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GSI hands registered into SMPL-X for 512 sessions; GSI-arbitrated wrist orientation (part 2)
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{
"schema_version": 1,
"session": "EgoMotionActions/20260922/LM21/20260922_014743_session4",
"session_id": "20260922_014743_session4",
"primitive": "LM21",
"batch": "20260922",
"participant": "wangyang",
"participant_source": "manifest",
"device_ids": {
"main": "e17c9efadb69e7b1",
"left": "cc5681142208e29a",
"right": "60a6f081bbe60b0d"
},
"generated_at_utc": "2026-10-14T11:21:45.570447+00:00",
"generated_by": "scripts/sync_dataset.py",
"time_base": {
"definition": "t = 0 at the first solved Body0 frame; seconds; each stream has its own t, nothing resampled",
"mocap_rate_hz": 120.0,
"first_solved_frame": 0,
"duration_s": 124.025,
"mocap_time": "frame_index / rate (Nokov Timestamp column is not a clock; kept as source_timestamp_ms)"
},
"alignment": {
"reference_imu": "imu_head_right",
"model": "offset (median of windows)",
"mocap_rel_s": "rig_rel + offset_s + rate * rig_rel, rig_rel = device_time - reference_imu_first_sample",
"offset_s": -1.168663,
"rate": 0.0,
"global_lag_s": -1.17,
"peak_corr": 0.9905,
"reference_imu_first_sample_s": 370.181203707,
"windows": {
"n_windows": 11,
"window_corr_median": 0.9965590385972104,
"drift_ppm": 3.375943935533034,
"drift_se_ppm": 11.677907138626132,
"drift_ms_over_take": 0.4186733137383551,
"lag_scatter_ms": 1.1078635458599477,
"lag_range_ms": 3.5086351280775308
}
},
"units": {
"mocap": "millimetres, Nokov world, Y-up (unchanged)",
"y_up_to_z_up": [
[
1.0,
0.0,
0.0
],
[
0.0,
0.0,
-1.0
],
[
0.0,
1.0,
0.0
]
],
"acc": "m/s^2 (8192 LSB/g)",
"gyro": "rad/s (65.536 LSB/dps)",
"mag": "raw counts, scale unconfirmed (data suggests 163.84 LSB/uT, see knowledge_base sanity doc)",
"quaternions": "xyzw, Nokov global"
},
"calibration": {
"device": "e17c9efadb69e7b1",
"status": "ok",
"date": "2026-09-08"
},
"streams": {
"sensors": {
"imu_head_right": {
"n_acc": 25269,
"n_gyro": 25263,
"t_start": -1.1852242224122504,
"t_end": 124.79150761258776
},
"imu_head_left": {
"n_acc": 25223,
"n_gyro": 25219,
"t_start": -1.0734237844122616,
"t_end": 124.95575079258774
},
"imu_wrist_right": {
"n_acc": 24297,
"n_gyro": 24310,
"t_start": 0.3810082685877434,
"t_end": 120.45464115758776
},
"imu_wrist_left": {
"n_acc": 23749,
"n_gyro": 23761,
"t_start": 0.18813908258774759,
"t_end": 120.41967983358776
},
"mag_head": {
"n": 12612,
"t_start": -0.9892615974122576,
"t_end": 125.12074287958777
},
"mag_wrist_right": {
"n": 12007,
"t_start": 0.39431749758775836,
"t_end": 120.45432475058774
},
"mag_wrist_left": {
"n": 12016,
"t_start": 0.20245267358776586,
"t_end": 120.35237470358774
}
},
"videos": {
"left": {
"fps": 30.0,
"start_device_s": 371.387556,
"frames": 3720,
"pts_gaps": 0,
"timing": "pts",
"timeshift_cam_imu_s": 0.0023423887986386703,
"file": "robocap_segment1_video_left.mp4",
"t_start": 0.04003190738640128,
"t_end": 124.00667590738638,
"clock": "device",
"calibrated": true
},
"right": {
"fps": 30.0,
"start_device_s": 371.387484,
"frames": 3720,
"pts_gaps": 0,
"timing": "pts",
"timeshift_cam_imu_s": 0.0019489646456461974,
"file": "robocap_segment1_video_right.mp4",
"t_start": 0.039566483233352434,
"t_end": 124.00622248323336,
"clock": "device",
"calibrated": true
},
"left_front": {
