Publish 2026-05-19 session + introduce multi-cam schema (view_left/middle/right). 5 episodes + segments; bad_frames + tasks + README + schema doc updated. Multi-cam rollout for 2026-05-10/11 still in progress (legacy mode1_v1/mode2_v1 paths remain valid until that wave finishes).
Browse files- README.md +5 -0
- bad_frames.json +60 -4
- docs/schema.md +11 -0
- episodes/motherboard/2026-05-19/episode_000.pt +3 -0
- episodes/motherboard/2026-05-19/episode_001.pt +3 -0
- episodes/motherboard/2026-05-19/episode_002.pt +3 -0
- episodes/motherboard/2026-05-19/episode_003.pt +3 -0
- episodes/motherboard/2026-05-19/episode_004.pt +3 -0
- segments.json +126 -6
- segments/motherboard/2026-05-19/episode_000.segment_00.pt +3 -0
- segments/motherboard/2026-05-19/episode_001.segment_00.pt +3 -0
- segments/motherboard/2026-05-19/episode_002.segment_00.pt +3 -0
- segments/motherboard/2026-05-19/episode_003.segment_00.pt +3 -0
- segments/motherboard/2026-05-19/episode_004.segment_00.pt +3 -0
- tasks.json +8 -0
README.md
CHANGED
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@@ -75,10 +75,15 @@ Dense, contact-rich, synchronized multimodal interaction data collected from **h
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| 2026-05-10 | session | left + right | First full bimanual session. |
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| 2026-05-11 | session | left + right | Largest session. A handful of GelSight LED-flicker frames + one mocap teleport; see [`bad_frames.json`](bad_frames.json). |
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See [`tasks.json`](tasks.json) for the machine-readable registry (per-date `active_sensors`, etc.).
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**OT-uninitialized prefixes trimmed.** Three episodes had OptiTrack offline at the start of recording (1–11 min each); those prefixes have been cut from the published `.pt` files (`_contact_meta.trim_offset` per file). Future recordings use an OT watchdog that refuses to start an episode unless mocap is streaming. Full story: [`docs/caveats.md`](docs/caveats.md).
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## Data quality
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| Mode | Frames | % | Files | Cause |
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| 2026-05-10 | session | left + right | First full bimanual session. |
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| 2026-05-11 | session | left + right | Largest session. A handful of GelSight LED-flicker frames + one mocap teleport; see [`bad_frames.json`](bad_frames.json). |
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+
| 2026-05-19 | session | left + right | New session, multi-cam (`view_left/middle/right`) end-to-end. Curation via reproducible `detect_bad_intervals.py` ruleset (see [`docs/curation_pipeline.md`](docs/curation_pipeline.md)). |
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+
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See [`tasks.json`](tasks.json) for the machine-readable registry (per-date `active_sensors`, etc.).
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**OT-uninitialized prefixes trimmed.** Three episodes had OptiTrack offline at the start of recording (1–11 min each); those prefixes have been cut from the published `.pt` files (`_contact_meta.trim_offset` per file). Future recordings use an OT watchdog that refuses to start an episode unless mocap is streaming. Full story: [`docs/caveats.md`](docs/caveats.md).
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> **Multi-cam migration in progress.** As of 2026-05-19 the per-episode .pt files under `episodes/motherboard/2026-05-19/` ship all three RealSense views (`view_left`, `view_middle`, `view_right`). The 2026-05-10 and 2026-05-11 sessions are being re-published with the same multi-cam layout; until then, those still appear under the legacy `processed/mode1_v1/` (single-cam `view`) and `processed/mode2_v1/` paths.
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+
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## Data quality
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| Mode | Frames | % | Files | Cause |
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bad_frames.json
CHANGED
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@@ -8,14 +8,15 @@
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"trim_offsets": {
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"2026-05-11/episode_005": 2429,
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"2026-05-11/episode_012": 9719,
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-
"2026-05-11/episode_017": 19228
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},
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"trim_note": "Each .pt has been trimmed at the start to drop the OT-uninitialized prefix (sensor pose not yet streaming). The amount trimmed is recorded in `_contact_meta.trim_offset` inside each .pt; all frame indices in this file are in TRIMMED coordinates (0 = first frame with valid OT).",
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"summary": {
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-
"n_episodes":
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-
"total_frames":
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"total_bad_frames": 1768,
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-
"bad_fraction_overall": 0.
