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BEHAVIOR-1K task 5 nav + place -- 2026 format
Training-ready LeRobot v3 data for BEHAVIOR-1K task 5,
setting_mousetraps. This dataset intentionally contains only generated
navigation and placement/recovery demonstrations. It contains no official
human demonstrations and no generated full-task success episodes.
Contents
| Source family | Episodes | Frames | Hours at 30 fps |
|---|---|---|---|
| Generated navigation | 1,170 | 562,590 | 5.209 |
| Generated placement / recovery | 4,388 | 607,744 | 5.627 |
| Total | 5,558 | 1,170,334 | 10.836 |
- LeRobot codebase format:
v3.0 - robot:
R1Pro - state:
float32[61], BEHAVIOR 2026 convention - action:
float32[23], R1Pro VLA action - RGB: three 224x224 H.264 streams using official 2026 camera keys
- frequency: 30 Hz
State and qvel convention
observation.state follows the compact 2026 layout:
| Slice | Meaning |
|---|---|
0:3 |
base-frame observed base_qvel = [vx, vy, wz] |
3:10, 10:17 |
left arm qpos, qvel |
17:20, 20:24 |
left end-effector position, quaternion |
24:26, 26:28 |
left gripper qpos, qvel |
28:35, 35:42 |
right arm qpos, qvel |
42:45, 45:49 |
right end-effector position, quaternion |
49:51, 51:53 |
right gripper qpos, qvel |
53:57, 57:61 |
trunk qpos, qvel |
The generated legacy sources carry world/canonical-frame holonomic qvel. The
builder explicitly rotates x/y using the virtual-joint base yaw into the
robot/base frame; it does not infer the source frame merely from state width.
Observed qvel is not a normalized action and should not be expected to equal
action[0:3] sample-for-sample.
Cameras
observation.rgb.zed_link_camera_0observation.rgb.left_realsense_link_camera_0observation.rgb.right_realsense_link_camera_0
The generated sources do not contain depth or robot-to-camera poses. Those fields are omitted rather than fabricated.
Validation
- Manifest provenance: exactly 1,170
navand 4,388placeepisodes; nohuman,success, or unknown source entries. - Every state is 61-D, every action is 23-D, and every value is finite.
- Episode, frame, global, and task indices are contiguous and agree with the metadata totals.
- All 16,674 output videos were decoded and matched to episode frame counts.
- Nav base-qvel standard deviation is
[0.0669, 0.0345, 0.0358]; place is[0.0246, 0.00560, 0.00716]. - No episode has dead/zero-filled base qvel, including every episode with an active base action.
- The builder's sustained arm-qvel rail-corruption check passed every episode.
The conversion manifest is included at meta/conversion_manifest.jsonl. The
dataset was produced by build_lerobot_2026.py in the associated
BEHAVIOR-1K challenge codebase.
Compatibility
This is the 2026 format. A legacy 2025 pipeline expecting a 256-D state,
world/canonical-frame base qvel, or observation.images.rgb.* camera keys needs
an explicit format adapter.
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