{ "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, 262.56667892550297 ], [ 0.0, 265.08721026937025, 190.98697764932118 ], [ 0.0, 0.0, 1.0 ] ], [ [ 266.9449926286329, 0.0, 259.54620978030573 ], [ 0.0, 263.979831687266, 192.7489458466666 ], [ 0.0, 0.0, 1.0 ] ], [ [ 265.1054600633266, 0.0, 254.92243460486384 ], [ 0.0, 262.2274886667415, 192.03761419328887 ], [ 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 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:: 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": "b39455b9562a73f243e406a269eda86fd3d42debd0db49ef523e914cb3a14c4e", "captions.json": "e4b7985e43bcae139fc3ef4dde96e1bc143aa0d80293c9a43ad9a4b20fbeb3d9", "depth/depth.zip": "cc33ee8384bc5782d78f9f8488f9ab2d03b934c3e14cfe8e6f9c1c89bea32c87", "labels/human/keypoints2d.npz": "d88983f231a5366601540d08b31e7acc9e11c6f9711f3fd1939536387681772b", "labels/human/keypoints3d.npz": "9134a011e797c4b7ce38b8afc7c31c4e0dabfede0eff6e213e1366e520a7bda4", "labels/human/masks.npz": "2b21b7a0cfbb3125b30afd5ab538661cbaf559afb6acbf8f1f17240d4b7e32b6", "labels/human/mhr_fit.npz": "6fc163d007ad54d4d6c2c5486b55d77a236925ea71e6c946cc2c52238a973dc8", "labels/motion_events.json": "c690e84dd4e963230121064afcd9434a01bf0f816a25f68f17a72ad29b70e3d1", "source/bench_views.json": "d1cbf17c684454b5c6cf9087fe6c75a54bc606d2adb93a090fa9ef6b091b044f", "source/cam_param/extrinsics.json": "c7854594f81539572fe3b718ea922ed5a820226bda7848b3bbc67befd882a6a8", "source/cam_param/intrinsics.json": "c0f0251eb36f585624777e791c3e27ae0317a714e0e5b9a7e356cbc9819a8ed1", "source/lang_ann_fixed.json": "1168a1f520e806fdbfb06826274cf4e2b5a8bedf8baaa7f532d49017b5c2a7a2", "source/lang_ann_verify.json": "8065dcd02319eb6aff4d239a69c827cbd10e027c838b6a4cc2332fcfda5e45ce", "source/lang_hints.txt": "2a196ea7ed8ed7a8cd0c77de9fa635eadeacd62f092f39c74a1eeb280f0478aa", "source/manifest_bench_cameras.json": "2a66eee7972a7e77a3a7550a838b1950e1f9fc57089db5a0ab10ab6e16a657a8", "source/orhtrack_meta.json": "d1b69c2ccb9f1b3a867b7b8db82c3902ccebc25f1b2b6fb7ba02c8e84bfb4166", "source/orhtrack_tracks_extras.npz": "7ada29c792db1a013304771973abf77c703d495045d2568bf437f32dd6f0c2f5", "source/package_meta.json": "5e1eb82305ee1a595ea5255bb39805e43616ee3f1a3bdc7974102f8a0b1b6058", "source/s2_actor_info.json": "f4b4fba9d216ee6d5b6f92aa5d044b2899977f336f027512790e5b7c98d979d2", "source/s6_floor.json": "d00c6f269746fa5f313dc767f1916a5fe3ff7eb41056cafdcbf17dd5525b250b", "source/timestamps/22640993.json": "c00b78e0163deda93e1235e731f54ec06e2a3a35243166a62fe96cdec84e6af5", "source/timestamps/22684227.json": "5a2959206270912c05ed4e529bd33185418f84d42f852a492cf86252ccb51e76", "source/timestamps/22684259.json": "a83ab3999755fdab9fccac471beddeaa0d0026f8f87fcd28ae36c1639abfdb7c", "source/timestamps/22684751.json": "945f317ea3914de79873fcdb5ad56da78a674d73bfa8de0a2be4ee27cf869e44", "source/video_manifest.json": "84f7978cee050b9d8ed274e7e84f357fd09606c9d67b415eb2e0bb7536633fa3", "source/wholebody_meta.json": "8ff0c6d63678e0efe4738de557f7a9e9c15f9fefefd16fe9c741e0319d9676f1", "source/wholebody_qa.json": "50f19bf15aad5924abcbfecaa34ac0f0ca7c1959147d3d00fe164ea9b4fcf4a6", "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", "videos/view3.mp4": "903d02bf0d40bbce647dc8593e18166484e9536ef440af00af6c2a3c127e286a" } }