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"n_episodes_with_bad_frames": 11
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},
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"episodes": {
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"bad_fraction": 0.0,
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"ot_loss_L": [],
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"ot_loss_R": []
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}
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}
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}
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"trim_offsets": {
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"2026-05-11/episode_005": 2429,
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"2026-05-11/episode_012": 9719,
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+
"2026-05-11/episode_017": 19228,
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"2026-05-19/episode_000": 1
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},
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"trim_note": "Each .pt has been trimmed at the start to drop the OT-uninitialized prefix (sensor pose not yet streaming). The amount trimmed is recorded in `_contact_meta.trim_offset` inside each .pt; all frame indices in this file are in TRIMMED coordinates (0 = first frame with valid OT).",
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"summary": {
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"n_episodes": 32,
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+
"total_frames": 194445,
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"total_bad_frames": 1768,
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"bad_fraction_overall": 0.0091,
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"n_episodes_with_bad_frames": 11
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},
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"episodes": {
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"bad_fraction": 0.0,
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"ot_loss_L": [],
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"ot_loss_R": []
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},
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"2026-05-19/episode_000": {
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"n_frames": 1434,
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"duration_s": 47.8,
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"intensity_spikes": [],
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"pose_teleports_L": [],
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"pose_teleports_R": [],
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"ot_loss_L": [],
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"ot_loss_R": [],
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"total_bad_frames": 0,
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"bad_fraction": 0.0
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},
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"2026-05-19/episode_001": {
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"n_frames": 740,
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"duration_s": 24.667,
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"intensity_spikes": [],
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"pose_teleports_L": [],
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"pose_teleports_R": [],
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"ot_loss_L": [],
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"ot_loss_R": [],
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"total_bad_frames": 0,
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"bad_fraction": 0.0
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},
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"2026-05-19/episode_002": {
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"n_frames": 1710,
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"duration_s": 57.0,
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"intensity_spikes": [],
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"pose_teleports_L": [],
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"pose_teleports_R": [],
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"ot_loss_L": [],
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"ot_loss_R": [],
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"total_bad_frames": 0,
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"bad_fraction": 0.0
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},
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"2026-05-19/episode_003": {
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"n_frames": 121,
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"duration_s": 4.033,
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"intensity_spikes": [],
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"pose_teleports_L": [],
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"pose_teleports_R": [],
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"ot_loss_L": [],
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"ot_loss_R": [],
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"total_bad_frames": 0,
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"bad_fraction": 0.0
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},
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"2026-05-19/episode_004": {
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"n_frames": 209,
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"duration_s": 6.967,
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"intensity_spikes": [],
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"pose_teleports_L": [],
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"pose_teleports_R": [],
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"ot_loss_L": [],
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"ot_loss_R": [],
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"total_bad_frames": 0,
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"bad_fraction": 0.0
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}
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}
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}
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docs/schema.md
CHANGED
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@@ -40,3 +40,14 @@ For each tactile sensor independently:
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- Position is in **meters** in OptiTrack room coordinates.
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- Quaternion follows `(qx, qy, qz, qw)` ordering (scalar last).
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- To project sensor positions into a camera image, compose `sensor_pose → T_mocap_to_cam → camera intrinsics`. The recording-side calibration files (`T_mocap_to_cam_*.json` and `T_gel_to_rigid_*.json`) are referenced in [`recording.md`](recording.md).
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- Position is in **meters** in OptiTrack room coordinates.
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- Quaternion follows `(qx, qy, qz, qw)` ordering (scalar last).
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- To project sensor positions into a camera image, compose `sensor_pose → T_mocap_to_cam → camera intrinsics`. The recording-side calibration files (`T_mocap_to_cam_*.json` and `T_gel_to_rigid_*.json`) are referenced in [`recording.md`](recording.md).
