Eye-Hand Behavior in Human-Robot Shared Manipulation

作者: Reuben M. Aronson , Thiago Santini , Thomas C. Kübler , Enkelejda Kasneci , Siddhartha Srinivasa

DOI: 10.1145/3171221.3171287

关键词: Smooth pursuitEye trackingTask (project management)Process (engineering)Human eyeHuman–robot interactionComputer scienceHuman–computer interactionJoystickGaze

摘要: Shared autonomy systems enhance people's abilities to perform activities of daily living using robotic manipulators. Recent succeed by first identifying their operators' intentions, typically analyzing the user's joystick input. To this recognition, it is useful characterize behavior while performing such a task. Furthermore, eye gaze rich source information for understanding operator intention. The goal paper provide novel insights into dynamics control and in human-robot shared manipulation tasks. achieve goal, we conduct data collection study that uses an tracker record during activity, both with without assistance. We process signals from extract features like saccades, fixations, smooth pursuits, scan paths. analyze those identify patterns behaviors highlight where these are similar different previous findings about human-only work described lays foundation model natural human manipulation.

参考文章(63)
Enkelejda Kasneci, Gjergji Kasneci, Thomas C. Kübler, Wolfgang Rosenstiel, Online Recognition of Fixations, Saccades and Smooth Pursuits for Automated Analysis of Traffic Hazard Perception Artificial Neural Networks. pp. 411- 434 ,(2015) , 10.1007/978-3-319-09903-3_20
Michael Argyle, Mark Cook, Gaze and mutual gaze ,(1976)
Huan Liu, Lei Yu, Feature selection for high-dimensional data: a fast correlation-based filter solution international conference on machine learning. pp. 856- 863 ,(2003)
Roland S. Johansson, Göran Westling, Anders Bäckström, J. Randall Flanagan, Eye–Hand Coordination in Object Manipulation The Journal of Neuroscience. ,vol. 21, pp. 6917- 6932 ,(2001) , 10.1523/JNEUROSCI.21-17-06917.2001
Christian Braunagel, Enkelejda Kasneci, Wolfgang Stolzmann, Wolfgang Rosenstiel, Driver-Activity Recognition in the Context of Conditionally Autonomous Driving international conference on intelligent transportation systems. ,vol. 18, pp. 1652- 1657 ,(2015) , 10.1109/ITSC.2015.268
S.P. Marshall, The Index of Cognitive Activity: measuring cognitive workload conference on human factors and power plants. pp. 7- 7 ,(2002) , 10.1109/HFPP.2002.1042860
Dario D. Salvucci, Joseph H. Goldberg, Identifying fixations and saccades in eye-tracking protocols Proceedings of the symposium on Eye tracking research & applications - ETRA '00. pp. 71- 78 ,(2000) , 10.1145/355017.355028
Soichi Ando, Noriyuki Kida, Shingo Oda, None, Central and peripheral visual reaction time of soccer players and nonathletes. Perceptual and Motor Skills. ,vol. 92, pp. 786- 794 ,(2001) , 10.2466/PMS.2001.92.3.786
W. Einhauser, J. Stout, C. Koch, O. Carter, Pupil dilation reflects perceptual selection and predicts subsequent stability in perceptual rivalry Proceedings of the National Academy of Sciences of the United States of America. ,vol. 105, pp. 1704- 1709 ,(2008) , 10.1073/PNAS.0707727105