"fps": 30.0,
"start_device_s": 371.387534,
"frames": 3720,
"pts_gaps": 0,
"timing": "pts",
"timeshift_cam_imu_s": 0.0018171232386612972,
"file": "robocap_segment1_video_left_front.mp4",
"t_start": 0.03948464182641387,
"t_end": 124.00612864182645,
"clock": "device",
"calibrated": true
},
"right_front": {
"fps": 30.0,
"start_device_s": 371.387578,
"frames": 3720,
"pts_gaps": 0,
"timing": "pts",
"timeshift_cam_imu_s": 0.0017295646474508202,
"file": "robocap_segment1_video_right_front.mp4",
"t_start": 0.03944108323522655,
"t_end": 124.00608508323526,
"clock": "device",
"calibrated": true
},
"left_eye": {
"fps": 30.0,
"start_device_s": 371.387508,
"frames": 3720,
"pts_gaps": 0,
"timing": "pts",
"timeshift_cam_imu_s": 0.001668932298833096,
"file": "robocap_segment1_video_left_eye.mp4",
"t_start": 0.03931045088662599,
"t_end": 124.00596645088663,
"clock": "device",
"calibrated": true
},
"right_eye": {
"fps": 30.0,
"start_device_s": 371.387451,
"frames": 3720,
"pts_gaps": 0,
"timing": "pts",
"timeshift_cam_imu_s": 0.0017169377622902274,
"file": "robocap_segment1_video_right_eye.mp4",
"t_start": 0.03930145635004023,
"t_end": 124.00596845635002,
"clock": "device",
"calibrated": true
},
"wrist_left": {
"fps": 30.0,
"start_device_s": 371.524751,
"frames": 3607,
"pts_gaps": 0,
"timing": "pts",
"timeshift_cam_imu_s": null,
"file": "robowrist_cc5681142208e29a_left/robowrist_segment1_video_left_down.mp4",
"t_start": 0.1748845185877259,
"t_end": 120.37481951858771,
"clock": "device",
"calibrated": false
},
"wrist_right": {
"fps": 30.0,
"start_device_s": 371.715232,
"frames": 3603,
"pts_gaps": 0,
"timing": "pts",
"timeshift_cam_imu_s": null,
"file": "robowrist_60a6f081bbe60b0d_right/robowrist_segment1_video_right_down.mp4",
"t_start": 0.3653655185877598,
"t_end": 120.43203251858776,
"clock": "device",
"calibrated": false
},
"third_person": {
"file": "mocap/mocap-LM21-S02-wangyang-01p1-1.mp4",
"frames": 3721,
"fps": 60.0,
"clock": "nokov (frame index)",
"t_start": 0.0,
"t_end": 62.0
}
}
},
"flags": [],
"sanity": {
"status": {
"structure": "WARN",
"markers": "WARN",
"timing": "WARN"
},
"verdict": "READY_WITH_WARNINGS",
"issues": [
"WARN M_BODY_ID",
"WARN M_SPIKES",
"WARN M_TRACKER_LABELS",
"WARN S_VIDEO_FPS",
"WARN T_UNITS"
]
},
"canonical": {
"generated_at_utc": "2026-10-14T12:21:23.275893+00:00",
"generated_by": "scripts/canonicalise_dataset.py",
"frame": "Z-up, metres, levelled per Nokov capture block; z = 0 at the Nokov origin; x/y heading as Nokov (global, not per-take)",
"R_canon_nokov": [
[
0.9999891338,
-0.0046617433,
-2.23966e-05
],
[
2.23966e-05,
0.0096084269,
-0.9999538377
],
[
0.0046617433,
0.9999429715,
0.0096084269
]
],
"scale_nokov_to_canon": 0.001,
"T_canon_nokov_mm": [
[
0.000999989134,
-4.661743e-06,
-2.2397e-08,
0.0
],
[
2.2397e-08,
9.608427e-06,
-0.000999953838,
0.0
],
[
4.661743e-06,
0.000999942972,
9.608427e-06,
0.0
],
[
0.0,
0.0,
0.0,
1.0
]
],
"block": "20260922-morning",
"block_assignment": "trc",
"tilt_removed_deg": 0.6119072705165756,
"plane_status": "ok",
"floor": {
"sole_marker_p1_mm": 54.5,
"headtop_p95_mm": 1777.5
},
"gravity_check": {
"static_samples": 1592,
"g_world_mean_m_s2": [
-0.0056,
0.0305,
9.7715
],
"tilt_from_z_deg": 0.182,
"tilt_from_z_deg_before_levelling": 0.439,
"magnitude_m_s2": 9.7716
},
"rig_tracker_definition": "e17c9efadb69e7b1/20260922-morning/labels-352410/session-2c45d11274a663aa",