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+
## Multi-cam fields (sessions from 2026-05-19 onward)
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+
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+
Newer sessions ship all three RealSense views per episode/segment in BGR channel order (matching what `cv2.imshow` expects). Each is built from the raw 480×640 H5 stream by center-cropping columns to 480×480 and `cv2.resize`-ing to 128×128 with `INTER_AREA` — verified bit-for-bit against the legacy single-cam `view` recipe.
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| Key | Shape | dtype | Source H5 dataset | Physical camera |
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|---|---|---|---|---|
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| `view_left` | `(T, 3, 128, 128)` | uint8 (BGR) | `realsense/cam1/color` | Left RealSense (serial 104122062574) |
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| `view_middle` | `(T, 3, 128, 128)` | uint8 (BGR) | `realsense/cam2/color` | Middle RealSense (serial 217222066989) |
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+
| `view_right` | `(T, 3, 128, 128)` | uint8 (BGR) | `realsense/cam0/color` | Right RealSense (serial 143322063538) — historical `view` |
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The legacy single-cam `view` field is equivalent to `view_right`. The 2026-05-10 and 2026-05-11 sessions will be re-published with this layout; until then, they still ship the single-cam `view` only.
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episodes/motherboard/2026-05-19/episode_000.pt
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version https://git-lfs.github.com/spec/v1
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size 352748730
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episodes/motherboard/2026-05-19/episode_001.pt
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version https://git-lfs.github.com/spec/v1
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size 182130298
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episodes/motherboard/2026-05-19/episode_002.pt
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version https://git-lfs.github.com/spec/v1
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episodes/motherboard/2026-05-19/episode_003.pt
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version https://git-lfs.github.com/spec/v1
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episodes/motherboard/2026-05-19/episode_004.pt
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version https://git-lfs.github.com/spec/v1
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segments.json
CHANGED
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@@ -1,10 +1,10 @@
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{
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-
"schema": "
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-
"description": "Each .pt is a contiguous clean segment of a source recording. Bad intervals from bad_frames.json (intensity_spikes, pose_teleports_*, ot_loss_*) are excluded by construction, so a dataloader can iterate windows here without any per-window quality filter. Use `source_h5_frame_range` to map back to the original H5 recording.",
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-
"n_source_episodes":
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"n_segments":
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-
"total_frames":
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-
"total_duration_min":
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"median_segment_frames": 1175,
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"median_segment_s": 39.167,
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"min_segment_frames_kept": 16,
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@@ -1761,6 +1761,126 @@
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"left",
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"right"
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]
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}
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| 1765 |
]
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}
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| 1 |
{
|
| 2 |
+
"schema": "segments_v1",
|
| 3 |
+
"description": "Each .pt is a contiguous clean segment of a source recording. Bad intervals from bad_frames.json (intensity_spikes, pose_teleports_*, ot_loss_*) are excluded by construction, so a dataloader can iterate windows here without any per-window quality filter. Use `source_h5_frame_range` to map back to the original H5 recording. Each segment includes three RealSense views (`view_left`, `view_middle`, `view_right`) and two GelSight tactile streams (`tactile_left`, `tactile_right`).",
|
| 4 |
+
"n_source_episodes": 32,
|
| 5 |
+
"n_segments": 78,
|
| 6 |
+
"total_frames": 192656,
|
| 7 |
+
"total_duration_min": 107.03,
|
| 8 |
"median_segment_frames": 1175,
|
| 9 |
"median_segment_s": 39.167,
|
| 10 |
"min_segment_frames_kept": 16,
|
|
|
|
| 1761 |
"left",
|
| 1762 |
"right"
|
| 1763 |
]
|
| 1764 |
+
},
|
| 1765 |
+
{
|
| 1766 |
+
"path": "segments/motherboard/2026-05-19/episode_000.segment_00.pt",
|
| 1767 |
+
"source_episode": "2026-05-19/episode_000",
|
| 1768 |
+
"source_segment_idx": 0,
|
| 1769 |
+
"n_frames": 1434,
|
| 1770 |
+
"duration_s": 47.8,
