, i.e. a 0.3-0.5 px narrower border.",
"accuracy": "pseudo-GT from a static 47-camera rig (one calibration for all clips). dynamic_surface (orhtrack v3.2, CoTracker3 + AllTracker in up to 46 views, RANSAC triangulation, cycle/rigidity gates): 6-fold camera cross-validation per-clip median-of-medians 1.6 mm (p90 4.5 mm); err_mm = sigma_max_mm (median 2.3 mm on valid frames). human_body (orhbody v1 MHR-surface tracks): err_mm = calibrated p90 3D error err_p90_mm; valid = status 1-3 & err_p90_mm <= 50 mm (file contract); default_gt additionally requires err_p90_mm <= 20 mm; pooled held-out error median/p90 9.7/26.9 mm (V1a) and 4.2/13.0 mm (V1b). orhtrack prefers textured cloth/skin; plain black cloth is mostly untracked.",
"default_gt_rule": "orhtrack/orhtrack_q16: valid; wholebody: valid & err_mm <= 20",
"n_by_source": {
"orhtrack": 512,
"orhtrack_q16": 0,
"wholebody": 484
},
"extras": {
"err_mm": "(T,N) float16 mm, NaN where not valid: orhtrack sigma_max_mm / whole-body err_p90_mm",
"source": "(N,) int8 index into source_names: 0 orhtrack, 1 orhtrack_q16 (rerun with query frame 16, C007 only; no de-duplication against source 0), 2 wholebody (whole-body rows with orhtrack_id < 0)",
"source_index": "(N,) int16 row of the point in its source file (wholebody: index into the 512 source tracks; joins source/*_tracks_extras.npz)",
"query_t": "(N,) int16 source query frame (provenance; the benchmark query frame is the protocol ref_frame)",
"tier": "(N,) int8 source tier. orhtrack: 0 textured query & valid_frac >= 0.8, 1 textured or valid_frac >= 0.8, 2 other; wholebody: 1 anchored on >= 30% of valid frames, 2 model only (0 = seeded, removed)",
"entity": "(N,) int16 orhtrack co-moving group id (person or carried object; per run), -1 for whole-body points",
"clothing": "(N,) int8 index into clothing_names (whole-body; image statistics in 12 train views), -1 for orhtrack",
"source_names": "(S,) str names of the track sources indexed by `source`",
"clothing_names": "(C,) str clothing classes indexed by `clothing`"
},
"time_offset_frames": 0
},
"depth": {
"file": "depth/depth.zip",
"member": "{source_view}/frame_{t:04d}.png",
"view_member_names": [
"view0",
"view1",
"view2",
"view3"
],
"dtype": "uint16",
"unit_scale": 0.001,
"invalid_values": [
0
],
"valid_max_m": 65.535,
"width": 512,
"height": 384,
"planar_z": true,
"kind": "reconstruction (pseudo-GT; orhsurf, includes camera 23280595)",
"intrinsics": [
[
[
266.1118610245462,
0.0,
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],
[
0.0,
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],
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0.0,
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]
],
[
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],
[
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],
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]
],
[
[
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],
[
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],
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]
],
[
[
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],
[
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],
[
0.0,
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]
]
],
"intrinsics_rule": "K_depth = [[fx/2, 0, (cx+0.5)/2-0.5], [0, fy/2, (cy+0.5)/2-0.5], [0, 0, 1]] with fx, fy, cx, cy of cameras.npz K (1024x768): OpenCV pixel-centre mapping u_depth = (u_video+0.5)/2-0.5 (same for v) of the video grid onto the 512x384 depth grid, i.e. the inverse of vpm_worldbench.geometry.image_map((512,384),(1024,768),'resize'); 'intrinsics' lists K_depth of view0..view3",
"render": "per-frame orhsurf 5M-point random subset, points with camera z > 0.2 m projected with K_depth, 1x1 nearest-pixel min-z z-buffer (each point writes the pixel whose centre is nearest to its projection), planar camera z rounded to mm, 0 = no surface (holes)"
},
"caption": "The person stands at the kitchen counter, moves the right hand quickly over it, then swings around to the right and walks a few steps along the island table, head lowered. Beside the table end, the person stops, reaches the right arm out sideways, leans forward and picks up a slice of toast. Turning left, the person walks steadily to the work desk, bends forward over it, lays the toast down, swings the left arm out to touch a white folding chair, and picks the toast up again.",
"attributes": {
