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GSI hands registered into SMPL-X for 512 sessions; GSI-arbitrated wrist orientation (part 7)
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{
"schema_version": 1,
"session": "EgoMotionActions/20260915/SM21/20260915_051555_session58",
"session_id": "20260915_051555_session58",
"primitive": "SM21",
"batch": "20260915",
"participant": "wangyang",
"participant_source": "manifest",
"device_ids": {
"main": "e17c9efadb69e7b1",
"left": "cc5681142208e29a",
"right": "60a6f081bbe60b0d"
},
"generated_at_utc": "2026-10-14T11:08:51.258411+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": 154.025,
"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": -1.1719,
"rate": 0.0,
"global_lag_s": -1.17,
"peak_corr": 0.8968,
"reference_imu_first_sample_s": 16472.054154306,
"windows": {
"n_windows": 13,
"window_corr_median": 0.9894441352038871,
"drift_ppm": 11.857792293942145,
"drift_se_ppm": 8.124722292918328,
"drift_ms_over_take": 1.8262976431386562,
"lag_scatter_ms": 1.0082515211942296,
"lag_range_ms": 3.3831733912590423
}
},
"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": 31281,
"n_gyro": 31276,
"t_start": -1.1788864839090194,
"t_end": 154.78160506309183
},
"imu_head_left": {
"n_acc": 31223,
"n_gyro": 31217,
"t_start": -1.071888400909239,
"t_end": 154.94822958409173
},
"imu_wrist_right": {
"n_acc": 30300,
"n_gyro": 30313,
"t_start": 0.42139067209251957,
"t_end": 150.16877693809334
},
"imu_wrist_left": {
"n_acc": 29621,
"n_gyro": 29633,
"t_start": 0.20882688709213548,
"t_end": 150.1784413680926
},
"mag_head": {
"n": 15611,
"t_start": -0.9897057759061965,
"t_end": 155.11029817409332
},
"mag_wrist_right": {
"n": 14975,
"t_start": 0.4296904800922392,
"t_end": 150.16904457909374
},
"mag_wrist_left": {
"n": 14995,
"t_start": 0.22516832509251694,
"t_end": 150.16437762609172
}
},
"videos": {
"left": {
"fps": 30.0,
"start_device_s": 16473.26334,
"frames": 4620,
"pts_gaps": 0,
"timing": "pts",
"timeshift_cam_imu_s": 0.0023423887986386703,
"file": "robocap_segment1_video_left.mp4",
"t_start": 0.03962792589124442,
"t_end": 154.00633892589218,
"clock": "device",
"calibrated": true
},
"right": {
"fps": 30.0,
"start_device_s": 16473.26329,
"frames": 4620,
"pts_gaps": 0,
"timing": "pts",
"timeshift_cam_imu_s": 0.0019489646456461974,
"file": "robocap_segment1_video_right.mp4",
"t_start": 0.03918450173848109,
"t_end": 154.00589550173942,
"clock": "device",
"calibrated": true
},
"left_front": {
"fps": 30.0,
"start_device_s": 16473.263321,
"frames": 4620,
"pts_gaps": 0,
"timing": "pts",
"timeshift_cam_imu_s": 0.0018171232386612972,
"file": "robocap_segment1_video_left_front.mp4",
"t_start": 0.03908366033107891,
"t_end": 154.00579466033201,
"clock": "device",
"calibrated": true
},
"right_front": {
"fps": 30.0,
"start_device_s": 16473.263353,
"frames": 4620,
"pts_gaps": 0,
"timing": "pts",
"timeshift_cam_imu_s": 0.0017295646474508202,
"file": "robocap_segment1_video_right_front.mp4",
"t_start": 0.0390281017371934,
"t_end": 154.00573910173813,
"clock": "device",
"calibrated": true
},
"left_eye": {
"fps": 30.0,
"start_device_s": 16473.263305,
"frames": 4620,
"pts_gaps": 0,
"timing": "pts",
"timeshift_cam_imu_s": 0.001668932298833096,
"file": "robocap_segment1_video_left_eye.mp4",
"t_start": 0.038919469390811035,
"t_end": 154.00561946939166,
"clock": "device",
"calibrated": true
},
"right_eye": {
"fps": 30.0,
"start_device_s": 16473.263266,
"frames": 4620,
"pts_gaps": 0,
"timing": "pts",
"timeshift_cam_imu_s": 0.0017169377622902274,
"file": "robocap_segment1_video_right_eye.mp4",
"t_start": 0.038928474854464046,
"t_end": 154.0056394748554,
"clock": "device",