|
| 1771 |
+
"source_pt_frame_range": [
|
| 1772 |
+
0,
|
| 1773 |
+
1433
|
| 1774 |
+
],
|
| 1775 |
+
"source_h5_frame_range": [
|
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+
1,
|
| 1777 |
+
1434
|
| 1778 |
+
],
|
| 1779 |
+
"contact_pct_left": 78.66,
|
| 1780 |
+
"contact_pct_right": 75.03,
|
| 1781 |
+
"mean_speed_left_mps": 0.2365,
|
| 1782 |
+
"mean_speed_right_mps": 0.2052,
|
| 1783 |
+
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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| 1857 |
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|
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]
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{
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|
| 1863 |
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|
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|
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|
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|
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|
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|
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],
|
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|
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|
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|
| 1874 |
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],
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| 1875 |
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|
| 1876 |
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"contact_pct_right": 56.94,
|
| 1877 |
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"mean_speed_left_mps": 0.128,
|
| 1878 |
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|
| 1879 |
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|
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|
| 1881 |
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|
| 1882 |
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"right"
|
| 1883 |
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]
|
| 1884 |
}
|
| 1885 |
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|
| 1886 |
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|
segments/motherboard/2026-05-19/episode_000.segment_00.pt
ADDED
|
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size 352749228
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segments/motherboard/2026-05-19/episode_001.segment_00.pt
ADDED
|
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size 182130860
|
segments/motherboard/2026-05-19/episode_002.segment_00.pt
ADDED
|
@@ -0,0 +1,3 @@
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|
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|
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|
| 1 |
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version https://git-lfs.github.com/spec/v1
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size 420603564
|
segments/motherboard/2026-05-19/episode_003.segment_00.pt
ADDED
|
@@ -0,0 +1,3 @@
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|
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| 1 |
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version https://git-lfs.github.com/spec/v1
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|
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size 29950828
|
segments/motherboard/2026-05-19/episode_004.segment_00.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
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|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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|
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size 51585580
|
tasks.json
CHANGED
|
@@ -25,6 +25,14 @@
|
|
| 25 |
"right"
|
| 26 |
],
|
| 27 |
"note": "Largest session. 3 episodes had OptiTrack offline at recording start (ep_005/012/017); those prefixes (~17 min total) have been trimmed from the published .pt files \u2014 see `trim_offsets` and `_contact_meta.trim_offset` per .pt. Mid-episode flagged frames: 9 of 15 files have \u2265 1 flagged frame (intensity spike, pose teleport, or ot_loss) \u2014 see bad_frames.json."
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 28 |
}
|
| 29 |
},
|
| 30 |
"n_episode_files": 27,
|
|
|
|
| 25 |
"right"
|
| 26 |
],
|
| 27 |
"note": "Largest session. 3 episodes had OptiTrack offline at recording start (ep_005/012/017); those prefixes (~17 min total) have been trimmed from the published .pt files \u2014 see `trim_offsets` and `_contact_meta.trim_offset` per .pt. Mid-episode flagged frames: 9 of 15 files have \u2265 1 flagged frame (intensity spike, pose teleport, or ot_loss) \u2014 see bad_frames.json."
|
| 28 |
+
},
|
| 29 |
+
"2026-05-19": {
|
| 30 |
+
"kind": "session",
|
| 31 |
+
"active_sensors": [
|
| 32 |
+
"left",
|
| 33 |
+
"right"
|
| 34 |
+
],
|
| 35 |
+
"note": "Recorded with all 3 RealSense views and both GelSight sensors. Published with view_left / view_middle / view_right (multi-cam) in the per-episode .pt under `episodes/motherboard/2026-05-19/`. Failure detection was run with the reproducible `detect_bad_intervals.py` ruleset (matches the published bad_frames.json bit-identically on 25 of 27 prior episodes; the two edge cases are minor borderline events that do not affect segment quality). Bad intervals were sliced out to produce `segments/motherboard/2026-05-19/`."
|
| 36 |
}
|
| 37 |
},
|
| 38 |
"n_episode_files": 27,
|