{ "schema": "vpm-worldbench/sample/1.0", "uid": "Real-General/C007", "subset": "Real-General", "id": "C007", "source": { "dataset": "ORH-4D", "repo": "hf:Sulwon/anonymous_dataset_lih_orh_0920", "revision": "e88079d8", "id": "C007", "sequence_id": "C007__20260807_cand1_quant08__20260807_164236", "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": "22640992", "role": null, "static": true, "hfov_deg": 87.967, "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": "22684221", "role": null, "static": true, "hfov_deg": 87.79, "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": [ 0.00028423714684322476, 0.00036213797284290195, 0.010080437175929546 ], "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": 1061, "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": 69, "wholebody": 480 }, "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": [ [ [ 265.2464449723568, 0.0, 259.13756368475924 ], [ 0.0, 262.67088507033725, 191.9164936487899 ], [ 0.0, 0.0, 1.0 ] ], [ [ 266.02140549660623, 0.0, 264.3574533994676 ], [ 0.0, 263.18469380470736, 197.45908532724906 ], [ 0.0, 0.0, 1.0 ] ], [ [ 266.06895521017924, 0.0, 258.18342106415525 ], [ 0.0, 263.6637009700721, 188.98599158100976 ], [ 0.0, 0.0, 1.0 ] ], [ [ 268.4775802911662, 0.0, 259.4115343254707 ], [ 0.0, 266.10147197765093, 194.96465168580377 ], [ 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 stands beside the small white side table, head bowed over a basket hanging from the left hand, lifts a box out with the right hand and sets it on the table. Turning around to the left, the person takes a few short steps to the end of the island table and takes out a banana. Standing nearly still, the right hand lifts the banana above the basket again and again; then the trunk bends forward as the person sidesteps right and reaches down toward the storage bags.", "attributes": { "difficulty": "normal", "category": "person", "view_serials": [ "22640992", "22641022", "22684221", "22684259" ], "session": "20260807_cand1_quant08", "recording": "20260807_164236", "sequence_id": "C007__20260807_cand1_quant08__20260807_164236", "raw_frames": { "start_raw_frame_id": 2978, "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": 70, "n_default_queries_at_ref_frame_by_source": { "orhtrack": 0, "orhtrack_q16": 25, "wholebody": 45 }, "n_points_by_source": { "orhtrack": 512, "orhtrack_q16": 69, "wholebody": 480 }, "wholebody_seeded_removed": 32, "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": [ 138, 150, 150, 150 ], "keypoints2d_run_frames": [ 150, 150, 150, 150 ] }, "motion_summary": { "path_m": 1.66888018823427, "net_m": 0.5753183776693118, "max_speed_mps": 0.4959463336674582, "walking_share": 0.16666666666666666, "standing_pelvis_m": 0.8560514174313355, "min_pelvis_rel": 0.9733113647460319, "max_bend_deg": 31.22186419880785, "min_head_m": 1.3169106245040894, "max_head_m": 1.5564339995384218, "total_yaw_deg": 200.37121907037346, "frames_fitted": 150 }, "legacy": { "cond_frame": 16, "eval_frames": [ 16, 80 ], "reproduce_dir": "_reproduce/Real-General/C007", "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": "6cb0a3682d63ba74ad4a5ce238dbedc6b07ae85921fd2b3f3447d3422f457730", "captions.json": "bc08436d830390975dfadf9512d14a9bfb9688fff805d078b8a2c84a965a8926", "depth/depth.zip": "cc43aaacc4e14e612ee39eb0fdfc9b8051a5cf7aeb3e4ca0c52ac0c39fe870c0", "labels/human/keypoints2d.npz": "b57028edc155e18dd0f284df8866490e880069a69bd26a88bf5ebc5aa5f31e68", "labels/human/keypoints3d.npz": "6e694080252c7a639117154dc49473a387f41683ac22763a43f80f5809ab4df4", "labels/human/masks.npz": "4089a89ed2a7163e780e88189821903a5463785aacbb78d1eb04402bcf10cbdf", "labels/human/mhr_fit.npz": "a2e85154f790edb6939a5038678fe11978ffd3c9dd5c8fdd1bd96f9d47aa3904", "labels/motion_events.json": "c294f85beb7bec0d9732fa294d30aec39628902e660a379e3c54cedef7e06caf", "source/bench_views.json": "08098e31b740178a7291d56abe1a47a3984a82cc5d466d4d8850ac9575b0e3a7", "source/cam_param/extrinsics.json": "c7854594f81539572fe3b718ea922ed5a820226bda7848b3bbc67befd882a6a8", "source/cam_param/intrinsics.json": "c0f0251eb36f585624777e791c3e27ae0317a714e0e5b9a7e356cbc9819a8ed1", "source/lang_ann_fixed.json": "520e90f07003c5749e6086b3fc8fcad21d67bbcd1effd9ffe787be12a3a05f67", "source/lang_ann_verify.json": "9b3fda256e97c73fecb032ed6fafe877483af88e8e280c6b6d211b40862444d1", "source/lang_hints.txt": "f3afb0690748cafc60832af694817eab9c6de1dcd5bc1cb4d09fda1559a7c89a", "source/manifest_bench_cameras.json": "69268899df3066993396959f608cbff1205b8e6aedf3162beedc4b298725e7f0", "source/orhtrack_meta.json": "27c710d492a50bd33515bb36de4e25c8bc0877f30db449348dd2039bda1cb983", "source/orhtrack_q16_meta.json": "104c1fc533c791828c9c68e3f1bc003dd1774014b4c49712be5ff4edad3c3956", "source/orhtrack_q16_tracks_extras.npz": "746e4eb7b055e91c0a24e55b60c796aa0f82abb4f81b561188f505a78131dfa0", "source/orhtrack_tracks_extras.npz": "50a2d5c58925e7e6a1eaf7e85115c5f08b63a6afb67ab16be384078fbd09122c", "source/package_meta.json": "200d8ec0b1b799d614f08c32541f0164e612cebc379a1b5b4ee58fc14cfa78c1", "source/s2_actor_info.json": "2fc339d0a45ffda196e168d85c506a77e51a902f47cebdbcdf1f20d5ffba2ebb", "source/s6_floor.json": "3982bdbfc5e39293d1d7bcf0cc98c18008040c20b3205bfa78178a8a2c4fd5ac", "source/timestamps/22640992.json": "82a35d58bbbe6e15ba5d5d9c09c9d99babc4fcd08e0e05bb4f48d6e80aa53388", "source/timestamps/22641022.json": "d11b56e76e860f14f7858aafbfecf03d3abbf216e16cc950e0b351f657410be2", "source/timestamps/22684221.json": "b69de768eb9598941fd3d4c258a2e292c5f9c7c251a0074a5d8a140467e4d4da", "source/timestamps/22684259.json": "4ca81526a968c7c2c88dcf225827268b22c00caaa67a421f86fc8781feb583dd", "source/video_manifest.json": "295abe9de00f80ba1511713db1859f0297f67b6b8cbca6101a72ce252077b980", "source/wholebody_meta.json": "6b8585ee1fc11bf5bbf4b6246f30da6a3841f58737e98c725d73c2dd3639b38a", "source/wholebody_qa.json": "fda44ea1567dea5571456960af03ef5d0956681d4cfb9497c1cccac374ddc520", "source/wholebody_run_clip.json": "089f5feb14b59df482cf04d06fc10afb3f0e7d5351ae7a02ab51cb69f8500da1", "source/wholebody_tracks_extras.npz": "7bbd93939d5f508d6092ca2cfa6ecd4728c2e0861982f1ca9a80a36dfe2a19fe", "source/windows_full225.json": "2bed346e8c39efb1561e4c8904538a4126b7b4af68cf65ad98d249c0a4b961df", "tracks3d.npz": "94682e0a086baa18a35aa057c4f0a771dda887d59719c0ae8bb18011828aaa3a", "videos/view0.mp4": "99d7344a9113516f18d393ab352fd8af5dd3350e06dc6896a33d766e75fcf81c", "videos/view1.mp4": "535ea3a2163fe85f1e896dd9ae5c1c5d77ed1e20c4a9252c50e20a42b89f58f0", "videos/view2.mp4": "fd35fb27fadd9d0608690f5e7bdb346354817cf2cba4e138c609539e67915c8b", "videos/view3.mp4": "f2aa29ea07c23fa6c367bbdbe1b596a84f0cbf22c671c69e19f89cbf471aca22" } }