作者
Laura Renninger, James Coughlan, Preeti Verghese, Jitendra Malik
发表日期
2004
期刊
Advances in neural information processing systems
卷号
17
简介
We propose a sequential information maximization model as a general strategy for programming eye movements. The model reconstructs high-resolution visual information from a sequence of fixations, taking into account the fall-off in resolution from the fovea to the periphery. From this framework we get a simple rule for predicting fixation sequences: after each fixation, fixate next at the location that minimizes uncertainty (maximizes information) about the stimulus. By comparing our model performance to human eye movement data and to predictions from a saliency and random model, we demonstrate that our model is best at predicting fixation locations. Modeling additional biological constraints will improve the prediction of fixation sequences. Our results suggest that information maximization is a useful principle for programming eye movements.
引用总数
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学术搜索中的文章
L Renninger, J Coughlan, P Verghese, J Malik - Advances in neural information processing systems, 2004