Modelling divided visual attention with a winner-take-all network

被引:26
|
作者
Standage, DI [1 ]
Trappenberg, TP
Klein, RM
机构
[1] Dalhousie Univ, Fac Comp Sci, Halifax, NS, Canada
[2] Dalhousie Univ, Dept Psychol, Halifax, NS, Canada
关键词
visual attention; winner-take-all; spatial saliency;
D O I
10.1016/j.neunet.2005.06.015
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Experimental evidence on the distribution of visual attention supports the idea of a spatial saliency map, whereby bottom-up and top-down influences on attention are integrated by a winner-take-all mechanism. We implement this map with a continuous attractor neural network, and test the ability of our model to explain experimental evidence on the distribution of spatial attention. The majority of evidence supports the view that attention is unitary, but recent experiments provide evidence for split attentional foci. We simulate two such experiments. Our results suggest that the ability to divide attention depends on sustained endogenous signals from short term memory to the saliency map, stressing the interplay between working memory mechanisms and attention. (c) 2005 Elsevier Ltd. All rights reserved.
引用
收藏
页码:620 / 627
页数:8
相关论文
共 50 条
  • [41] WINNER-TAKE-ALL CIRCUIT FOR NEUROCOMPUTING APPLICATIONS
    PERFETTI, R
    IEE PROCEEDINGS-G CIRCUITS DEVICES AND SYSTEMS, 1990, 137 (05): : 353 - 359
  • [42] Analysis for a class of winner-take-all model
    Hong Kong Baptist Univ, Kowloon Tong, Hong Kong
    IEEE Trans Neural Networks, 1 (64-71):
  • [43] ON THE WINNER-TAKE-ALL PRINCIPLE IN INNOVATION RACES
    Denicolo, Vincenzo
    Franzoni, Luigi A.
    JOURNAL OF THE EUROPEAN ECONOMIC ASSOCIATION, 2010, 8 (05) : 1133 - 1158
  • [44] Affirmative action in winner-take-all markets
    Fryer Jr. R.G.
    Loury G.C.
    The Journal of Economic Inequality, 2005, 3 (3) : 263 - 280
  • [45] Comparator trees for winner-take-all circuits
    Hendry, DC
    NEUROCOMPUTING, 2004, 62 : 389 - 403
  • [46] Proportionality, winner-take-all, and distributive justice
    Reiff, Mark R.
    POLITICS PHILOSOPHY & ECONOMICS, 2009, 8 (01) : 5 - 42
  • [47] An Offset Cancelled Winner-Take-All Circuit
    Kim, Dongsoo
    Cheon, Jimin
    Han, Gunhee
    IEICE TRANSACTIONS ON FUNDAMENTALS OF ELECTRONICS COMMUNICATIONS AND COMPUTER SCIENCES, 2009, E92A (02): : 430 - 435
  • [48] Distributed Winner-Take-All in Dynamic Networks
    Li, Shuai
    Zhou, MengChu
    Luo, Xin
    You, Zhu-Hong
    IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2017, 62 (02) : 577 - 589
  • [49] Winner-Take-All Neural Network with Digital Frequency-Locked Loop
    Hikawa, Hiroomi
    2015 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS (ISCAS), 2015, : 2517 - 2520
  • [50] Feature competition in a spike-based winner-take-all VLSI network
    Liu, Shih-Chii
    Oster, Matthias
    2006 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS, VOLS 1-11, PROCEEDINGS, 2006, : 3634 - +