play_with_blue_ball_20260711_031803
收藏资源简介:
该数据集是一个基于LeRobot框架创建的机器人操作数据集,包含6个回合的机器人交互数据,总计52732帧,采样频率为30帧每秒。数据特征涵盖动作部分(6维关节位置,包括肩部平移、肩部升降、肘部弯曲、腕部弯曲、腕部旋转和夹爪位置)、观测状态(同样为6维关节位置)以及视频观测(来自前视、侧视和腕部三个摄像头,每个视频分辨率为360x640,格式为AV1编码的MP4文件,无音频)。元数据包括时间戳、帧索引、回合索引和任务索引等。机器人类型为so_follower,数据以parquet和mp4格式存储,总数据量约300MB(其中数据100MB,视频200MB)。该数据集适用于机器人学习任务,如模仿学习和强化学习。
This dataset is a robot manipulation dataset created using the LeRobot framework, containing 6 episodes of robot interaction data with a total of 52,732 frames and a sampling frequency of 30 fps. The data features include action components (6-dimensional joint positions covering shoulder translation, shoulder elevation, elbow flexion, wrist flexion, wrist rotation, and gripper position), observation states (also 6-dimensional joint positions), and video observations (from three cameras: front view, side view, and wrist view, each with a resolution of 360x640, formatted as AV1-encoded MP4 files without audio). Metadata includes timestamps, frame indices, episode indices, task indices, etc. The robot type is so_follower, and the data is stored in parquet and mp4 formats, with a total data volume of approximately 300MB (100MB for data and 200MB for videos). This dataset is suitable for robot learning tasks such as imitation learning and reinforcement learning.
数据集概述
- 数据集名称: play_with_blue_ball_20260711_031803
- 许可证: Apache-2.0
- 任务类别: 机器人学(Robotics)
- 标签: LeRobot、Robotics、lerobot、LeLab
- 创建工具: 使用 LeRobot 创建
数据集结构
- 代码版本: v3.0
- 帧率: 30 FPS
- 总片段数(Episodes): 6
- 总帧数: 52732
- 总任务数: 1
- 块大小: 1000
- 数据文件大小: 100 MB
- 视频文件大小: 200 MB
- 机器人类型: so_follower
特征(Features)
| 特征名称 | 数据类型 | 形状 | 说明 |
|---|---|---|---|
action |
float32 | [6] | 包含6个关节位置:shoulder_pan.pos, shoulder_lift.pos, elbow_flex.pos, wrist_flex.pos, wrist_roll.pos, gripper.pos |
observation.state |
float32 | [6] | 与 action 相同的6个关节位置 |
observation.images.front |
video | [360, 640, 3] | 前视图摄像头图像,AV1编码,30 FPS |
observation.images.side |
video | [360, 640, 3] | 侧视图摄像头图像,AV1编码,30 FPS |
observation.images.wrist |
video | [360, 640, 3] | 腕部摄像头图像,AV1编码,30 FPS |
timestamp |
float32 | [1] | 时间戳 |
frame_index |
int64 | [1] | 帧索引 |
episode_index |
int64 | [1] | 片段索引 |
index |
int64 | [1] | 索引 |
task_index |
int64 | [1] | 任务索引 |
数据文件路径
- 数据文件:
data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet - 视频文件:
videos/{video_key}/chunk-{chunk_index:03d}/file-{file_index:03d}.mp4
数据集划分
- 训练集: 0:6(全部6个片段用于训练)
引用
- BibTeX: 暂无提供



