large-scale tactile demonstration dataset and robot-free data collection进阶
Fucai Zhu, Xidong Zhang, Yichi Zhang, Yipan Wang, Fubo Wang, Zibin Wu, Kaiqi Li, Jianhao Jiao, Shihan Lu, Di Hu, Mengdi Xu, Siyu Zhu, Xiaoxiao Long, Yao Yao, Xun Cao, Zhuo Xu, Koichi Hashimoto, Qifeng Chen, Zhe Li, Jianfei YangDaimon Robotics, Nanjing University, Great Bay University, with Tohoku University, SUSTech, HKUST, NTU, UCL, Tsinghua, Fudan, KTH, NUS and Google DeepMind authors
戴盟机器人(Daimon Robotics)与多所合作高校制作了200台带指尖触觉传感器的手持夹爪,在没有机器人参与的情况下记录了超过1万小时、100万条人类操作演示。这篇预印本显示,仅用这些数据训练的机器人策略加入触觉信号后,在三项双臂真机任务上的平均成功率从约50%升至约74%。