Contextual guidance of eye movements and attention in real-world scenes: The role of global features in object search

被引:1187
作者
Torralba, Antonio
Oliva, Aude
Castelhano, Monica S.
Henderson, John M.
机构
[1] MIT, Comp Sci & Artificial Intelligence LAb, Stata Ctr, Cambridge, MA 02139 USA
[2] MIT, Dept Brain & Cognit Sci, Cambridge, MA 02139 USA
[3] Univ Massachusetts, Dept Psychol, Amherst, MA 01003 USA
[4] Univ Edinburgh, Sch Philosophy Psychol & Language Sci, Edinburgh, Midlothian, Scotland
关键词
eye movements; visual search; context; global feature; Bayesian model;
D O I
10.1037/0033-295X.113.4.766
中图分类号
B84 [心理学];
学科分类号
04 ; 0402 ;
摘要
Many experiments have shown that the human visual system makes extensive use of contextual information for facilitating object search in natural scenes. However, the question of how to formally model contextual influences is still open. On the basis of a Bayesian framework, the authors present an original approach of attentional guidance by global scene context. The model comprises 2 parallel pathways; one pathway computes local features (saliency) and the other computes global (scene-centered) features. The contextual guidance model of attention combines bottom-up saliency, scene context, and top-down mechanisms at an early stage of visual processing and predicts the image regions likely to be fixated by human observers performing natural search tasks in real-world scenes. (PsycINFO Database Record (c) 2006 APA, all rights reserved).
引用
收藏
页码:766 / 786
页数:21
相关论文
共 118 条
[1]   Seeing sets: Representation by statistical properties [J].
Ariely, D .
PSYCHOLOGICAL SCIENCE, 2001, 12 (02) :157-162
[2]   The time course of visual processing:: Backward masking and natural scene categorisation [J].
Bacon-Macé, N ;
Macé, MJM ;
Fabre-Thorpe, M ;
Thorpe, SJ .
VISION RESEARCH, 2005, 45 (11) :1459-1469
[3]   Cortical analysis of visual context [J].
Bar, M ;
Aminoff, E .
NEURON, 2003, 38 (02) :347-358
[4]   Visual objects in context [J].
Bar, M .
NATURE REVIEWS NEUROSCIENCE, 2004, 5 (08) :617-629
[5]   SCENE PERCEPTION - DETECTING AND JUDGING OBJECTS UNDERGOING RELATIONAL VIOLATIONS [J].
BIEDERMAN, I ;
MEZZANOTTE, RJ ;
RABINOWITZ, JC .
COGNITIVE PSYCHOLOGY, 1982, 14 (02) :143-177
[6]  
BIEDERMAN I, 1995, INVITATION COGNITIVE, V2, P121
[7]   IDENTIFICATION OF OBJECTS IN SCENES - THE ROLE OF SCENE BACKGROUND IN OBJECT NAMING [J].
BOYCE, SJ ;
POLLATSEK, A .
JOURNAL OF EXPERIMENTAL PSYCHOLOGY-LEARNING MEMORY AND COGNITION, 1992, 18 (03) :531-543
[8]   Contextual cueing in naturalistic scenes: Global and local contexts [J].
Brockmole, James R. ;
Castelhano, Monica S. ;
Henderson, John M. .
JOURNAL OF EXPERIMENTAL PSYCHOLOGY-LEARNING MEMORY AND COGNITION, 2006, 32 (04) :699-706
[9]   Recognition and attention guidance during contextual cueing in real-world scenes: Evidence from eye [J].
Brockmole, James R. ;
Henderson, John M. .
QUARTERLY JOURNAL OF EXPERIMENTAL PSYCHOLOGY, 2006, 59 (07) :1177-1187
[10]   Using real-world scenes as contextual cues for search [J].
Brockmole, JR ;
Henderson, JM .
VISUAL COGNITION, 2006, 13 (01) :99-108