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GSI hands registered into SMPL-X for 512 sessions; GSI-arbitrated wrist orientation (part 6)
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{
"schema_version": 1,
"session": "EgoMotionActions/20261017/SM13/20261017_110030_session13",
"session_id": "20261017_110030_session13",
"primitive": "SM13",
"batch": "20261017",
"participant": "gaoziyue",
"participant_source": "manifest",
"device_ids": {
"main": "c9205ac6e17d2d5c",
"left": "452031d7af00ef6f",
"right": "a85418f7d807dff9"
},
"generated_at_utc": "2026-10-22T16:02:18.733893+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,
"mocap_rate_fix": null,
"first_solved_frame": 0,
"duration_s": 125.925,
"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": -0.088572,
"rate": 0.0,
"global_lag_s": -0.09,
"peak_corr": 0.9129,
"reference_imu_first_sample_s": 3983.519963601,
"windows": {
"n_windows": 11,
"window_corr_median": 0.7767963300253352,
"drift_ppm": 10.752572480743778,
"drift_se_ppm": 22.796893206732424,
"drift_ms_over_take": 1.3539280848669872,
"lag_scatter_ms": 2.162703183266827,
"lag_range_ms": 8.604105479502271
}
},
"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": "c9205ac6e17d2d5c",
"status": "ok",
"date": "2026-10-21"
},
"streams": {
"sensors": {
"imu_head_right": {
"n_acc": 25627,
"n_gyro": 25621,
"t_start": -0.10001087667470479,
"t_end": 126.13377067932569
},
"imu_head_left": {
"n_acc": 25469,
"n_gyro": 25463,
"t_start": 0.011062730325275466,
"t_end": 126.29651783432573
},
"imu_wrist_right": {
"n_acc": 24897,
"n_gyro": 24909,
"t_start": -0.8296204476745601,
"t_end": 124.90496802232528
},
"imu_wrist_left": {
"n_acc": 25459,
"n_gyro": 25459,
"t_start": -0.825739046674616,
"t_end": 124.90889661432547
},
"mag_head": {
"n": 12637,
"t_start": 0.09503737432541179,
"t_end": 126.45503355932496
},
"mag_wrist_right": {
"n": 12572,
"t_start": -0.8106642766746603,
"t_end": 124.8988397543254
},
"mag_wrist_left": {
"n": 12572,
"t_start": -0.8079715456746357,
"t_end": 124.901609366325
}
},
"videos": {
"left": {
"fps": 30.0,
"start_device_s": 3983.646343,
"frames": 3777,
"pts_gaps": 0,
"timing": "pts",
"timeshift_cam_imu_s": 0.0026284356473863946,
"file": "robocap_segment1_video_left.mp4",
"t_start": 0.0404354119724217,
"t_end": 125.90704641197235,
"clock": "device",
"calibrated": true
},
"right": {
"fps": 30.0,
"start_device_s": 3983.646286,
"frames": 3777,
"pts_gaps": 0,
"timing": "pts",
"timeshift_cam_imu_s": 0.0024181146161434135,
"file": "robocap_segment1_video_right.mp4",
"t_start": 0.040168090941361284,
"t_end": 125.90681209094154,
"clock": "device",
"calibrated": true
},
"left_front": {
"fps": 30.0,
"start_device_s": 3983.646323,
"frames": 3777,
"pts_gaps": 0,
"timing": "pts",
"timeshift_cam_imu_s": 0.002458947067077895,
"file": "robocap_segment1_video_left_front.mp4",
"t_start": 0.04024592339245878,
"t_end": 125.90686792339247,
"clock": "device",
"calibrated": true
