demo
收藏资源简介:
该数据集是一个机器人学数据集,使用LeRobot工具创建,涉及so101_follower机器人类型。数据集包含一个训练集,总共有1个episode、1198帧和2个视频。数据以parquet格式存储,特征包括动作(由6个浮点数表示关节位置,如肩部平移、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(同样为6个浮点数表示关节位置)、图像观测(包括手眼摄像头和前置摄像头的视频,分辨率均为480x640,3通道,帧率30fps,使用av1编解码器),以及时间戳、帧索引、episode索引、索引和任务索引等元数据。数据集结构基于chunk组织,chunk大小为1000,视频存储在mp4格式中。该数据集适用于机器人控制和模仿学习等任务。
This dataset is a robotics dataset created using the LeRobot tool, involving the so101_follower robot type. It contains one training set with a total of 1 episode, 1198 frames, and 2 videos. Data is stored in parquet format, with features including actions (6 floating-point numbers representing joint positions such as shoulder translation, shoulder elevation, elbow flexion, wrist flexion, wrist rotation, and gripper position), observation states (also 6 floating-point numbers for joint positions), image observations (videos from hand-eye and front cameras, with a resolution of 480x640, 3 channels, 30fps frame rate, using the av1 codec), and metadata such as timestamps, frame indices, episode indices, indices, and task indices. The dataset structure is based on chunks with a size of 1000, and videos are stored in mp4 format. It is suitable for tasks like robot control and imitation learning.
数据集概述
- 数据集名称: sheekion/demo
- 许可证: Apache-2.0
- 任务类别: 机器人学 (robotics)
- 标签: LeRobot
- 创建工具: 基于 LeRobot 创建
数据集结构
- 代码库版本: v2.1
- 机器人类型: so101_follower
- 总片段数 (Episodes): 1
- 总帧数 (Frames): 1198
- 总任务数 (Tasks): 1
- 总视频数 (Videos): 2
- 总数据块数 (Chunks): 1
- 数据块大小 (Chunk Size): 1000
- 帧率 (FPS): 30
- 数据划分 (Splits): 仅包含训练集 (
train: 0:1)
数据文件路径
- 数据文件:
data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet - 视频文件:
videos/chunk-{episode_chunk:03d}/{video_key}/episode_{episode_index:06d}.mp4
数据集特征
| 特征名 | 数据类型 | 形状 | 说明 |
|---|---|---|---|
action |
float32 | [6] | 动作数据,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] | 观察状态,与动作维度一致 |
observation.images.handeye |
video | [480, 640, 3] | 手眼相机图像,分辨率480×640,3通道,AV1编码,30fps |
observation.images.front |
video | [480, 640, 3] | 前置相机图像,分辨率480×640,3通道,AV1编码,30fps |
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 |
引用信息
- 主页: [需要更多信息]
- 论文: [需要更多信息]
- BibTeX: [需要更多信息]



