项目一:MuJoCo 环境下自动化数据采集系统的构建

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Assessment

Difficulty
5/5
Estimated time
Over a week
Newbie friendliness
35/100
Issue type
Feature
Clarity
Needs clarification
Activity status
Quiet
Tech stack
python
Domain
robotics

Research direction

No files or tests are named. Start by locating the existing real and sim interfaces and the current data format, then compare their collection flows; done means a MuJoCo ball-and-ground scene supports tracking and avoidance modes, manual and randomized collection, and produces matching training data.

Written by the indexing model from the issue text.

Description

项目一:MuJoCo 环境下自动化数据采集系统的构建

📖 用户故事

作为 机器人学习研究人员,
我希望 在 MuJoCo 页面中快速搭建可定制化的简易场景,并自动化地完成数据采集,
以便 无需手动操作即可批量生成高质量的训练数据,用于后续 ACT 模型的训练与迭代。

✅ 验收标准

1. 内置场景:移动小球

只包含两个元素:一个球、一个地面。

  • 地面:灰色平面
  • 球:红色小球,有物理属性,按预设轨迹或随机移动

实现采集和训练两种任务模式:

模式 目标 成功条件
跟踪球 保持观察视角始终对准球 球始终在视野范围内
避开球 远离球 到球面前会向左右避开
2. 自动化数据采集流水线
  • 实现一个和sim界面一致的界面,支持手动进行数据采集
  • 数据格式和之前的real界面和sim界面保持一致
  • 可以通过代码或 ui 随机生成小球位置让小车进行跟随或避开,采集多样的数据
Dominant language
Python
Stars
7
Forks
6
PR merge metrics
No merged PRs in 30d

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