rb10_vr_demo_0
收藏资源简介:
该数据集使用LeRobot创建,是一个机器人领域的数据集,专门针对rb10机器人。它包含动作数据(如关节位置和夹爪控制)、状态观测(关节状态)、图像观测(来自前置摄像头的视频,分辨率为640x480,帧率为30fps)以及时间戳、帧索引、episode索引等元数据。数据集总共有8个episodes和2336帧,用于训练任务,数据以parquet和mp4格式存储,总数据大小约为300MB。
This dataset, developed using LeRobot, is a robotics-focused dataset tailored for the rb10 robot. It includes action data (such as joint positions and gripper controls), state observations (joint states), image observations (videos captured by the front-facing camera with a resolution of 640x480 and a frame rate of 30fps), as well as metadata including timestamps, frame indices, and episode indices. The dataset contains a total of 8 episodes and 2336 frames, and is designed for training tasks. The data is stored in Parquet and MP4 formats, with an overall size of approximately 300 MB.
数据集概述
- 数据集名称:
rainbowrobotics/rb10_vr_demo_0 - 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
- 可视化: 可在 可视化空间 预览
数据集结构
- 技术版本: v3.0
- 数据格式: Parquet 文件 (路径:
data/*/*.parquet) - 视频格式: MP4 文件 (路径:
videos/{video_key}/chunk-{chunk_index:03d}/file-{file_index:03d}.mp4) - 帧率 (FPS): 30
- 机器人类型: rb10
数据规模
| 指标 | 数值 |
|---|---|
| 总片段数 (episodes) | 8 |
| 总帧数 (frames) | 2336 |
| 总任务数 (tasks) | 1 |
| 数据文件大小 | 100 MB |
| 视频文件大小 | 200 MB |
特征说明
| 特征名称 | 数据类型 | 形状 | 含义 |
|---|---|---|---|
action |
float32 | [7] | 动作指令 (7个关节/夹爪) |
observation.state |
float32 | [7] | 观测状态 (7个关节/夹爪) |
observation.images.front |
video | [640, 480, 3] | 前置摄像头视频 (编码: av1, 分辨率: 640x480, 彩色) |
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 |
数据划分
- 训练集 (train): 所有8个片段 (
0:8)
引用
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