A dataset of daily interactive manipulation

被引:28
作者
Huang, Yongqiang [1 ]
Sun, Yu [1 ]
机构
[1] Univ S Florida, Dept Comp Sci & Engn, Tampa, FL USA
基金
美国国家科学基金会;
关键词
Dataset; interactive manipulation; force; motion tracking; OBJECT MANIPULATION; FORCE;
D O I
10.1177/0278364919849091
中图分类号
TP24 [机器人技术];
学科分类号
080202 ; 1405 ;
摘要
Robots that succeed in factories may struggle to complete even the simplest daily task that humans take for granted, because the change of environment makes the task exceedingly difficult. Aiming to teach robots to perform daily interactive manipulation in a changing environment using human demonstrations, we collected our own data of interactive manipulation. The dataset focuses on the position, orientation, force, and torque of objects manipulated in daily tasks. The dataset includes 1,603 trials of 32 types of daily motions and 1,596 trials of pouring alone, as well as helper code. We present our dataset to facilitate the research on task-oriented interactive manipulation.
引用
收藏
页码:879 / 886
页数:8
相关论文
共 31 条
[1]   Learning the semantics of object-action relations by observation [J].
Aksoy, Eren Erdal ;
Abramov, Alexey ;
Doerr, Johannes ;
Ning, Kejun ;
Dellen, Babette ;
Woergoetter, Florentin .
INTERNATIONAL JOURNAL OF ROBOTICS RESEARCH, 2011, 30 (10) :1229-1249
[2]   Data-Driven Classification of Screwdriving Operations [J].
Aronson, Reuben M. ;
Bhatia, Ankit ;
Jia, Zhenzhong ;
Guillame-Bert, Mathieu ;
Bourne, David ;
Dubrawski, Artur ;
Mason, Matthew T. .
2016 INTERNATIONAL SYMPOSIUM ON EXPERIMENTAL ROBOTICS, 2017, 1 :244-253
[3]  
Bianchi M, 2016, ARXIV160902531
[4]  
Bruno B, 2014, IEEE ROMAN, P738, DOI 10.1109/ROMAN.2014.6926341
[5]  
Das P, 2013, 2013 IEEE C COMP VIS
[6]  
Fathi A., 2011, 2011 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), P3281, DOI 10.1109/CVPR.2011.5995444
[7]  
Fathi A, 2012, LECT NOTES COMPUT SC, V7572, P314, DOI 10.1007/978-3-642-33718-5_23
[8]   Control strategies in object manipulation tasks [J].
Flanagan, J. Randall ;
Bowman, Miles C. ;
Johansson, Roland S. .
CURRENT OPINION IN NEUROBIOLOGY, 2006, 16 (06) :650-659
[9]  
Hodgins F., 2009, CMURITR0822
[10]  
Huang YQ, 2017, IEEE INT C INT ROBOT, P7005, DOI 10.1109/IROS.2017.8206626