three_tool_BCE_merged_210
收藏资源简介:
该数据集是用于机器人操作的模仿学习数据集,包含210个演示片段,总帧数134899帧,涵盖4个任务。每个演示记录包括6维机器人关节动作(肩部旋转、肩部升降、肘部弯曲、腕部弯曲、腕部旋转、夹爪位置)和对应的6维观测状态,以及来自两个摄像头(480x640分辨率,30fps,AV1编码)的RGB视频。数据集通过LeRobot框架创建,机器人类型为so_follower,采用Apache-2.0许可证。
This dataset is an imitation learning dataset for robot manipulation, containing 210 demonstration episodes with a total of 134,899 frames, covering 4 tasks. Each demonstration record includes 6-dimensional robot joint actions (shoulder rotation, shoulder lift, elbow bend, wrist bend, wrist rotation, gripper position) and corresponding 6-dimensional observation states, as well as RGB videos from two cameras (480x640 resolution, 30fps, AV1 encoding). The dataset is created using the LeRobot framework, with robot type so_follower, and is licensed under Apache-2.0.
数据集概述
基本信息
- 数据集地址:https://huggingface.co/datasets/JanPhilipp/three_tool_BCE_merged_210
- 许可证:apache-2.0
- 任务类别:robotics(机器人)
- 标签:LeRobot
- 创建工具:使用 LeRobot 创建
- 数据集可视化:https://huggingface.co/spaces/lerobot/visualize_dataset?path=JanPhilipp/three_tool_BCE_merged_210
数据集描述
- 主页:More Information Needed
- 论文:More Information Needed
- 许可证:apache-2.0
数据集结构
- 配置文件:default
- 数据文件:data//.parquet
- 代码库版本:v3.0
- 帧率(fps):30
特征(Features)
- action:float32,形状 [6],名称包括 shoulder_pan.pos、shoulder_lift.pos、elbow_flex.pos、wrist_flex.pos、wrist_roll.pos、gripper.pos
- observation.state:float32,形状 [6],名称包括 shoulder_pan.pos、shoulder_lift.pos、elbow_flex.pos、wrist_flex.pos、wrist_roll.pos、gripper.pos
- observation.images.camera1:video 类型,形状 [480, 640, 3],名称包括 height、width、channels,视频信息包括:
- is_depth_map: false
- video.height: 480
- video.width: 640
- video.codec: av1
- video.pix_fmt: yuv420p
- video.fps: 30
- video.channels: 3
- has_audio: false
- video.g: 2
- video.crf: 30
- video.preset: 12
- video.fast_decode: 0
- video.video_backend: pyav
- video.extra_options: {}
- observation.images.camera2:video 类型,形状 [480, 640, 3],名称包括 height、width、channels,视频信息包括:
- is_depth_map: false
- video.height: 480
- video.width: 640
- video.codec: av1
- video.pix_fmt: yuv420p
- video.fps: 30
- video.channels: 3
- has_audio: false
- video.g: 2
- video.crf: 30
- video.preset: 12
- video.fast_decode: 0
- video.video_backend: pyav
- video.extra_options: {}
- timestamp:float32,形状 [1],无名称
- frame_index:int64,形状 [1],无名称
- episode_index:int64,形状 [1],无名称
- index:int64,形状 [1],无名称
- task_index:int64,形状 [1],无名称
统计信息
- 总回合数(total_episodes):210
- 总帧数(total_frames):134899
- 总任务数(total_tasks):4
- chunks_size:1000
- data_files_size_in_mb:100
- video_files_size_in_mb:200
- 数据路径(data_path):data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet
- 视频路径(video_path):videos/{video_key}/chunk-{chunk_index:03d}/file-{file_index:03d}.mp4
- 机器人类型(robot_type):so_follower
- 划分(splits):train 划分范围为 0:210
引用
- BibTeX:More Information Needed