"difficulty": "normal",
"category": "person",
"view_serials": [
"22640993",
"22684227",
"22684751",
"22684259"
],
"session": "20260807_cand1_quant07",
"recording": "20260807_163735",
"sequence_id": "C016__20260807_cand1_quant07__20260807_163735",
"raw_frames": {
"start_raw_frame_id": 11525,
"stride": 2,
"source_fps": 30,
"rule": "raw_frame_id = start_raw_frame_id + stride * t"
},
"wholebody_qa_level": "verified",
"wholebody_failed_gates": [
"coverage"
],
"frame_ok": 137,
"operator_present": true,
"n_default_queries_at_ref_frame": 331,
"n_default_queries_at_ref_frame_by_source": {
"orhtrack": 308,
"orhtrack_q16": 0,
"wholebody": 23
},
"n_points_by_source": {
"orhtrack": 512,
"orhtrack_q16": 0,
"wholebody": 484
},
"wholebody_seeded_removed": 28,
"telephoto_views": [],
"views_without_wholebody_labels": [],
"views_subject_closer_than_0.8m": [],
"orhtrack_camqa_excluded_bench_views": [],
"label_coverage": {
"mask_ran_frames": [
150,
150,
150,
150
],
"mask_ok_frames": [
150,
150,
150,
150
],
"keypoints2d_run_frames": [
150,
150,
150,
150
]
},
"motion_summary": {
"path_m": 3.459627658868481,
"net_m": 2.7181835928329012,
"max_speed_mps": 0.7638732688172517,
"walking_share": 0.5466666666666666,
"standing_pelvis_m": 0.8404374281178644,
"min_pelvis_rel": 0.9647305317204312,
"max_bend_deg": 28.222627000785895,
"min_head_m": 1.3533288836479187,
"max_head_m": 1.5886473894119264,
"total_yaw_deg": -43.87231829350173,
"frames_fitted": 150
},
"legacy": {
"cond_frame": 16,
"eval_frames": [
16,
80
],
"reproduce_dir": "_reproduce/Real-General/C016",
"prompt": "legacy_prompts in captions.json (one generic sentence for every clip)"
},
"consent": "release blocker: identifiable people (faces not blurred); data-owner consent not yet confirmed",
"flag_rules": {
"view_without_wholebody_labels": "view_without_wholebody_labels:<view>: the whole-body pipeline did not use this camera: its human_body points are never marked visible there and it has no 2D keypoints",
"subject_closer_than_0.8m": "subject_closer_than_0.8m:<view>: the person comes closer than 0.8 m to this camera; the surface-track pipeline excluded the view",
"wholebody_qa": "wholebody_qa:<level>: the whole-body (body-model) QA level of the clip when it is not 'verified' (attributes.wholebody_qa_level, wholebody_failed_gates)",
"few_default_queries_at_ref_frame": "few_default_queries_at_ref_frame:<n>: fewer than 20 points with default_gt visible in >= 1 view at frame 16 (n given)",
"people_identifiable": "every clip: real, identifiable people are visible (the actor, sometimes an operator)"
}
},
"flags": [
"people_identifiable"
],
"files_sha256": {
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"captions.json": "e4b7985e43bcae139fc3ef4dde96e1bc143aa0d80293c9a43ad9a4b20fbeb3d9",
"depth/depth.zip": "cc33ee8384bc5782d78f9f8488f9ab2d03b934c3e14cfe8e6f9c1c89bea32c87",
"labels/human/keypoints2d.npz": "d88983f231a5366601540d08b31e7acc9e11c6f9711f3fd1939536387681772b",
"labels/human/keypoints3d.npz": "9134a011e797c4b7ce38b8afc7c31c4e0dabfede0eff6e213e1366e520a7bda4",
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"labels/human/mhr_fit.npz": "6fc163d007ad54d4d6c2c5486b55d77a236925ea71e6c946cc2c52238a973dc8",
"labels/motion_events.json": "c690e84dd4e963230121064afcd9434a01bf0f816a25f68f17a72ad29b70e3d1",
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"source/package_meta.json": "5e1eb82305ee1a595ea5255bb39805e43616ee3f1a3bdc7974102f8a0b1b6058",
"source/s2_actor_info.json": "f4b4fba9d216ee6d5b6f92aa5d044b2899977f336f027512790e5b7c98d979d2",
"source/s6_floor.json": "d00c6f269746fa5f313dc767f1916a5fe3ff7eb41056cafdcbf17dd5525b250b",
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"source/wholebody_run_clip.json": "b965eff7abeb096bdb15850f51ae5af1687f47bbd5cd02a2219161e5c16a9cc3",
"source/wholebody_tracks_extras.npz": "20068f973880acc2ff9b29bb8a08ed32fba7e4b10f648202e57329420b91d930",
"source/windows_full225.json": "c1f5c2a090509fd371024492fdef00640828b148d0382820fe8e2ba399b14989",
"tracks3d.npz": "1f5f81318d3971634af36f8159ac07afa94cea68224c0840888b4b0297b8b6d9",
"videos/view0.mp4": "9b7dc5db88b908e5e8bf34fa788bdd58cfb03994565295b4152e0e84011cb9fd",
"videos/view1.mp4": "731eb737cdad7a2c62605fb88c2353f5b40a215f18b00f1f2c2218d73fa70fda",
"videos/view2.mp4": "99cbf4b77f3ea37f251c4e409cbdea994e8b47ffc9f9a0c894e58e9f91ff8596",
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}
}