{ "schema": "vpm-worldbench/sample/1.0", "uid": "Real-General/C044", "subset": "Real-General", "id": "C044", "source": { "dataset": "ORH-4D", "repo": "hf:Sulwon/anonymous_dataset_lih_orh_0920", "revision": "e88079d8", "id": "C044", "sequence_id": "C044__20260807_cand1_quant06__20260807_161842", "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": "22641000", "role": null, "static": true, "hfov_deg": 87.704, "telephoto": false }, { "name": "view1", "video": "videos/view1.mp4", "width": 1024, "height": 768, "source_name": "22641022", "role": null, "static": true, "hfov_deg": 87.8, "telephoto": false }, { "name": "view2", "video": "videos/view2.mp4", "width": 1024, "height": 768, "source_name": "23022640", "role": null, "static": true, "hfov_deg": 87.821, "telephoto": false }, { "name": "view3", "video": "videos/view3.mp4", "width": 1024, "height": 768, "source_name": "23180201", "role": null, "static": true, "hfov_deg": 60.687, "telephoto": true } ], "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": [ 0.0007580764358863235, 0.0021766636054962873, 0.007063440512865782 ], "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": 1017, "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": 505 }, "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": [ [ [ 266.46838630551645, 0.0, 256.3459379003333 ], [ 0.0, 264.1367430394652, 192.5115132394313 ], [ 0.0, 0.0, 1.0 ] ], [ [ 266.02140549660623, 0.0, 264.3574533994676 ], [ 0.0, 263.18469380470736, 197.45908532724906 ], [ 0.0, 0.0, 1.0 ] ], [ [ 265.9241944302853, 0.0, 255.681616287152 ], [ 0.0, 262.8133340154522, 188.04710514182912 ], [ 0.0, 0.0, 1.0 ] ], [ [ 437.33123049636623, 0.0, 255.62203034453768 ], [ 0.0, 437.8013621786071, 190.7293206583029 ], [ 0.0, 0.0, 1.0 ] ] ], "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 bends forward at the island table and gathers the banana, red apple and orange, the right hand sweeping quickly. Pivoting sharply to the left, the person takes a few steps to the white drawer unit, pulls the drawer open and sets the fruit inside. After pushing the drawer in and turning to the right, the person lifts a red can and a white spray bottle, sets both on the wooden shelf, then turns left and walks back to reach for a slice of bread.", "attributes": { "difficulty": "normal", "category": "person", "view_serials": [ "22641000", "22641022", "23022640", "23180201" ], "session": "20260807_cand1_quant06", "recording": "20260807_161842", "sequence_id": "C044__20260807_cand1_quant06__20260807_161842", "raw_frames": { "start_raw_frame_id": 13761, "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": 150, "operator_present": true, "n_default_queries_at_ref_frame": 44, "n_default_queries_at_ref_frame_by_source": { "orhtrack": 2, "orhtrack_q16": 0, "wholebody": 42 }, "n_points_by_source": { "orhtrack": 512, "orhtrack_q16": 0, "wholebody": 505 }, "wholebody_seeded_removed": 7, "telephoto_views": [ "view3" ], "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, 144, 101, 149 ], "keypoints2d_run_frames": [ 150, 150, 150, 150 ] }, "motion_summary": { "path_m": 2.6238840379579043, "net_m": 1.3998133435740414, "max_speed_mps": 0.5120718796727886, "walking_share": 0.4666666666666667, "standing_pelvis_m": 0.8280625188192561, "min_pelvis_rel": 0.9694825708682164, "max_bend_deg": 20.33775063326094, "min_head_m": 1.479322934150696, "max_head_m": 1.582709550857544, "total_yaw_deg": -46.44607640317443, "frames_fitted": 150 }, "legacy": { "cond_frame": 16, "eval_frames": [ 16, 80 ], "reproduce_dir": "_reproduce/Real-General/C044", "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:: 