"camera_pose_source": "provider T_tracker0_cam",
"files": [
"mocap_zup.npz",
"tracker0_zup.npz",
"rig_zup.npz",
"cameras_zup.npz"
]
},
"smplx": {
"generated_at_utc": "2026-10-15T10:09:31.634766+00:00",
"generated_by": "scripts/fit_smplx_dataset.py",
"file": "smplx.npz",
"gender": "male",
"n_betas": 16,
"betas_source": "participant median (derived/smplx/participants.json)",
"frame": "canonical (meta.canonical): Z-up metres; fitted in Nokov frame, global_orient/transl rotated, *_nokov kept",
"pelvis": "transl + rest_joints(betas)[0] (transl is NOT the pelvis)",
"hands": {
"observed": true,
"hand_pose": "GSI (scripts/gsi_hand_session.py) fingers registered (scripts/register_hands_smplx.py); flat where hand_observed is False",
"wrist_anchor": "T_world_wrist (F,2,4,4) canonical; hand-marker offsets in wrist frame below",
"hand_marker_offsets_m": {
"left": {
"LHandIn": [
0.08046332001686096,
0.01274031214416027,
-0.02092665247619152
],
"LHandOut": [
0.07777053117752075,
-0.02024468407034874,
0.017111992463469505
]
},
"right": {
"RHandIn": [
-0.045475073158741,
0.005636964924633503,
0.03953757509589195
],
"RHandOut": [
-0.0462704598903656,
0.03635783493518829,
-0.0035124195273965597
],
"RWristOut": [
0.03647917881608009,
0.032520830631256104,
0.003925427794456482
]
}
}
},
"marker_rmse_mm": {
"median_frame": 5.96,
"p95_frame": 13.19
},
"worst_markers": [
"CLAV 17mm",
"WaistRFront 12mm",
"WaistLSide 12mm",
"LKneeIn 12mm",
"LThigh 12mm"
],
"valid_fraction": 1.0,
"qc": {
"lowest_vertex_mm": {
"median": 5.4,
"p5": -1.2
},
"frames_checked": 497,
"stature_mm": 1765.5
},
"surface_term": {
"weight": 1.0,
"marker_height_mm": 11.0,
"markers_on_surface": 52,
"surface_rmse_mm_median": 16.95
},
"shape_source": "participant median",
"wrist_correction": {
"left": {
"status": "corrected",
"Q_deg": 180.0,
"Q_rotvec": [
3.02706,
-0.2415,
-0.80509
],
"in_out_sign": -1,
"q_source": "markers (sign flipped by GSI)",
"gsi": {
"reliable": true,
"frames": 3000,
"inlier_frac": 0.981,
"inlier_spread_deg": 6.92,
"marker_Q_to_gsi_deg": {
"1": 169.7,
"-1": 14.7
}
},
"wrist_bend_deg_median": 170.4,
"opposite_sign_bend_deg": 15.8,
"in_out_convention": "pinky side = HandIn (default IN_OUT_SIGN, no ACE output)",
"marker_frame_spread_deg": 2.99,
"hand_vs_marker_frame_deg": {
"before": 178.08,
"after": 2.99
},
"markers_on_wrist": [
"LHandIn",
"LHandOut"
],
"forearm_twist": {
"twist_moved_deg": -169.22,
"wrist_twist_deg_after": {
"median": -1.15,
"iqr": [
-4.9,
20.1
]
},
"wrist_total_deg_median_after": 39.9,
"markers_on_forearm": [
"LForearm",
"LWristIn",
"LWristOut"
]
},
"frames_used": 1489
},
"right": {
"status": "corrected",
"Q_deg": 0.0,
"Q_rotvec": [
-0.0,
0.0,
-0.0
],
"in_out_sign": 1,
"q_source": "markers (GSI confirms)",
"gsi": {
"reliable": true,
"frames": 3000,
"inlier_frac": 0.998,
"inlier_spread_deg": 6.22,
"marker_Q_to_gsi_deg": {
"1": 10.9,
"-1": 178.9
}
},
"wrist_bend_deg_median": 28.2,
"opposite_sign_bend_deg": 176.4,
"in_out_convention": "pinky side = HandOut (default IN_OUT_SIGN, no ACE output)",
"marker_frame_spread_deg": 2.47,
"hand_vs_marker_frame_deg": {
"before": 2.47,
"after": 2.47
},
"markers_on_wrist": [
"RWristOut",
"RHandIn",
"RHandOut"
],
"forearm_twist": {
"twist_moved_deg": -0.0,
"wrist_twist_deg_after": {
"median": -0.0,
"iqr": [
-2.5,
2.8
]
},
"wrist_total_deg_median_after": 28.2,
