Gaze control for visually guided manipulation

作者: Jose Ignacio Nunez-Varela

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摘要: Human studies have shown that gaze shifts are mostly driven by the task. One explanation is fixations gather information about task relevant properties, where relevance signalled reward. This thesis pursues primarily an engineering science goal to determine what mechanisms a rational decision maker could employ select location optimally, or near given limited and computation time. To do so we formulate characterise three computational models of shifting (implemented on simulated humanoid robot), which use lookahead imagine informational effects possible fixations. Our first model selects most reduces uncertainty in scene (Unc), second maximises expected rewards reducing (Rew+Unc), third gain cumulative reward (Rew+Unc+Gain). We also present integrated account visual search process into Rew+Unc+Gain scheme. secondary concerned with way humans might next location. compare hand-eye coordination timings our previously published human data, provide evidence only incorporate both (Rew+Unc Rew+Unc+Gain) match data.

参考文章(180)
James A. R. Marshall, Rafal Bogacz, Iain D. Gilchrist, Consistent Implementation of Decisions in the Brain PLoS ONE. ,vol. 7, pp. e43443- ,(2012) , 10.1371/JOURNAL.PONE.0043443
Tomohiro Shibata, Sethu Vijayakumar, Jörg Conradt, Stefan Schaal, Biomimetic oculomotor control Adaptive Behavior. ,vol. 9, pp. 189- 207 ,(2001) , 10.1177/10597123010093005
Milos Hauskrecht, Branislav Kveton, Linear Program Approximations for Factored Continuous-State Markov Decision Processes neural information processing systems. ,vol. 16, pp. 895- 902 ,(2003)
Constantin A. Rothkopf, Dana H. Ballard, Mary M. Hayhoe, Task and context determine where you look Journal of Vision. ,vol. 7, pp. 16- 16 ,(2016) , 10.1167/7.14.16
Daniel T. Levin, Nausheen Momen, Sarah B. Drivdahl, Daniel J. Simons, Change blindness blindness: The metacognitive error of overestimating change-detection ability. Visual Cognition. ,vol. 7, pp. 397- 412 ,(2000) , 10.1080/135062800394865
J. Triesch, D. H. Ballard, M. M. Hayhoe, B. T. Sullivan, What you see is what you need. Journal of Vision. ,vol. 3, pp. 86- 94 ,(2003) , 10.1167/3.1.9
Jose Nunez-Varela, B. Ravindran, Jeremy L. Wyatt, Where do i look now? Gaze allocation during visually guided manipulation 2012 IEEE International Conference on Robotics and Automation. pp. 4444- 4449 ,(2012) , 10.1109/ICRA.2012.6225226
Laurent Itti, Christof Koch, Computational modelling of visual attention. Nature Reviews Neuroscience. ,vol. 2, pp. 194- 203 ,(2001) , 10.1038/35058500
F. Chao, M.H. Lee, J.J. Lee, A developmental algorithm for ocular-motor coordination Robotics and Autonomous Systems. ,vol. 58, pp. 239- 248 ,(2010) , 10.1016/J.ROBOT.2009.08.002
Christian Smith, Yiannis Karayiannidis, Lazaros Nalpantidis, Xavi Gratal, Peng Qi, Dimos V. Dimarogonas, Danica Kragic, Short survey: Dual arm manipulation-A survey Robotics and Autonomous Systems. ,vol. 60, pp. 1340- 1353 ,(2012) , 10.1016/J.ROBOT.2012.07.005