Wave 2: multi-cam migration complete for 2026-05-10 + 2026-05-11. All 32 episodes now ship under episodes/ and segments/ with view_left / view_middle / view_right + tactile_{left,right}. Legacy processed/mode1_v1/ and processed/mode2_v1/ removed.
Browse filesThis view is limited to 50 files because it contains too many changes. See raw diff
- README.md +28 -15
- docs/schema.md +3 -4
- {processed/mode1_v1 → episodes}/motherboard/2026-05-10/episode_000.pt +2 -2
- {processed/mode1_v1 → episodes}/motherboard/2026-05-10/episode_001.pt +2 -2
- {processed/mode1_v1 → episodes}/motherboard/2026-05-10/episode_002.pt +2 -2
- {processed/mode1_v1 → episodes}/motherboard/2026-05-10/episode_003.pt +2 -2
- {processed/mode1_v1 → episodes}/motherboard/2026-05-10/episode_004.pt +2 -2
- {processed/mode1_v1 → episodes}/motherboard/2026-05-10/episode_005.pt +2 -2
- {processed/mode1_v1 → episodes}/motherboard/2026-05-10/episode_006.pt +2 -2
- {processed/mode1_v1 → episodes}/motherboard/2026-05-10/episode_007.pt +2 -2
- {processed/mode1_v1 → episodes}/motherboard/2026-05-10/episode_008.pt +2 -2
- {processed/mode1_v1 → episodes}/motherboard/2026-05-10/episode_009.pt +2 -2
- {processed/mode1_v1 → episodes}/motherboard/2026-05-10/episode_010.pt +2 -2
- {processed/mode1_v1 → episodes}/motherboard/2026-05-10/episode_011.pt +2 -2
- {processed/mode1_v1 → episodes}/motherboard/2026-05-11/episode_003.pt +2 -2
- {processed/mode1_v1 → episodes}/motherboard/2026-05-11/episode_004.pt +2 -2
- {processed/mode1_v1 → episodes}/motherboard/2026-05-11/episode_005.pt +2 -2
- {processed/mode1_v1 → episodes}/motherboard/2026-05-11/episode_006.pt +2 -2
- {processed/mode1_v1 → episodes}/motherboard/2026-05-11/episode_007.pt +2 -2
- {processed/mode1_v1 → episodes}/motherboard/2026-05-11/episode_008.pt +2 -2
- {processed/mode1_v1 → episodes}/motherboard/2026-05-11/episode_009.pt +2 -2
- {processed/mode1_v1 → episodes}/motherboard/2026-05-11/episode_010.pt +2 -2
- {processed/mode1_v1 → episodes}/motherboard/2026-05-11/episode_011.pt +2 -2
- {processed/mode1_v1 → episodes}/motherboard/2026-05-11/episode_012.pt +2 -2
- {processed/mode1_v1 → episodes}/motherboard/2026-05-11/episode_013.pt +2 -2
- {processed/mode1_v1 → episodes}/motherboard/2026-05-11/episode_014.pt +2 -2
- {processed/mode1_v1 → episodes}/motherboard/2026-05-11/episode_015.pt +2 -2
- {processed/mode1_v1 → episodes}/motherboard/2026-05-11/episode_016.pt +2 -2
- {processed/mode1_v1 → episodes}/motherboard/2026-05-11/episode_017.pt +2 -2
- processed/mode1_v1/motherboard/2026-05-10/episode_000.contact.json +0 -182
- processed/mode1_v1/motherboard/2026-05-10/episode_000.gs_ref_left.png +0 -3
- processed/mode1_v1/motherboard/2026-05-10/episode_000.gs_ref_right.png +0 -3
- processed/mode1_v1/motherboard/2026-05-10/episode_001.contact.json +0 -182
- processed/mode1_v1/motherboard/2026-05-10/episode_001.gs_ref_left.png +0 -3
- processed/mode1_v1/motherboard/2026-05-10/episode_001.gs_ref_right.png +0 -3
- processed/mode1_v1/motherboard/2026-05-10/episode_002.contact.json +0 -182
- processed/mode1_v1/motherboard/2026-05-10/episode_002.gs_ref_left.png +0 -3
- processed/mode1_v1/motherboard/2026-05-10/episode_002.gs_ref_right.png +0 -3
- processed/mode1_v1/motherboard/2026-05-10/episode_003.contact.json +0 -182
- processed/mode1_v1/motherboard/2026-05-10/episode_003.gs_ref_left.png +0 -3
- processed/mode1_v1/motherboard/2026-05-10/episode_003.gs_ref_right.png +0 -3
- processed/mode1_v1/motherboard/2026-05-10/episode_004.contact.json +0 -182
- processed/mode1_v1/motherboard/2026-05-10/episode_004.gs_ref_left.png +0 -3
- processed/mode1_v1/motherboard/2026-05-10/episode_004.gs_ref_right.png +0 -3
- processed/mode1_v1/motherboard/2026-05-10/episode_005.contact.json +0 -182
- processed/mode1_v1/motherboard/2026-05-10/episode_005.gs_ref_left.png +0 -3
- processed/mode1_v1/motherboard/2026-05-10/episode_005.gs_ref_right.png +0 -3
- processed/mode1_v1/motherboard/2026-05-10/episode_006.contact.json +0 -182
- processed/mode1_v1/motherboard/2026-05-10/episode_006.gs_ref_left.png +0 -3
- processed/mode1_v1/motherboard/2026-05-10/episode_006.gs_ref_right.png +0 -3
README.md
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- config_name: motherboard
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data_files:
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- split: train
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path:
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- config_name: motherboard_segments
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data_files:
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- split: train
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path:
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- config_name: all
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data_files:
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- split: train
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path:
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---
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# React
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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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## Data quality
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Every flagged interval is in [`bad_frames.json`](bad_frames.json) keyed by `episode/episode_*` with TRIMMED-pt frame indices. A richer per-event view (with cross-modal motion + OT-gap + angular-velocity stats) lives in [`freeze_intervals.json`](freeze_intervals.json). Skip-list usage is shown below and in [`docs/quality.md`](docs/quality.md). Long start-of-episode OT-uninitialized prefixes (the dominant problem in the raw recordings) have already been trimmed from the published `.pt` files — see [`docs/caveats.md`](docs/caveats.md).