"markers_on_forearm": [
"RForearm",
"RWristIn"
]
},
"frames_used": 1489
},
"generated_at_utc": "2026-11-06T13:55:10.734929+00:00",
"note": "constant wrist rotation (marker-fit gauge freedom) removed; marker predictions unchanged"
}
},
"rig_tracker": {
"definition": "e17c9efadb69e7b1/20260922-morning/labels-352410/session-2c45d11274a663aa",
"R_tracker0_imu0": [
[
-0.63409423,
0.14149553,
-0.76019966
],
[
0.76689713,
0.24089556,
-0.59484294
],
[
0.0989611,
-0.96018141,
-0.261263
]
],
"p_tracker0_imu0_m": [
-0.17817808400094126,
-0.009766751176259445,
-0.0067726591620028455
],
"rig_check": {
"gyro_samples": 6775,
"gyro_max_deg": 2.5,
"status": "ok",
"dropped_marker": null,
"gyro_deg": 0.572
},
"file": "derived/rig_tracker_provider/rig_tracker.json",
"compose": "T_world_cam(t) = T_world_tracker0(t) @ T_tracker0_cam"
},
"rig_calibration_repair": {
"version": 2,
"applied_at_utc": "2026-10-18T19:01:10.112350+00:00",
"generated_by": "scripts/correct_processed_rig.py",
"remaining_gyro_frame_deg": 0.673374884085813
},
"hands_registration": {
"cameras": {},
"hands": {
"left": {
"offset_deg": 14.78,
"offset_rotvec": [
-0.1587,
0.1955,
0.0558
],
"dev_deg": {
"median": 7.02,
"p90": 12.89
},
"samples": 3714,
"accepted": 3635,
"wrist_pos_err_mm_median": 41.1,
"per_camera": {
"head": {
"samples": 3714,
"accepted": 3635,
"gate_deg": 30.0,
"offset_deg": 14.78,
"tier": "primary",
"dev_deg_median": 7.02,
"wrist_pos_err_mm_median": 41.1
}
},
"frames_by_state": {
"ace_sample": 14544,
"interpolated": 16,
"mean_hand": 324,
"no_body_fit": 0
},
"observed_fraction": 0.9782,
"observed_fraction_of_valid": 0.9782,
"palm_axis_vs_markers_deg": {
"gsi": 17.29,
"smplx": 2.73
},
"hand_marker_to_mesh_mm": {
"flat": {
"median": 9.0,
"p90": 14.2
},
"registered": {
"median": 8.0,
"p90": 14.0
}
}
},
"right": {
"offset_deg": 11.02,
"offset_rotvec": [
0.0211,
-0.1712,
-0.0851
],
"dev_deg": {
"median": 6.2,
"p90": 10.72
},
"samples": 3659,
"accepted": 3647,
"wrist_pos_err_mm_median": 23.9,
"per_camera": {
"head": {
"samples": 3659,
"accepted": 3647,
"gate_deg": 30.0,
"offset_deg": 11.02,
"tier": "primary",
"dev_deg_median": 6.2,
"wrist_pos_err_mm_median": 23.9
}
},
"frames_by_state": {
"ace_sample": 14608,
"interpolated": 264,
"mean_hand": 12,
"no_body_fit": 0
},
"observed_fraction": 0.9992,
"observed_fraction_of_valid": 0.9992,
"palm_axis_vs_markers_deg": {
"gsi": 12.57,
"smplx": 1.35
},
"hand_marker_to_mesh_mm": {
"flat": {
"median": 9.3,
"p90": 14.5
},
"registered": {
"median": 8.8,
"p90": 14.0
}
}
}
},
"max_dev_deg": 30.0,
"max_gap_s": 1.0,
"cameras_used": [
"head"
],
"generated_at_utc": "2026-11-06T15:07:00.847249+00:00",
"generated_by": "scripts/register_hands_smplx.py",
"conventions": "left hand native left MANO (no mirroring); hand_pose = axis_angle(GSI hand_pose), already absolute (flat_hand_mean=True); SMPL-X wrist kept, tracker wrist only for checks",
"wrist_flip_suspect": []
},
"release": {
"release_path": "actions/locomanipulation/LM21/session_014",
"family": "locomanipulation",
"primitive": "LM21",
"source_session": "20260922/LM21/20260922_014743_session4"
},
"task": {
"primitive": "LM21",
"instruction": "Carry the box straight from one end of the room to the other, set it down, then bring it back. Keep going until the operator says stop; one object at a time, and do not rush between trips."
}
}