eval_act_CameraOnGripperColoredPiece
收藏资源简介:
该数据集由LeRobot创建,专为机器人学习任务设计,包含10个完整的情节(episodes),总计5619帧数据,采样率为每秒30帧。数据以parquet文件和视频文件形式存储,总数据量约100MB,视频文件约200MB。数据集特征包括:6维浮点型动作向量,用于控制机器人关节(包括肩部平移、肩部升降、肘部弯曲、腕部弯曲、腕部旋转和夹爪位置);6维浮点型观测状态,对应相同关节位置;夹爪摄像头拍摄的640x480分辨率RGB图像观测;以及时间戳、帧索引、情节索引等元数据。数据集仅包含训练集,适用于机器人控制与模仿学习研究。
This dataset is created by LeRobot for robot learning tasks, containing 10 complete episodes with a total of 5619 frames sampled at 30 frames per second. The data is stored in parquet files and video files, with a total size of approximately 100MB and video files of about 200MB. Features include: 6-dimensional floating-point action vectors (controlling shoulder translation, shoulder elevation, elbow flexion, wrist flexion, wrist rotation, and gripper position), 6-dimensional floating-point observation states (corresponding to the same joint positions), RGB image observations from a gripper camera at 640x480 resolution, and metadata such as timestamps, frame indices, and episode indices. The dataset includes only a training set and is suitable for robot control and imitation learning research.
数据集概述
数据集名称: eval_act_CameraOnGripperColoredPiece
许可协议: Apache-2.0
任务类别: 机器人学 (Robotics)
相关标签: LeRobot
数据集结构
- 代码版本: v3.0
- 机器人类型: so101_follower
- 总回合数: 10
- 总帧数: 5619
- 总任务数: 1
- 数据块大小: 1000
- 数据文件大小: 100 MB
- 视频文件大小: 200 MB
- 帧率 (FPS): 30
数据集划分
- 训练集: 全部 10 个回合 (序号 0 到 9)
数据存储路径
- 数据文件:
data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet - 视频文件:
videos/{video_key}/chunk-{chunk_index:03d}/file-{file_index:03d}.mp4
特征说明
| 特征名称 | 数据类型 | 形状 | 描述 |
|---|---|---|---|
action |
float32 | [6] | 机器人动作:shoulder_pan.pos, shoulder_lift.pos, elbow_flex.pos, wrist_flex.pos, wrist_roll.pos, gripper.pos |
observation.state |
float32 | [6] | 机器人状态观测,与动作字段具有相同的6个关节位置 |
observation.images.onGripper |
video | [640, 480, 3] | 安装在夹爪上的摄像头拍摄的视频,分辨率640×480,AV1编码,30 FPS |
timestamp |
float32 | [1] | 时间戳 |
frame_index |
int64 | [1] | 帧序号 |
episode_index |
int64 | [1] | 回合序号 |
index |
int64 | [1] | 索引 |
task_index |
int64 | [1] | 任务序号 |



