omy_f3m_WoensdagPickPlace1340
收藏资源简介:
该数据集是一个用于机器人学习的专业数据集,专注于拾取和放置任务,基于LeRobot框架构建。数据集包含49个完整的情节,总计30967帧,帧率为30fps。机器人类型为omy_f3m(可能是一种特定机器人模型),任务涉及操作GreenSquare和RedBox对象。数据集中提供了多源观察数据:包括来自手腕摄像头(分辨率为270x480,3通道)和顶部摄像头(分辨率为480x640,3通道)的视频观察,以及机器人的状态观察(如关节位置)和动作数据(如控制命令)。所有数据以parquet格式存储,并划分为训练集(涵盖所有情节)。该数据集适用于机器人控制、计算机视觉和强化学习等领域的研究和应用。
This dataset is a professional dataset for robot learning, focusing on pick-and-place tasks and built using the LeRobot framework. It contains 49 complete episodes, totaling 30,967 frames at a frame rate of 30fps. The robot type is omy_f3m (likely a specific robot model), and the tasks involve manipulating GreenSquare and RedBox objects. The dataset provides multi-source observation data: video observations from a wrist camera (resolution 270x480, 3 channels) and a top camera (resolution 480x640, 3 channels), as well as robot state observations (e.g., joint positions) and action data (e.g., control commands). All data is stored in parquet format and divided into a training set (covering all episodes). This dataset is suitable for research and applications in areas such as robot control, computer vision, and reinforcement learning.
数据集总览
- 数据集名称:
omy_f3m_WoensdagPickPlace1340 - 许可协议: Apache-2.0
- 任务类别: 机器人学 (Robotics)
- 标签: LeRobot, omy_f3m, robotis, pick, place, GreenSquare, RedBox
数据集结构
- 机器人类型: omy_f3m
- 总片段数 (Total Episodes): 49
- 总帧数 (Total Frames): 30,967
- 总任务数 (Total Tasks): 1
- 总视频数 (Total Videos): 98
- 总数据块数 (Total Chunks): 1
- 数据块大小 (Chunks Size): 1,000
- 帧率 (FPS): 30
- 数据集划分: 训练集 (Episodes 0:48)
数据特征
| 特征名称 | 数据类型 | 形状 | 说明 |
|---|---|---|---|
timestamp |
float32 | [1] | 时间戳 |
frame_index |
int64 | [1] | 帧索引 |
episode_index |
int64 | [1] | 片段索引 |
index |
int64 | [1] | 数据索引 |
task_index |
int64 | [1] | 任务索引 |
observation.images.cam_wrist |
video | [270, 480, 3] | 腕部摄像头图像 (H.264编码, 270x480像素) |
observation.images.cam_top |
video | [480, 640, 3] | 顶部摄像头图像 (H.264编码, 480x640像素) |
observation.state |
float32 | [7] | 机器人关节状态 (joint1~joint6, rh_r1_joint) |
action |
float32 | [7] | 机器人动作 (joint1~joint6, rh_r1_joint) |
数据路径
- 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
任务描述
该数据集包含机器人执行“拾取与放置 (pick and place)”任务的演示数据,涉及物体包括绿色方块 (GreenSquare) 和红色盒子 (RedBox)。数据集采用 LeRobot 格式构建。



