omy_f3m_MultiTask50EpisodesDinsdag
收藏资源简介:
该数据集是一个机器人控制数据集,使用LeRobot框架创建,专门针对omy_f3m机器人类型。数据集包含5个episodes,总计1146帧,涉及3个任务,视频数据以30帧每秒的帧率录制,分为训练集(0:5)。数据集结构包括多视角图像观测(来自手腕、顶部和侧面摄像头,分辨率分别为848x480、640x480和640x480)、状态观测(7个关节状态)和动作数据(7个关节动作),所有数据以Parquet格式存储。数据集适用于机器人学习任务,如模仿学习或强化学习。
This is a robotic control dataset developed using the LeRobot framework, specifically designed for the omy_f3m robot model. It contains 5 episodes with a total of 1146 frames, covering 3 tasks. The video data was recorded at 30 frames per second, and the dataset is partitioned into the training set with indices 0:5. The dataset structure includes multi-view image observations from wrist, top, and side cameras, with resolutions of 848x480, 640x480, and 640x480 respectively, 7-dimensional joint state observations, and 7-dimensional joint action data. All data is stored in Parquet format. This dataset is applicable to robotic learning tasks such as imitation learning or reinforcement learning.
数据集概述
数据集名称: omy_f3m_MultiTask50EpisodesDinsdag
许可证: Apache-2.0
任务类别: 机器人学 (Robotics)
标签: LeRobot, omy_f3m, robotis
数据集规模
| 指标 | 数值 |
|---|---|
| 总片段数 (Episodes) | 5 |
| 总帧数 (Frames) | 1146 |
| 总任务数 (Tasks) | 3 |
| 总视频数 (Videos) | 15 |
| 总数据块数 (Chunks) | 1 |
| 帧率 (FPS) | 30 |
| 训练集划分 | 0:5 (所有数据作为训练集) |
数据集结构
- 机器人类型: omy_f3m
- 数据路径格式:
data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet - 视频路径格式:
videos/chunk-{episode_chunk:03d}/{video_key}/episode_{episode_index:06d}.mp4
特征字段
基础标量字段
| 字段名 | 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,) | 全局索引 |
| task_index | int64 | (1,) | 任务索引 |
视觉观测 (摄像头图像)
| 字段名 | 分辨率 (高×宽×通道) | 编码格式 |
|---|---|---|
| observation.images.cam_wrist | 480×848×3 | libx264, yuv420p |
| observation.images.cam_top | 480×640×3 | libx264, yuv420p |
| observation.images.cam_side | 480×640×3 | libx264, yuv420p |
状态观测与动作
| 字段名 | 数据类型 | 形状 | 命名维度 |
|---|---|---|---|
| observation.state | float32 | (7,) | joint1 ~ joint6, rh_r1_joint |
| action | float32 | (7,) | joint1 ~ joint6, rh_r1_joint |
创建工具
本数据集使用 LeRobot 创建。



