Visual causes versus correlates of attentional selection in dynamic scenes

被引:169
作者
Carmi, Ran [1 ]
Itti, Laurent [1 ]
机构
[1] Univ So Calif, Program Neurosci, Los Angeles, CA 90089 USA
关键词
attention; eye movements; natural vision; natural scenes; modeling;
D O I
10.1016/j.visres.2006.08.019
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
What are the visual causes, rather than mere correlates, of attentional selection and how do they compare to each other during natural vision? To address these questions, we first strung together semantically unrelated dynamic scenes into MTV-style video clips, and performed eye tracking experiments with human observers. We then quantified predictions of saccade target selection based on seven bottom-up models, including intensity variance, orientation contrast, intensity contrast, color contrast, flicker contrast, motion contrast, and integrated saliency. On average, all tested models predicted saccade target selection well above chance. Dynamic models were particularly predictive of saccades that were most likely bottom-up driven-initiated shortly after scene onsets, leading to maximal inter-observer similarity. Static models showed mixed results in these circumstances, with intensity variance and orientation contrast featuring particularly weak prediction accuracy (lower than their own average, and approximately 4 times lower than dynamic models). These results indicate that dynamic visual cues play a dominant causal role in attracting attention. In comparison, some static visual cues play a weaker causal role, while other static cues are not causal at all, and may instead reflect top-down causes. (c) 2006 Elsevier Ltd. All rights reserved.
引用
收藏
页码:4333 / 4345
页数:13
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