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libero-r6-pointmap
Depth videos, per-frame camera parameters and robot-base poses for the four
LIBERO suites, aligned frame-for-frame with
DAVIAN-Robotics/libero-r6.
Together the two datasets are the fine-tuning data for the PointmapVLA LIBERO
and LIBERO-Plus results. PointmapVLA does not store pointmaps: its data loader
back-projects these depth maps with the camera parameters and expresses the
result in the robot-base frame at training time.
- 1,693 episodes over 40 tasks, 20 fps, 256×256
- 2 cameras:
agentviewandwrist - Rendered by replaying the original LIBERO demonstrations in the simulator (same procedure that produced the RGB), recording depth and camera parameters every frame
Format
Each suite is its own LeRobot v3.0 dataset directory
(libero_<suite>_no_noops_1.0.0_lerobot/). RGB videos are not included
here; use libero-r6 for RGB, state and actions. Episodes match by
episode_index.
| Feature | Shape / type | Meaning |
|---|---|---|
depth.<camera> |
video, FFV1 gray16le in .mkv |
uint16 = depth[m] × 10000; 0 = invalid. Valid range used by PointmapVLA: 0.05 m < z < 6.5 m. Decode with PyAV in gray16le. |
<camera>_camera_intrinsics |
float32 (4,) | fx, fy, cx, cy in pixels. fx is negative: LIBERO images are stored rotated by 180°, and the sign encodes that mirror so the same back-projection code works unchanged. |
<camera>_camera_extrinsics |
float32 (7,) | camera→world pose: position (3) + unit quaternion w, x, y, z (4), OpenCV camera axes, per frame |
state.base_position |
float32 (3,) | robot base position in the world frame |
state.base_rotation |
float32 (4,) | robot base quaternion x, y, z, w |
observation.state, action |
(11,), (10,) | same as libero-r6 |
To obtain a robot-base-frame pointmap: back-project each valid pixel with the
intrinsics, transform by the camera→world extrinsics, then by the inverse of
the base pose. The reference implementation is
starVLA/dataloader/gr00t_lerobot/transform/pointmap_math.py in the
PointmapVLA repository.
Verification
MANIFEST.json lists the size and SHA-256 of every file; check a download with
python scripts/verify_data.py <local_dir> from the PointmapVLA repository.
License and attribution
Derived from LIBERO (MIT License). The depth renders and camera annotations are released under the MIT License.
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