},
"right_front": {
"fps": 30.0,
"start_device_s": 3983.646358,
"frames": 3777,
"pts_gaps": 0,
"timing": "pts",
"timeshift_cam_imu_s": 0.0021420814739499558,
"file": "robocap_segment1_video_right_front.mp4",
"t_start": 0.039964057799434655,
"t_end": 125.90656405779927,
"clock": "device",
"calibrated": true
},
"left_eye": {
"fps": 30.0,
"start_device_s": 3983.646306,
"frames": 3776,
"pts_gaps": 1,
"timing": "pts",
"timeshift_cam_imu_s": 0.002801984596191448,
"gap_test": {
"pts": {
"offset_ms": -10.0,
"corr": 0.824,
"err_ms": 12.8
},
"nominal": {
"offset_ms": 39.9,
"corr": 0.824,
"err_ms": 37.1
}
},
"file": "robocap_segment1_video_left_eye.mp4",
"t_start": 0.0405719609217072,
"t_end": 125.92377196092102,
"clock": "device",
"calibrated": true
},
"right_eye": {
"fps": 30.0,
"start_device_s": 3983.646255,
"frames": 3777,
"pts_gaps": 0,
"timing": "pts",
"timeshift_cam_imu_s": 0.002930366888236734,
"file": "robocap_segment1_video_right_eye.mp4",
"t_start": 0.04064934321385458,
"t_end": 125.9073053432131,
"clock": "device",
"calibrated": true
},
"wrist_left": {
"fps": 30.0,
"start_device_s": 3982.779372,
"frames": 3772,
"pts_gaps": 0,
"timing": "pts",
"timeshift_cam_imu_s": null,
"file": "robowrist_452031d7af00ef6f_left/robowrist_segment1_video_left_down.mp4",
"t_start": -0.8291640236747384,
"t_end": 124.8704449763255,
"clock": "device",
"calibrated": false
},
"wrist_right": {
"fps": 30.0,
"start_device_s": 3982.775059,
"frames": 3772,
"pts_gaps": 0,
"timing": "pts",
"timeshift_cam_imu_s": null,
"file": "robowrist_a85418f7d807dff9_right/robowrist_segment1_video_right_down.mp4",
"t_start": -0.8334770236746494,
"t_end": 124.86600197632569,
"clock": "device",
"calibrated": false
},
"third_person": {
"file": "mocap/mocap-SM13-S01-gaoziyue-02p1-1.mp4",
"frames": 3778,
"fps": 30.0,
"clock": "nokov (frame index)",
"t_start": 0.0,
"t_end": 125.9
}
}
},
"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_CALIB",
"WARN S_REPORT_TIMING",
"WARN T_LAG_OUTLIER",
"WARN T_PTS",
"WARN T_RIG_TRACKER"
]
},
"rig_tracker": {
"definition": "c9205ac6e17d2d5c/20261017-afternoon/labels-053142/session-c618c40ce5cb831f",
"R_tracker0_imu0": [
[
-0.75975443,
0.1914932,
-0.62137232
],
[
0.64093027,
0.0596817,
-0.76527543
],
[
-0.10946049,
-0.97967773,
-0.16807723
]
],
"p_tracker0_imu0_m": [
-0.17341097765669403,
-0.03789019792824922,
-0.02862271553318776
],
"rig_check": {
"gyro_samples": 345,
"gyro_max_deg": 2.5,
"status": "ok",
"dropped_marker": null,
"gyro_deg": 1.601
},
"file": "derived/rig_tracker_provider/rig_tracker.json",
"compose": "T_world_cam(t) = T_world_tracker0(t) @ T_tracker0_cam"
},
"canonical": {
"generated_at_utc": "2026-10-22T17:38:22.710897+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": [
[
0.9999950396,
0.0031496627,
1.73969e-05
],
[
-1.73969e-05,
0.0110464775,
-0.9999389857
],
[
-0.0031496627,
0.9999340253,
0.0110464775
]
],
"scale_nokov_to_canon": 0.001,
"T_canon_nokov_mm": [
