five

aloha_sim_insertion_scripted

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魔搭社区2025-12-05 更新2025-02-08 收录
下载链接:
https://modelscope.cn/datasets/lerobot/aloha_sim_insertion_scripted
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资源简介:
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": 50, "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": "videos/chunk-{episode_chunk:03d}/{video_key}/episode_{episode_index:06d}.mp4", "features": { "observation.images.top": { "dtype": "video", "shape": [ 480, 640, 3 ], "names": [ "height", "width", "channel" ], "video_info": { "video.fps": 50.0, "video.codec": "av1", "video.pix_fmt": "yuv420p", "video.is_depth_map": false, "has_audio": false } }, "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} } ```

本数据集基于[LeRobot](https://github.com/huggingface/lerobot)构建。 ## 数据集说明 - **官方主页**:https://tonyzhaozh.github.io/aloha/ - **相关论文**:https://arxiv.org/abs/2304.13705 - **开源许可**:MIT许可证 ## 数据集结构 `[meta/info.json]`: json { "代码库版本": "v2.0", "机器人类型": "aloha", "总回合数": 50, "总帧数": 20000, "总任务数": 1, "总视频数": 50, "总分块数": 1, "分块大小": 1000, "帧率": 50, "数据集划分": { "训练集": "0:50" }, "数据文件路径": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet", "视频文件路径": "videos/chunk-{episode_chunk:03d}/{video_key}/episode_{episode_index:06d}.mp4", "数据特征": { "观测数据.顶部摄像头图像": { "数据类型": "视频", "形状": [ 480, 640, 3 ], "维度名称": [ "高度", "宽度", "通道数" ], "视频元信息": { "视频帧率": 50.0, "视频编码格式": "av1", "视频像素格式": "yuv420p", "是否为深度图": false, "是否包含音频": false } }, "观测数据.关节状态": { "数据类型": "float32", "形状": [ 14 ], "维度名称": { "电机关节": [ "左侧腰部", "左侧肩部", "左侧肘部", "左侧前臂旋转", "左侧腕部角度", "左侧腕部旋转", "左侧夹爪", "右侧腰部", "右侧肩部", "右侧肘部", "右侧前臂旋转", "右侧腕部角度", "右侧腕部旋转", "右侧夹爪" ] } }, "动作指令": { "数据类型": "float32", "形状": [ 14 ], "维度名称": { "电机关节": [ "左侧腰部", "左侧肩部", "左侧肘部", "左侧前臂旋转", "左侧腕部角度", "左侧腕部旋转", "左侧夹爪", "右侧腰部", "右侧肩部", "右侧肘部", "右侧前臂旋转", "右侧腕部角度", "右侧腕部旋转", "右侧夹爪" ] } }, "回合索引": { "数据类型": "int64", "形状": [ 1 ], "维度名称": null }, "帧索引": { "数据类型": "int64", "形状": [ 1 ], "维度名称": null }, "时间戳": { "数据类型": "float32", "形状": [ 1 ], "维度名称": null }, "下一回合结束标记": { "数据类型": "bool", "形状": [ 1 ], "维度名称": null }, "全局索引": { "数据类型": "int64", "形状": [ 1 ], "维度名称": null }, "任务索引": { "数据类型": "int64", "形状": [ 1 ], "维度名称": null } } } ## 引用信息 **BibTeX格式引用:** bibtex @article{Zhao2023LearningFB, title={基于低成本硬件实现细粒度双手操作学习}, author={Tony Zhao and Vikash Kumar and Sergey Levine and Chelsea Finn}, journal={机器人科学与系统会议(RSS)}, year={2023}, volume={abs/2304.13705}, url={https://arxiv.org/abs/2304.13705} }
提供机构:
maas
创建时间:
2025-02-06
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