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## Two
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The same recordings are shipped two ways depending on what your code
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- **`
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-
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## Quick start
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path = hf_hub_download(
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repo_id="yxma/React", repo_type="dataset",
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filename="
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)
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ep = torch.load(path, weights_only=False)
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# ep["view"] (T, 3, 128, 128) uint8 — overhead cam
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from torch.utils.data import DataLoader
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ds = ReactWindowDataset(
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data_root="
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bad_frames_path="bad_frames.json",
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tasks_json_path="tasks.json",
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window_length=16, # frames per window
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README.md # this file
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tasks.json # task / session registry
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bad_frames.json # data-quality skip-list
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-
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figures/ # previews + analysis figures
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docs/ # extended documentation
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```
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- config_name: motherboard
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data_files:
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- split: train
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path: episodes/motherboard/**/episode_*.pt
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- config_name: motherboard_segments
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data_files:
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- split: train
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path: segments/motherboard/**/episode_*.segment_*.pt
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- config_name: all
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data_files:
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- split: train
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path: episodes/**/episode_*.pt
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---
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# React
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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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Every flagged interval is in [`bad_frames.json`](bad_frames.json) keyed by `episode/episode_*` with TRIMMED-pt frame indices. A richer per-event view (with cross-modal motion + OT-gap + angular-velocity stats) lives in [`freeze_intervals.json`](freeze_intervals.json). Skip-list usage is shown below and in [`docs/quality.md`](docs/quality.md). Long start-of-episode OT-uninitialized prefixes (the dominant problem in the raw recordings) have already been trimmed from the published `.pt` files — see [`docs/caveats.md`](docs/caveats.md).
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## Two layouts: `episodes/` vs `segments/`
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The same recordings are shipped two ways depending on what your code
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wants to do:
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- **`episodes/<task>/<date>/episode_*.pt`** — one file per recording.
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Includes bad intervals (LED flicker, pose teleport, OT track loss)
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inside; downstream code is expected to filter them out using
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`bad_frames.json`. Each file carries all three RealSense views
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(`view_left`, `view_middle`, `view_right`) plus both GelSights.
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- **`segments/<task>/<date>/episode_*.segment_*.pt`** — same
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recordings, but **pre-sliced into contiguous clean segments at
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every bad-frames boundary**. No `bad_frames.json` lookup needed;
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the data is clean by construction. Index lookup via
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[`segments.json`](segments.json). Each segment's
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`_contact_meta.source_h5_frame_range` maps it back to the
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original recording. The example `ReactSegmentDataset`
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([`examples/react_segment_dataset.py`](examples/react_segment_dataset.py))
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consumes these.