[
0.00099999504,
3.149663e-06,
1.7397e-08,
0.0
],
[
-1.7397e-08,
1.1046477e-05,
-0.000999938986,
0.0
],
[
-3.149663e-06,
0.000999934025,
1.1046477e-05,
0.0
],
[
0.0,
0.0,
0.0,
1.0
]
],
"block": "20261017-afternoon",
"block_assignment": "trc",
"tilt_removed_deg": 0.6581558054705959,
"plane_status": "ok",
"floor": {
"sole_marker_p1_mm": 37.7,
"headtop_p95_mm": 1631.9
},
"gravity_check": {
"static_samples": 15031,
"g_world_mean_m_s2": [
0.1317,
-0.0241,
9.7756
],
"tilt_from_z_deg": 0.785,
"tilt_from_z_deg_before_levelling": 0.974,
"magnitude_m_s2": 9.7766
},
"rig_tracker_definition": "c9205ac6e17d2d5c/20261017-afternoon/labels-053142/session-c618c40ce5cb831f",
"camera_pose_source": "provider T_tracker0_cam",
"files": [
"mocap_zup.npz",
"tracker0_zup.npz",
"rig_zup.npz",
"cameras_zup.npz"
]
},
"smplx": {
"generated_at_utc": "2026-10-23T04:51:15.298981+00:00",
"generated_by": "scripts/fit_smplx_dataset.py",
"file": "smplx.npz",
"gender": "female",
"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": [
0.04516647756099701,
-0.021852483972907066,
-0.048377860337495804
],
"LHandOut": [
0.05428621545433998,
0.010416666977107525,
-0.027116771787405014
],
"LWristIn": [
-0.00814015232026577,
-0.01589050702750683,
-0.024449802935123444
]
},
"right": {
"RHandIn": [
-0.04275716841220856,
0.031063148751854897,
-0.007052699103951454
],
"RHandOut": [
-0.03122003935277462,
-0.0048884241841733456,
-0.05243320390582085
]
}
}
},
"marker_rmse_mm": {
"median_frame": 3.8,
"p95_frame": 11.15
},
"worst_markers": [
"LElbowIn 16mm",
"LWristOut 13mm",
"LForearm 12mm",
"LElbow 12mm",
"RShin 12mm"
],
"valid_fraction": 0.9995,
"qc": {
"lowest_vertex_mm": {
"median": -5.5,
"p5": -8.3
},
"frames_checked": 504,
"stature_mm": 1598.8
},
"surface_term": {
"weight": 1.0,
"marker_height_mm": 11.0,
"markers_on_surface": 52,
"surface_rmse_mm_median": 12.61
},
"shape_source": "participant median",
"wrist_correction": {
"left": {
"status": "corrected",
"Q_deg": 180.0,
"Q_rotvec": [
2.98794,
-0.42773,
-0.87113
],
"in_out_sign": -1,
"q_source": "markers (sign flipped by GSI)",
"gsi": {
"reliable": true,
"frames": 3000,
"inlier_frac": 0.827,
"inlier_spread_deg": 8.68,
"marker_Q_to_gsi_deg": {
"1": 178.2,
"-1": 9.1
}
},
"wrist_bend_deg_median": 157.0,
"opposite_sign_bend_deg": 59.5,
"in_out_convention": "pinky side = HandIn (default IN_OUT_SIGN, no ACE output)",
"marker_frame_spread_deg": 3.63,
"hand_vs_marker_frame_deg": {
"before": 177.8,
"after": 3.63
},
"markers_on_wrist": [
"LWristIn",
"LHandIn",
"LHandOut"
],
"forearm_twist": {
"twist_moved_deg": -155.11,
"wrist_twist_deg_after": {
"median": -1.88,
"iqr": [
-7.6,
1.6
]
},
"wrist_total_deg_median_after": 49.3,
"markers_on_forearm": [
"LElbowIn",
"LForearm",
"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": 0.914,
"inlier_spread_deg": 6.68,
"marker_Q_to_gsi_deg": {
"1": 12.1,
"-1": 174.2
}
},
"wrist_bend_deg_median": 31.0,
"opposite_sign_bend_deg": 170.3,
