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A. Borji, D. Parks, L. Itti, Complementary effects of gaze direction and early saliency in guiding fixations during free viewing, Journal of Vision, Vol. 14, No. 13, pp. 1-32, Nov 2014. [2013 impact factor: 2.727] (Cited by 25)
Abstract: Gaze direction provides an important and ubiquitous communication channel in daily behavior and social interaction of humans and some animals. While several studies have addressed gaze direction in synthesized simple scenes, few have examined how it can bias observer attention and how it might interact with early saliency during free viewing of natural and realistic scenes. Experiment 1 used a controlled, staged setting in which an actor was asked to look at two different objects in turn, yielding two images that only differed by the actor’s gaze direction, to causally assess the effects of actor gaze direction. Over all scenes, the median probability of following an actor’s gaze direction was higher than the median probability of looking towards the single most salient location, and higher than chance. Experiment 2 confirmed these findings over a larger set of unconstrained scenes collected from the web and containing people looking at objects and/or other people. To further compare the strength of saliency vs. gaze direction cues, we computed gaze maps by drawing a cone in the direction of gaze of the actors present in the images. Gaze maps predicted observers’ fixation locations significantly above chance, although below saliency. Finally, to gauge the relative importance of actor face and eye directions in guiding observer’s fixations, in experiment 3, observers were asked to guess the gaze direction from only an actor’s face region (with the rest of the scene masked), in two conditions: actor eyes visible or masked. Median probability of guessing the true gaze direction within +/-9 degrees was significantly higher when eyes were visible, suggesting that the eyes contribute significantly to gaze estimation, in addition to face region. Our results highlight that gaze direction is a strong attentional cue in guiding eye movements, complementing low-level saliency cues, and derived from both face and eyes of actors in the scene. Thus gaze direction should be considered in constructing more predictive visual attention models in the future.
Themes: Model of Bottom-Up Saliency-Based Visual Attention, Model of Top-Down Attentional Modulation, Computational Modeling, Human Psychophysics
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