DYNAMIC VISUAL SALIENCY MODELING BASED ON SPATIOTEMPORAL ANALYSIS

被引:6
作者
Chen, Duan-Yu
Tyan, Hsiao-Rong
Hsiao, Dun-Yu
Shih, Sheng-Wen
Liao, Hong-Yuan Mark
机构
来源
2008 IEEE INTERNATIONAL CONFERENCE ON MULTIMEDIA AND EXPO, VOLS 1-4 | 2008年
关键词
visual attention; spatiotemporal analysis;
D O I
10.1109/ICME.2008.4607627
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Producing an appropriate extent of visually salient regions in video sequences is a challenging task. In this work, we propose a novel approach for modeling dynamic visual attention based on spatiotemporal analysis. Our model first detects salient points in three-dimensional video volumes, and then uses them as seeds to search the extent of salient regions in a motion attention map. To determine the extent of attended regions, the maximum entropy in the spatial domain is used to analyze the dynamics obtained from spatiotemporal analysis. The experiment results show that the proposed dynamic visual attention model can effectively detect visual saliency through successive video volumes.
引用
收藏
页码:1085 / 1088
页数:4
相关论文
共 10 条
[1]  
Harris C. G., 1988, P 4 ALV VIS C, DOI [10.5244/C.2.23, DOI 10.5244/C.2.23]
[2]   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
[3]   Computational modelling of visual attention [J].
Itti, L ;
Koch, C .
NATURE REVIEWS NEUROSCIENCE, 2001, 2 (03) :194-203
[4]  
James W., 1980, PRINCIPLES PSYCHOL
[5]   Space-time interest points [J].
Laptev, I ;
Lindeberg, T .
NINTH IEEE INTERNATIONAL CONFERENCE ON COMPUTER VISION, VOLS I AND II, PROCEEDINGS, 2003, :432-439
[6]   An efficient spatiotemporal attention model and its application to shot matching [J].
Li, Shan ;
Lee, Moon-Chuen .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2007, 17 (10) :1383-1387
[7]  
Lucas B. D., 1981, IJCAI 81 7 INT JOINT, V2, P674
[8]  
Ma Yu-Fei, 2002, ACM MULTIMEDIA, P533
[9]  
Navalpakkam V., 2006, P IEEE C COMP VIS PA, V2, P2049
[10]  
Zhai Y., 2006, P 14 ACM INT C MULTI, P815, DOI [10.1145/1180639.1180824, DOI 10.1145/1180639.1180824]