"in_out_convention": "pinky side = HandOut (default IN_OUT_SIGN, no ACE output)",
"marker_frame_spread_deg": 2.82,
"hand_vs_marker_frame_deg": {
"before": 2.82,
"after": 2.82
},
"markers_on_wrist": [
"RHandIn",
"RHandOut"
],
"forearm_twist": {
"twist_moved_deg": 0.0,
"wrist_twist_deg_after": {
"median": 0.0,
"iqr": [
-2.6,
4.5
]
},
"wrist_total_deg_median_after": 30.9,
"markers_on_forearm": [
"RElbowIn",
"RForearm",
"RWristIn",
"RWristOut"
]
},
"frames_used": 1500
},
"generated_at_utc": "2026-11-06T14:08:35.837417+00:00",
"note": "constant wrist rotation (marker-fit gauge freedom) removed; marker predictions unchanged"
}
},
"hands_registration": {
"cameras": {},
"hands": {
"left": {
"offset_deg": 9.53,
"offset_rotvec": [
-0.0133,
-0.1604,
-0.0424
],
"dev_deg": {
"median": 9.53,
"p90": 160.08
},
"samples": 3483,
"accepted": 2883,
"wrist_pos_err_mm_median": 51.4,
"per_camera": {
"head": {
"samples": 3483,
"accepted": 2883,
"gate_deg": 30.0,
"offset_deg": 9.53,
"tier": "primary",
"dev_deg_median": 9.53,
"wrist_pos_err_mm_median": 51.4
}
},
"frames_by_state": {
"ace_sample": 11580,
"interpolated": 1004,
"mean_hand": 2521,
"no_body_fit": 7
},
"observed_fraction": 0.8327,
"observed_fraction_of_valid": 0.8331,
"palm_axis_vs_markers_deg": {
"gsi": 12.99,
"smplx": 2.72
},
"hand_marker_to_mesh_mm": {
"flat": {
"median": 12.6,
"p90": 14.1
},
"registered": {
"median": 12.3,
"p90": 13.4
}
}
},
"right": {
"offset_deg": 12.31,
"offset_rotvec": [
0.1383,
-0.1628,
-0.0228
],
"dev_deg": {
"median": 7.13,
"p90": 21.39
},
"samples": 3645,
"accepted": 3330,
"wrist_pos_err_mm_median": 31.6,
"per_camera": {
"head": {
"samples": 3645,
"accepted": 3330,
"gate_deg": 30.0,
"offset_deg": 12.31,
"tier": "primary",
"dev_deg_median": 7.13,
"wrist_pos_err_mm_median": 31.6
}
},
"frames_by_state": {
"ace_sample": 13342,
"interpolated": 338,
"mean_hand": 1425,
"no_body_fit": 7
},
"observed_fraction": 0.9052,
"observed_fraction_of_valid": 0.9057,
"palm_axis_vs_markers_deg": {
"gsi": 12.46,
"smplx": 0.85
},
"hand_marker_to_mesh_mm": {
"flat": {
"median": 13.9,
"p90": 23.6
},
"registered": {
"median": 13.5,
"p90": 22.9
}
}
}
},
"max_dev_deg": 30.0,
"max_gap_s": 1.0,
"cameras_used": [
"head"
],
"generated_at_utc": "2026-11-06T15:34:53.635526+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/SM13/session_002",
"family": "static_manipulation",
"primitive": "SM13",
"source_session": "20261017/SM13/20261017_110030_session13"
},
"task": {
"primitive": "SM13",
"instruction": "Hold two objects, then put just one of them on the shelf while still holding the other. 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."
},
"objects": [
{
"name": "LittleBox1",
"object_type": "LittleBox",
"source": "mocap",
"pose_frame": "rigid_body"
},
{
"name": "LittleBox2",
"object_type": "LittleBox",
"source": "mocap",
"pose_frame": "mesh"
},
{
"name": "Desk",
"object_type": "Desk",
"source": "mocap",
"pose_frame": "rigid_body"
}
]
}