Dynamic visual selective attention model

被引:22
作者
Ban, Sang-Woo [2 ]
Lee, Inwon [1 ]
Lee, Minho [1 ]
机构
[1] Kyungpook Natl Univ, Sch Elect Engn & Comp Sci, Taegu 702701, South Korea
[2] Dongguk Univ, Dept Informat & Commun Engn, Geyongju 780714, Gyeongbuk, South Korea
关键词
dynamic visual selective attention; bottom-up saliency map; maximum entropy;
D O I
10.1016/j.neucom.2007.03.003
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We propose a new biologically motivated dynamic bottom-up selective attention model, which can generate a saliency map (SM) by considering dynamics of continuous input scenes as well as saliency of the primitive features of a static input scene. The maximum entropy algorithm is used to develop the dynamic selective attention model, whereby the input consists of the static bottom-up SMs for the successive static scenes. The experimental results show that the proposed model can generate more plausible scan paths for a dynamic scene compared with those obtained by the static bottom-up attention model. (c) 2007 Elsevier B.V. All rights reserved.
引用
收藏
页码:853 / 856
页数:4
相关论文
共 9 条
[1]  
BARLOW HB, 1992, OPTICAL SOC AM TECHN, V23, P172
[2]   The ''independent components'' of natural scenes are edge filters [J].
Bell, AJ ;
Sejnowski, TJ .
VISION RESEARCH, 1997, 37 (23) :3327-3338
[3]   Biologically motivated vergence control system using human-like selective attention model [J].
Choi, SB ;
Jung, BS ;
Ban, SW ;
Niitsuma, H ;
Lee, M .
NEUROCOMPUTING, 2006, 69 (4-6) :537-558
[4]   A model of saliency-based visual attention for rapid scene analysis [J].
Itti, L ;
Koch, C ;
Niebur, E .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1998, 20 (11) :1254-1259
[5]   Saliency, scale and image description [J].
Kadir, T ;
Brady, M .
INTERNATIONAL JOURNAL OF COMPUTER VISION, 2001, 45 (02) :83-105
[6]  
Koike T, 2002, LECT NOTES COMPUT SC, V2525, P408
[7]   A model of active visual search with object-based attention guiding scan paths [J].
Lanyon, LJ ;
Denham, SL .
NEURAL NETWORKS, 2004, 17 (5-6) :873-897
[8]  
Ramstrom O, 2002, LECT NOTES COMPUT SC, V2525, P462
[9]  
Ratnaparkhi A., 1998, MAXIMUM ENTROPY MODE