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Both layouts have identical content (same source recordings, same
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frame data); only the file boundaries differ.
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## Quick start
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path = hf_hub_download(
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repo_id="yxma/React", repo_type="dataset",
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filename="episodes/motherboard/2026-05-11/episode_003.pt",
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)
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ep = torch.load(path, weights_only=False)
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# ep["view"] (T, 3, 128, 128) uint8 — overhead cam
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from torch.utils.data import DataLoader
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ds = ReactWindowDataset(
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data_root="episodes/motherboard",
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bad_frames_path="bad_frames.json",
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tasks_json_path="tasks.json",
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window_length=16, # frames per window
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README.md # this file
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tasks.json # task / session registry
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bad_frames.json # data-quality skip-list
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episodes/<task>/<date>/episode_*.pt # per-file tensors
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figures/ # previews + analysis figures
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docs/ # extended documentation
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```
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docs/schema.md
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# Schema
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Layout of each per-episode `.pt` file in the published `
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## `.pt` fields
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| Key | Shape | dtype | Description |
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|---|---|---|---|
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| `view` | `(T, 3, 128, 128)` | uint8 | Overhead camera (`realsense/cam0/color`), center-cropped to square then bilinear-resized to 128×128 |
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| `tactile_left` | `(T, 3, 128, 128)` | uint8 | Left GelSight, same crop/resize |
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| `tactile_right` | `(T, 3, 128, 128)` | uint8 | Right GelSight, same crop/resize |
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| `timestamps` | `(T,)` | float64 | Camera timestamps (seconds, monotonic clock) |
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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 (
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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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| `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`.
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# Schema
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Layout of each per-episode `.pt` file in the published `episodes/` slice (and analogously each per-segment `.pt` in `segments/`). Hardware/recording details are in [`recording.md`](recording.md).
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## `.pt` fields
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| Key | Shape | dtype | Description |
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| `tactile_left` | `(T, 3, 128, 128)` | uint8 | Left GelSight, same crop/resize |
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| `tactile_right` | `(T, 3, 128, 128)` | uint8 | Right GelSight, same crop/resize |
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| `timestamps` | `(T,)` | float64 | Camera timestamps (seconds, monotonic clock) |
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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 (all sessions)
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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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| `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`. All published sessions ship this multi-cam layout.
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processed/mode1_v1/motherboard/2026-05-10/episode_000.gs_ref_left.png
DELETED
Git LFS Details
|
processed/mode1_v1/motherboard/2026-05-10/episode_000.gs_ref_right.png
DELETED
Git LFS Details
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processed/mode1_v1/motherboard/2026-05-10/episode_001.contact.json
DELETED
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processed/mode1_v1/motherboard/2026-05-10/episode_001.gs_ref_left.png
DELETED
Git LFS Details
|
processed/mode1_v1/motherboard/2026-05-10/episode_001.gs_ref_right.png
DELETED
Git LFS Details
|
processed/mode1_v1/motherboard/2026-05-10/episode_002.contact.json
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processed/mode1_v1/motherboard/2026-05-10/episode_002.gs_ref_left.png
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Git LFS Details
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processed/mode1_v1/motherboard/2026-05-10/episode_002.gs_ref_right.png
DELETED
Git LFS Details
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processed/mode1_v1/motherboard/2026-05-10/episode_003.contact.json
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processed/mode1_v1/motherboard/2026-05-10/episode_003.gs_ref_left.png
DELETED
Git LFS Details
|
processed/mode1_v1/motherboard/2026-05-10/episode_003.gs_ref_right.png
DELETED
Git LFS Details
|
processed/mode1_v1/motherboard/2026-05-10/episode_004.contact.json
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processed/mode1_v1/motherboard/2026-05-10/episode_004.gs_ref_left.png
DELETED
Git LFS Details
|
processed/mode1_v1/motherboard/2026-05-10/episode_004.gs_ref_right.png
DELETED
Git LFS Details
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processed/mode1_v1/motherboard/2026-05-10/episode_005.contact.json
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processed/mode1_v1/motherboard/2026-05-10/episode_005.gs_ref_left.png
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Git LFS Details
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processed/mode1_v1/motherboard/2026-05-10/episode_005.gs_ref_right.png
DELETED
Git LFS Details
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processed/mode1_v1/motherboard/2026-05-10/episode_006.gs_ref_left.png
DELETED
Git LFS Details
|
processed/mode1_v1/motherboard/2026-05-10/episode_006.gs_ref_right.png
DELETED
Git LFS Details
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