ON THE ROLE OF CONTEXT IN PROBABILISTIC MODELS OF VISUAL SALIENCY

被引:2
作者
Bruce, Neil D. B. [1 ]
Kornprobst, Pierre [1 ]
机构
[1] INRIA, F-06902 Sophia Antipolis, France
来源
2009 16TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOLS 1-6 | 2009年
关键词
saliency; context; image statistics; attention; ATTENTION;
D O I
10.1109/ICIP.2009.5414483
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In recent years, many principled probabilistic definitions for the determination of visual saliency have been proposed. Moreover, there has been increased focus on the role of context in the determination of visual salience. Prior efforts have shed some light on how context may help in predicting the location of, or presence of features associated with an object in the context of detection or recognition. Nevertheless, there remains a variety of manners in which context may be exploited towards providing better judgements of salient content. In this light, we investigate the role of context in the probabilistic determination of salience while presenting a number of potential avenues for future research.
引用
收藏
页码:3089 / 3092
页数:4
相关论文
共 12 条
[1]  
[Anonymous], 2006, Advances in Neural Information Processing Systems
[2]   Image analysis through local information measures [J].
Bruce, N .
PROCEEDINGS OF THE 17TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION, VOL 1, 2004, :616-619
[3]   Saliency, attention, and visual search: An information theoretic approach [J].
Bruce, Neil D. B. ;
Tsotsos, John K. .
JOURNAL OF VISION, 2009, 9 (03)
[4]  
GAO D, 2008, ADV NEURAL INFORM PR, V20
[5]  
Itti L., 2006, ADV NEURAL INFORM PR, V19, P1
[6]   A coherent computational approach to model bottom-up visual attention [J].
Le Meur, O ;
Le Callet, P ;
Barba, D ;
Thoreau, D .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2006, 28 (05) :802-817
[7]   Independent component analysis using an extended infomax algorithm for mixed subgaussian and supergaussian sources [J].
Lee, TW ;
Girolami, M ;
Sejnowski, TJ .
NEURAL COMPUTATION, 1999, 11 (02) :417-441
[8]   Salient features in gaze-aligned recordings of human visual input during free exploration of natural environments [J].
Schumann, Frank ;
Einhaeuser-Treyer, Wolfgang ;
Vockeroth, Johannes ;
Bartl, Klaus ;
Schneider, Erich ;
Koenig, Peter .
JOURNAL OF VISION, 2008, 8 (14)
[9]   A MATHEMATICAL THEORY OF COMMUNICATION [J].
SHANNON, CE .
BELL SYSTEM TECHNICAL JOURNAL, 1948, 27 (03) :379-423
[10]   Contextual guidance of eye movements and attention in real-world scenes: The role of global features in object search [J].
Torralba, Antonio ;
Oliva, Aude ;
Castelhano, Monica S. ;
Henderson, John M. .
PSYCHOLOGICAL REVIEW, 2006, 113 (04) :766-786