Datasets:
license: mit | |
task_categories: | |
- robotics | |
tags: | |
- LeRobot | |
- aloha | |
configs: | |
- config_name: default | |
data_files: data/*/*.parquet | |
This dataset was created using [LeRobot](https://github.com/huggingface/lerobot). | |
## Dataset Description | |
- **Homepage:** https://tonyzhaozh.github.io/aloha/ | |
- **Paper:** https://arxiv.org/abs/2304.13705 | |
- **License:** mit | |
## Dataset Structure | |
[meta/info.json](meta/info.json): | |
```json | |
{ | |
"codebase_version": "v2.0", | |
"robot_type": "aloha", | |
"total_episodes": 50, | |
"total_frames": 20000, | |
"total_tasks": 1, | |
"total_videos": 0, | |
"total_chunks": 1, | |
"chunks_size": 1000, | |
"fps": 50, | |
"splits": { | |
"train": "0:50" | |
}, | |
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet", | |
"video_path": null, | |
"features": { | |
"observation.images.top": { | |
"dtype": "image", | |
"shape": [ | |
480, | |
640, | |
3 | |
], | |
"names": [ | |
"height", | |
"width", | |
"channel" | |
] | |
}, | |
"observation.state": { | |
"dtype": "float32", | |
"shape": [ | |
14 | |
], | |
"names": { | |
"motors": [ | |
"left_waist", | |
"left_shoulder", | |
"left_elbow", | |
"left_forearm_roll", | |
"left_wrist_angle", | |
"left_wrist_rotate", | |
"left_gripper", | |
"right_waist", | |
"right_shoulder", | |
"right_elbow", | |
"right_forearm_roll", | |
"right_wrist_angle", | |
"right_wrist_rotate", | |
"right_gripper" | |
] | |
} | |
}, | |
"action": { | |
"dtype": "float32", | |
"shape": [ | |
14 | |
], | |
"names": { | |
"motors": [ | |
"left_waist", | |
"left_shoulder", | |
"left_elbow", | |
"left_forearm_roll", | |
"left_wrist_angle", | |
"left_wrist_rotate", | |
"left_gripper", | |
"right_waist", | |
"right_shoulder", | |
"right_elbow", | |
"right_forearm_roll", | |
"right_wrist_angle", | |
"right_wrist_rotate", | |
"right_gripper" | |
] | |
} | |
}, | |
"episode_index": { | |
"dtype": "int64", | |
"shape": [ | |
1 | |
], | |
"names": null | |
}, | |
"frame_index": { | |
"dtype": "int64", | |
"shape": [ | |
1 | |
], | |
"names": null | |
}, | |
"timestamp": { | |
"dtype": "float32", | |
"shape": [ | |
1 | |
], | |
"names": null | |
}, | |
"next.done": { | |
"dtype": "bool", | |
"shape": [ | |
1 | |
], | |
"names": null | |
}, | |
"index": { | |
"dtype": "int64", | |
"shape": [ | |
1 | |
], | |
"names": null | |
}, | |
"task_index": { | |
"dtype": "int64", | |
"shape": [ | |
1 | |
], | |
"names": null | |
} | |
} | |
} | |
``` | |
## Citation | |
**BibTeX:** | |
```bibtex | |
@article{Zhao2023LearningFB, | |
title={Learning Fine-Grained Bimanual Manipulation with Low-Cost Hardware}, | |
author={Tony Zhao and Vikash Kumar and Sergey Levine and Chelsea Finn}, | |
journal={RSS}, | |
year={2023}, | |
volume={abs/2304.13705}, | |
url={https://arxiv.org/abs/2304.13705} | |
} | |
``` |