"calibrated": true
},
"wrist_left": {
"fps": 30.0,
"start_device_s": 16473.421567,
"frames": 4499,
"pts_gaps": 0,
"timing": "pts",
"timeshift_cam_imu_s": null,
"file": "robowrist_cc5681142208e29a_left/robowrist_segment1_video_left_down.mp4",
"t_start": 0.19551253709329908,
"t_end": 150.1280645370917,
"clock": "device",
"calibrated": false
},
"wrist_right": {
"fps": 30.0,
"start_device_s": 16473.643845,
"frames": 4492,
"pts_gaps": 0,
"timing": "pts",
"timeshift_cam_imu_s": null,
"file": "robowrist_60a6f081bbe60b0d_right/robowrist_segment1_video_right_down.mp4",
"t_start": 0.4177905370907582,
"t_end": 150.11713953708937,
"clock": "device",
"calibrated": false
},
"third_person": {
"file": "mocap/mocap-SM21-S02-wangyang-02p1-1.mp4",
"frames": 4621,
"fps": 30.0,
"clock": "nokov (frame index)",
"t_start": 0.0,
"t_end": 154.0
}
}
},
"flags": [],
"sanity": {
"status": {
"structure": "WARN",
"markers": "WARN",
"timing": "WARN"
},
"verdict": "READY_WITH_WARNINGS",
"issues": [
"WARN M_BODY_ID",
"WARN M_TRACKER_LABELS",
"WARN S_INDEX_STALE",
"WARN S_PARTICIPANT",
"WARN S_REPORT_TIMING",
"WARN T_UNITS"
]
},
"canonical": {
"generated_at_utc": "2026-10-14T12:19:43.718802+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": [
[
0.9999194082,
-0.0126954662,
-4.65246e-05
],
[
4.65246e-05,
0.0073289328,
-0.9999731419
],
[
0.0126954662,
0.9998925502,
0.0073289328
]
],
"scale_nokov_to_canon": 0.001,
"T_canon_nokov_mm": [
[
0.000999919408,
-1.2695466e-05,
-4.6525e-08,
0.0
],
[
4.6525e-08,
7.328933e-06,
-0.000999973142,
0.0
],
[
1.2695466e-05,
0.00099989255,
7.328933e-06,
0.0
],
[
0.0,
0.0,
0.0,
1.0
]
],
"block": "20260915morning",
"block_assignment": "trc",
"tilt_removed_deg": 0.8399325083958641,
"plane_status": "ok",
"floor": {
"sole_marker_p1_mm": 34.6,
"headtop_p95_mm": 1760.2
},
"gravity_check": {
"static_samples": 18465,
"g_world_mean_m_s2": [
0.2358,
0.181,
9.7799
],
"tilt_from_z_deg": 1.741,
"tilt_from_z_deg_before_levelling": 2.203,
"magnitude_m_s2": 9.7844
},
"rig_tracker_definition": "e17c9efadb69e7b1/20260915morning/labels-530412/session-e2d2e0bb31d9e61e",
"camera_pose_source": "provider T_tracker0_cam",
"files": [
"mocap_zup.npz",
"tracker0_zup.npz",
"rig_zup.npz",
"cameras_zup.npz"
]
},
"smplx": {
"generated_at_utc": "2026-10-14T23:47:18.695271+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": [
0.05331631749868393,
0.033188458532094955,
0.021105825901031494
],
"LHandOut": [
0.0699709877371788,
0.012661431916058064,
-0.018390847370028496
]
},
"right": {
"RHandIn": [
-0.0626588985323906,
0.019409673288464546,
0.028850331902503967
],
"RHandOut": [
-0.06095803156495094,
0.02042331174015999,
-0.023852529004216194
]
}
}
},
"marker_rmse_mm": {
"median_frame": 4.76,
"p95_frame": 6.66
},
"worst_markers": [
"RShin 13mm",
"RKneeIn 11mm",
"RElbow 10mm",
"LKneeIn 9mm",
"RThigh 9mm"
],
"valid_fraction": 1.0,
"qc": {
"lowest_vertex_mm": {
"median": 1.2,
"p5": -5.8
},
"frames_checked": 617,
"stature_mm": 1765.5
},
"surface_term": {
"weight": 1.0,
"marker_height_mm": 11.0,
"markers_on_surface": 52,
"surface_rmse_mm_median": 13.26
},
"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": 0.995,
"inlier_spread_deg": 4.98,
"marker_Q_to_gsi_deg": {
"1": 173.8,
"-1": 12.5
}
},
"wrist_bend_deg_median": 176.5,
"opposite_sign_bend_deg": 26.9,
"in_out_convention": "pinky side = HandIn (default IN_OUT_SIGN, no ACE output)",
"marker_frame_spread_deg": 1.56,
"hand_vs_marker_frame_deg": {
"before": 179.39,
"after": 1.56
},
"markers_on_wrist": [
"LHandIn",
"LHandOut"
],
"forearm_twist": {
"twist_moved_deg": -175.99,
"wrist_twist_deg_after": {
"median": -0.5,
"iqr": [
-2.1,
0.3
]
},
"wrist_total_deg_median_after": 12.9,
