eval_smolvla_sorting_action_expert_ft_121ep_step160000_A_OOD_v1
收藏资源简介:
该数据集是一个机器人学数据集,使用LeRobot工具创建,专门用于机器人控制和学习任务。它包含3个episodes,总计4035帧,对应1个任务,帧率为30fps。数据以parquet格式存储,总数据文件大小为100MB,视频文件大小为200MB。特征包括:动作数据(action),包含6个浮点型关节位置(如肩部平移、肩部提升、肘部弯曲、腕部弯曲、腕部旋转和夹爪位置);观测状态(observation.state),同样包含6个浮点型关节位置;两个图像观测(observation.images.top和observation.images.wrist),均为视频格式,分辨率480x640,3通道(RGB),使用av1编解码器,无音频;以及时间戳、帧索引、episode索引、索引和任务索引等元数据。适用于机器人模拟、动作学习和视觉-动作映射等研究。
This dataset is a robotics dataset created using the LeRobot tool, specifically designed for robot control and learning tasks. It contains 3 episodes, totaling 4035 frames, corresponding to 1 task, with a frame rate of 30fps. Data is stored in parquet format, with a total data file size of 100MB and a video file size of 200MB. Features include: action data (action), comprising 6 floating-point joint positions (e.g., shoulder translation, shoulder lift, elbow bend, wrist bend, wrist rotation, and gripper position); observation state (observation.state), also with 6 floating-point joint positions; two image observations (observation.images.top and observation.images.wrist), both in video format with a resolution of 480x640, 3 channels (RGB), using the av1 codec, without audio; and metadata such as timestamps, frame index, episode index, index, and task index. It is suitable for research in robot simulation, action learning, and vision-action mapping.
数据集概述
- 数据集名称:
eval_smolvla_sorting_action_expert_ft_121ep_step160000_A_OOD_v1 - 许可证: Apache-2.0
- 任务类别: 机器人学 (robotics)
- 标签: LeRobot
- 来源: 使用 LeRobot 创建
数据集规模
- 总片段数 (Total Episodes): 3
- 总帧数 (Total Frames): 4035
- 总任务数 (Total Tasks): 1
- 帧率 (FPS): 30
- 数据文件大小: 100 MB
- 视频文件大小: 200 MB
- 块大小 (Chunks Size): 1000
数据集结构
- 机器人类型: so_follower
- 数据路径:
data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet - 视频路径:
videos/{video_key}/chunk-{chunk_index:03d}/file-{file_index:03d}.mp4 - 数据格式: Parquet 文件 + MP4 视频文件
- 划分: 训练集包含全部 3 个片段 (train: "0:3")
特征说明
| 特征名称 | 数据类型 | 形状 | 字段说明 |
|---|---|---|---|
action |
float32 | [6] | 6 个关节动作:shoulder_pan.pos, shoulder_lift.pos, elbow_flex.pos, wrist_flex.pos, wrist_roll.pos, gripper.pos |
observation.state |
float32 | [6] | 6 个关节状态:与 action 名称相同 |
observation.images.top |
video | [480, 640, 3] | 顶部摄像头视频,分辨率 480x640,3 通道,AV1 编码 |
observation.images.wrist |
video | [480, 640, 3] | 腕部摄像头视频,分辨率 480x640,3 通道,AV1 编码 |
timestamp |
float32 | [1] | 时间戳 |
frame_index |
int64 | [1] | 帧索引 |
episode_index |
int64 | [1] | 片段索引 |
index |
int64 | [1] | 索引 |
task_index |
int64 | [1] | 任务索引 |