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:: the person comes closer than 0.8 m to this camera; the surface-track pipeline excluded the view", "wholebody_qa": "wholebody_qa:: 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:: 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": { "cameras.npz": "188a49df929032c58921361ac6b4d391a7da5a95cd1fd42f611c59fd902de72c", "captions.json": "9a0e75a4626ec90b602fa7e8ca6b1af2364e368704f1b13d4aa8b427f1790743", "depth/depth.zip": "1466f226b8bbe88d1876cbf34803e077fca2684e812383d508f11058cb88bd47", "labels/human/keypoints2d.npz": "aab3bd4462782d7f5db329ede77f70bd398194cd35c19f6c13858fb619676f85", "labels/human/keypoints3d.npz": "36f761873ffe0c0fd3586bd2058ddaa2cf2b0465d405f90e088cea9656bc278e", "labels/human/masks.npz": "2ff2fa07d450b94205ebca81ae7d41bf12e1ae4acf167b7b8d269db06d2a3b48", "labels/human/mhr_fit.npz": "afef61de46fc6563dcdf4ad628e3b63e199b3c360418f920def715cc6db3ba8b", "labels/motion_events.json": "4609efc340e748e4b3987e5926b429157c09daadfce298033b32b28be82a9342", "source/bench_views.json": "3eec5cc992b732f5040616651c325241250f496286932f7df727374c80b99e7a", "source/cam_param/extrinsics.json": "c7854594f81539572fe3b718ea922ed5a820226bda7848b3bbc67befd882a6a8", "source/cam_param/intrinsics.json": "c0f0251eb36f585624777e791c3e27ae0317a714e0e5b9a7e356cbc9819a8ed1", "source/lang_ann_fixed.json": "87d64579609e15da03cab7e4c0a6f6b46f2c1df3945de59744403132e2a8ee81", "source/lang_ann_verify.json": "b824af7b525583a96ac3088fed9c173727f2012b3ccc2da11ce43777b7f67da8", "source/lang_hints.txt": "21137baf6db371f34e2884a95dd414266d0e6fb7b02a22453a70bf59a8a0f821", "source/manifest_bench_cameras.json": "fec4d75a385aeb8ef1d96bef9d40b088454ed70d74ffe5359ff64788763c742e", "source/orhtrack_meta.json": "613450e8551212a7ed0b34cb4bc85d68b57b0558c39f42117bb2dcd9ea6f6b14", "source/orhtrack_tracks_extras.npz": "d2f7b9e91c0d483f3e91faaa97619281c4e88072364e3dbb9e920814cf7f43af", "source/package_meta.json": "de0c3317634a97a6c8603832ff03f1c9428461143ea29d0d5f19321233d386a2", "source/s2_actor_info.json": "80c177f7c9b19a392ecc99003fafcda91c7e8f509c1544e4e8fb5490de8e42ef", "source/s6_floor.json": "9f9a902299c5d580442b766b84ad8dbb216bc295ef70d613c929c09bd8dfc396", "source/timestamps/22641000.json": "b7ecfd0143168b4ea2bdb9399b05d22e4b99c8b5499d32b915e9c1d30489f5cb", "source/timestamps/22641022.json": "866465ea579b515913f755f6b137ac57366201acad1b809bc161c775d7a5cb8d", "source/timestamps/23022640.json": "8750382a84ed3e4932cc429876637145a875e7f9605cc31a7f64c50af8ef2366", "source/timestamps/23180201.json": "016ee2897567fb0172a8775ee240c0c9926053a910ef2e644a0fe50c2c4d17c7", "source/video_manifest.json": "2280f69429e574da7c2e7a6423bc688ec1e05bb4321a5cc07798b9a46d6fe918", "source/wholebody_meta.json": "78d832e8037139b7de1fa1d16238cdb72f6fb5d47cdbee5e29a1d26545188301", "source/wholebody_qa.json": "a61db3e3720d8e4b61b50ffa11a669bd8c3265ca2e2f01ccb8d86b470c4aab08", "source/wholebody_run_clip.json": "a504e1e7278a754240459f3b1155a3c1307ec08b483c5650fbe4769c89f78c63", "source/wholebody_tracks_extras.npz": "00b65867be0d51cf06fbfdcd75a75cbc0f824a1c0c5f2b78be84ad0ee6c21dbc", "source/windows_full225.json": "6c7f0caa11eb0f1fb4036cad15cbfadfb63b26b937272aeee0272a02f22fa1fe", "tracks3d.npz": "05f5233c15740dc55dca5c2d56a5fe3a04d72ef9df84d2d715d16d6f9fc38edb", "videos/view0.mp4": "8c59d563e37880f7c466827751c76d4bab385ffc446f46ab8ebcd9fb2d5191e8", "videos/view1.mp4": "8cb3cc8584872da8bb61d8d5775542dbf210ee9aa7cb49b07ce6f8950a69010c", "videos/view2.mp4": "2a15ab56c23110d6948d022f04cee772384faae3e64a20120164ed0fa2626df1", "videos/view3.mp4": "dc765a67299b06962f52e16e41c5bff7ad6d7b1fb4a85f2b7c87dcacc31a395b" } }