"markers_on_forearm": [
"LForearm",
"LWristIn",
"LWristOut"
]
},
"frames_used": 1500
},
"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": 0.988,
"inlier_spread_deg": 6.88,
"marker_Q_to_gsi_deg": {
"1": 9.3,
"-1": 177.5
}
},
"wrist_bend_deg_median": 23.4,
"opposite_sign_bend_deg": 173.4,
"in_out_convention": "pinky side = HandOut (default IN_OUT_SIGN, no ACE output)",
"marker_frame_spread_deg": 2.29,
"hand_vs_marker_frame_deg": {
"before": 2.29,
"after": 2.29
},
"markers_on_wrist": [
"RHandIn",
"RHandOut"
],
"forearm_twist": {
"twist_moved_deg": 0.0,
"wrist_twist_deg_after": {
"median": -0.0,
"iqr": [
-7.2,
5.9
]
},
"wrist_total_deg_median_after": 22.8,
"markers_on_forearm": [
"RForearm",
"RWristIn",
"RWristOut"
]
},
"frames_used": 1500
},
"generated_at_utc": "2026-11-06T13:42:19.047109+00:00",
"note": "constant wrist rotation (marker-fit gauge freedom) removed; marker predictions unchanged"
}
},
"rig_tracker": {
"definition": "e17c9efadb69e7b1/20260915morning/labels-530412/session-e2d2e0bb31d9e61e",
"R_tracker0_imu0": [
[
-0.6102865,
0.20228425,
-0.76591871
],
[
0.78434409,
0.28995541,
-0.54838874
],
[
0.11115187,
-0.93541806,
-0.33561633
]
],
"p_tracker0_imu0_m": [
-0.1783912357716033,
-0.0023407031929332453,
-0.016579230775216548
],
"rig_check": {
"gyro_samples": 1537,
"gyro_max_deg": 2.5,
"status": "ok",
"dropped_marker": null,
"gyro_deg": 1.28
},
"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": "2026-10-18T18:53:52.340078+00:00",
"generated_by": "scripts/correct_processed_rig.py",
"remaining_gyro_frame_deg": 1.3305186252985
},
"hands_registration": {
"cameras": {},
"hands": {
"left": {
"offset_deg": 12.35,
"offset_rotvec": [
-0.1008,
-0.1685,
0.0888
],
"dev_deg": {
"median": 5.0,
"p90": 15.06
},
"samples": 4595,
"accepted": 4574,
"wrist_pos_err_mm_median": 66.0,
"per_camera": {
"head": {
"samples": 4595,
"accepted": 4574,
"gate_deg": 30.0,
"offset_deg": 12.35,
"tier": "primary",
"dev_deg_median": 5.0,
"wrist_pos_err_mm_median": 66.0
}
},
"frames_by_state": {
"ace_sample": 18312,
"interpolated": 160,
"mean_hand": 12,
"no_body_fit": 0
},
"observed_fraction": 0.9994,
"observed_fraction_of_valid": 0.9994,
"palm_axis_vs_markers_deg": {
"gsi": 11.1,
"smplx": 1.66
},
"hand_marker_to_mesh_mm": {
"flat": {
"median": 6.5,
"p90": 7.1
},
"registered": {
"median": 6.1,
"p90": 6.8
}
}
},
"right": {
"offset_deg": 9.57,
"offset_rotvec": [
-0.0494,
-0.1459,
0.0645
],
"dev_deg": {
"median": 6.91,
"p90": 13.87
},
"samples": 4554,
"accepted": 4498,
"wrist_pos_err_mm_median": 23.3,
"per_camera": {
"head": {
"samples": 4554,
"accepted": 4498,
"gate_deg": 30.0,
"offset_deg": 9.57,
"tier": "primary",
"dev_deg_median": 6.91,
"wrist_pos_err_mm_median": 23.3
}
},
"frames_by_state": {
"ace_sample": 18012,
"interpolated": 308,
"mean_hand": 164,
"no_body_fit": 0
},
"observed_fraction": 0.9911,
"observed_fraction_of_valid": 0.9911,
"palm_axis_vs_markers_deg": {
"gsi": 11.32,
"smplx": 1.35
},
"hand_marker_to_mesh_mm": {
"flat": {
"median": 6.7,
"p90": 11.6
},
"registered": {
"median": 5.7,
"p90": 10.5
}
}
}
},
"max_dev_deg": 30.0,
"max_gap_s": 1.0,
"cameras_used": [
"head"
],
"generated_at_utc": "2026-11-06T14:41:19.437266+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/static_manipulation/SM21/session_001",
"family": "static_manipulation",
"primitive": "SM21",
"source_session": "20260915/SM21/20260915_051555_session58"
},
"task": {
"primitive": "SM21",
"instruction": "Open and close the tool in your hand, without cutting anything. Repeat at your own pace until the operator says stop. Keep both feet on the marked spots for the whole take. If you have to step, stop and tell the operator."
}
}