close_20260727_195117
收藏资源简介:
该数据集是一个机器人领域的数据集,使用LeRobot工具创建,专注于机器人操作任务。数据集包含5个回合,总计1078帧数据,帧率为30fps。特征包括机器人的动作(6维浮点数组,对应肩部平移、肩部提升、肘部弯曲、腕部弯曲、腕部旋转和夹爪位置)、观测状态(与动作相同的6维关节位置)、以及两个视角的图像观测:俯视(overhead)和腕部(wrist)视频,分辨率为480x640,编码格式为av1。此外,还包含时间戳、帧索引、回合索引、任务索引等元数据。数据以parquet格式存储,总大小约为300MB(数据文件100MB,视频文件200MB),机器人类型为so_follower,适用于训练和评估机器人控制模型。
This is a robotics dataset created using the LeRobot tool, focusing on robotic manipulation tasks. It comprises 5 episodes with a total of 1078 frames at a frame rate of 30 fps. The features include robot actions (a 6-dimensional floating-point array corresponding to shoulder translation, shoulder elevation, elbow flexion, wrist flexion, wrist rotation and gripper position), observation states (6-dimensional joint positions matching the same joint set as the robot actions), as well as image observations from two viewpoints: overhead and wrist videos, with a resolution of 480x640 and encoded in AV1 format. Additionally, it includes metadata such as timestamps, frame indices, episode indices and task indices. The data is stored in Parquet format, with a total size of approximately 300 MB (100 MB for data files and 200 MB for video files). The robot type is so_follower, and this dataset is suitable for training and evaluating robotic control models.
数据集概述
- 许可证:Apache-2.0
- 任务类别:机器人学(Robotics)
- 标签:LeRobot
- 创建工具:LeRobot(https://github.com/huggingface/lerobot)
数据集结构
- 总片段数:5
- 总帧数:1078
- 总任务数:1
- 帧率:30 FPS
- 机器人类型:so_follower
- 数据分割:训练集(0至4号片段)
特征说明
| 特征名称 | 数据类型 | 形状 | 说明 |
|---|---|---|---|
action |
float32 | [6] | 6维动作,包含肩部旋转、肩部升降、肘部弯曲、腕部弯曲、腕部滚动、夹爪位置 |
observation.state |
float32 | [6] | 6维状态观测,与动作维度一致 |
observation.images.overhead |
视频 (av1编码) | [480, 640, 3] | 俯视摄像头图像,30 FPS,YUV420P格式 |
observation.images.wrist |
视频 (av1编码) | [480, 640, 3] | 腕部摄像头图像,30 FPS,YUV420P格式 |
timestamp |
float32 | [1] | 时间戳 |
frame_index |
int64 | [1] | 帧索引 |
episode_index |
int64 | [1] | 片段索引 |
index |
int64 | [1] | 全局索引 |
task_index |
int64 | [1] | 任务索引 |
数据文件
- 数据路径:
data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet - 视频路径:
videos/{video_key}/chunk-{chunk_index:03d}/file-{file_index:03d}.mp4 - 数据文件大小:约100 MB
- 视频文件大小:约200 MB
- 分块大小:1000



