RoboTwin 机器人双臂操作仿真平台
第十九届挑战杯“人工智能+”挑战赛分支
基于 RoboTwin 2.0
🤲 网站 | 文档 | 论文 | RoboTwin社区
RoboTwin_2.0_low.mp4
[2.0 Version (lastest)] RoboTwin 2.0: A Scalable Data Generator and Benchmark with Strong Domain Randomization for Robust Bimanual Robotic Manipulation
Under Review 2025: Webpage | Document | PDF | arXiv | Talk (in Chinese) | 机器之心
Tianxing Chen*, Zanxin Chen*, Baijun Chen*, Zijian Cai*, Yibin Liu*, Qiwei Liang, Zixuan Li, Xianliang Lin, Yiheng Ge, Zhenyu Gu, Weiliang Deng, Yubin Guo, Tian Nian, Xuanbing Xie, Qiangyu Chen, Kailun Su, Tianling Xu, Guodong Liu, Mengkang Hu, Huan-ang Gao, Kaixuan Wang, Zhixuan Liang, Yusen Qin, Xiaokang Yang, Ping Luo†, Yao Mu†
[RoboTwin Dual-Arm Collaboration Challenge@CVPR'25 MEIS Workshop] RoboTwin Dual-Arm Collaboration Challenge Technical Report at CVPR 2025 MEIS Workshop
Official Technical Report: PDF | arXiv | 量子位
[1.0 Version] RoboTwin: Dual-Arm Robot Benchmark with Generative Digital Twins
Accepted to CVPR 2025 (Highlight): PDF | arXiv
Yao Mu* †, Tianxing Chen* , Zanxin Chen* , Shijia Peng* , Zhiqian Lan, Zeyu Gao, Zhixuan Liang, Qiaojun Yu, Yude Zou, Mingkun Xu, Lunkai Lin, Zhiqiang Xie, Mingyu Ding, Ping Luo†.
[Early Version] RoboTwin: Dual-Arm Robot Benchmark with Generative Digital Twins (early version)
Accepted to ECCV Workshop 2024 (Best Paper Award): PDF | arXiv
Yao Mu* †, Tianxing Chen* , Shijia Peng, Zanxin Chen, Zeyu Gao, Zhiqian Lan, Yude Zou, Lunkai Lin, Zhiqiang Xie, Ping Luo†.
| Branch Name | Link |
|---|---|
| 2.0 Version Branch | main (最新) |
| 1.0 Version Branch | 1.0 Version |
| 1.0 Version Code Generation Branch | 1.0 Version GPT |
| Early Version Branch | Early Version |
| 第十九届“挑战杯”人工智能专项赛分支 | Challenge-Cup-2025 |
| CVPR 2025 Challenge Round 1 Branch | CVPR-Challenge-2025-Round1 |
| CVPR 2025 Challenge Round 2 Branch | CVPR-Challenge-2025-Round2 |
See RoboTwin 2.0 Document (Usage - Install & Download) for installation instructions. It takes about 20 minutes for installation.
See RoboTwin 2.0 Tasks Doc for more details.
Please Refer to RoboTwin 2.0 Document (Usage) for more details.
本次比赛设置place_dual_shoes, place_empty_cup, put_bottles_dustbin, stack_blocks_three以及stack_bowls_three共5个任务,在评测时使用demo_randomized的任务设置进行评测。
在通过挑战杯官网报名并通过校团委和发榜单位审核后,请在地瓜机器人在线测评网站 注册并提交报名表,随后将获得API_KEY和提交工具。通过该工具提交结果至在线测试,并获取得分和排名。
5项任务中的每项任务,将在5个未公开的环境(背景 & 桌面纹理)中分别测试10次,共50次,取平均分,之后5项任务的得分相加得到总分(总分为100分)。每个环境的桌面上均存在随机的、未公开的干扰物体。同时,环境中存在桌面高度扰动和光照扰动,这部分的设置参考挑战杯分支中 task_configs/demo_randomized.yml 中的设置。
在7月31日之前,在线测试平台将开放不计提交次数的简单评价,即空白桌面且无干扰物体的环境供大家调试。8月1日中午12时起,切换正式测试环境,在正式测试环境中,每个队伍最多可以提交5次。
调试版在线测试平台预计于7于11日24时前开放提交。
在RoboTwin提供的baseline之外,发榜单位提供的baseline链接为SEM.
bash collect_data.sh ${task_name} ${task_config} ${gpu_id}
# Example: bash collect_data.sh place_empty_cup demo_randomized 0
细节可以查看RoboTwin 2.0 Tasks Configurations Doc
部署你的策略: guide
RoboTwin 2.0: A Scalable Data Generator and Benchmark with Strong Domain Randomization for Robust Bimanual Robotic Manipulation
@article{chen2025robotwin,
title={RoboTwin 2.0: A Scalable Data Generator and Benchmark with Strong Domain Randomization for Robust Bimanual Robotic Manipulation},
author={Chen, Tianxing and Chen, Zanxin and Chen, Baijun and Cai, Zijian and Liu, Yibin and Liang, Qiwei and Li, Zixuan and Lin, Xianliang and Ge, Yiheng and Gu, Zhenyu and others},
journal={arXiv preprint arXiv:2506.18088},
year={2025}
}
This repository is released under the MIT license. See LICENSE for additional details.
