| license: mit | |
| task_categories: | |
| - robotics | |
| tags: | |
| - LeRobot | |
| configs: | |
| - config_name: default | |
| data_files: data/*/*.parquet | |
| This dataset was created using [LeRobot](https://github.com/huggingface/lerobot). | |
| ## Dataset Description | |
| - **Homepage:** https://roboturk.stanford.edu/dataset_real.html | |
| - **Paper:** PAPER | |
| - **License:** mit | |
| ## Dataset Structure | |
| [meta/info.json](meta/info.json): | |
| ```json | |
| { | |
| "codebase_version": "v2.0", | |
| "robot_type": "unknown", | |
| "total_episodes": 1995, | |
| "total_frames": 187507, | |
| "total_tasks": 3, | |
| "total_videos": 1995, | |
| "total_chunks": 2, | |
| "chunks_size": 1000, | |
| "fps": 10, | |
| "splits": { | |
| "train": "0:1995" | |
| }, | |
| "data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet", | |
| "video_path": "videos/chunk-{episode_chunk:03d}/{video_key}/episode_{episode_index:06d}.mp4", | |
| "features": { | |
| "observation.images.front_rgb": { | |
| "dtype": "video", | |
| "shape": [ | |
| 480, | |
| 640, | |
| 3 | |
| ], | |
| "names": [ | |
| "height", | |
| "width", | |
| "channel" | |
| ], | |
| "video_info": { | |
| "video.fps": 10.0, | |
| "video.codec": "av1", | |
| "video.pix_fmt": "yuv420p", | |
| "video.is_depth_map": false, | |
| "has_audio": false | |
| } | |
| }, | |
| "language_instruction": { | |
| "dtype": "string", | |
| "shape": [ | |
| 1 | |
| ], | |
| "names": null | |
| }, | |
| "observation.state": { | |
| "dtype": "float32", | |
| "shape": [ | |
| 8 | |
| ], | |
| "names": { | |
| "motors": [ | |
| "motor_0", | |
| "motor_1", | |
| "motor_2", | |
| "motor_3", | |
| "motor_4", | |
| "motor_5", | |
| "motor_6", | |
| "motor_7" | |
| ] | |
| } | |
| }, | |
| "action": { | |
| "dtype": "float32", | |
| "shape": [ | |
| 7 | |
| ], | |
| "names": { | |
| "motors": [ | |
| "motor_0", | |
| "motor_1", | |
| "motor_2", | |
| "motor_3", | |
| "motor_4", | |
| "motor_5", | |
| "motor_6" | |
| ] | |
| } | |
| }, | |
| "timestamp": { | |
| "dtype": "float32", | |
| "shape": [ | |
| 1 | |
| ], | |
| "names": null | |
| }, | |
| "episode_index": { | |
| "dtype": "int64", | |
| "shape": [ | |
| 1 | |
| ], | |
| "names": null | |
| }, | |
| "frame_index": { | |
| "dtype": "int64", | |
| "shape": [ | |
| 1 | |
| ], | |
| "names": null | |
| }, | |
| "next.reward": { | |
| "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 | |
| @inproceedings{mandlekar2019scaling, | |
| title={Scaling robot supervision to hundreds of hours with roboturk: Robotic manipulation dataset through human reasoning and dexterity}, | |
| author={Mandlekar, Ajay and Booher, Jonathan and Spero, Max and Tung, Albert and Gupta, Anchit and Zhu, Yuke and Garg, Animesh and Savarese, Silvio and Fei-Fei, Li}, | |
| booktitle={2019 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)}, | |
| pages={1048--1055}, | |
| year={2019}, | |
| organization={IEEE} | |
| } | |
| ``` |