Computational modelling of visual attention

L Itti, C Koch - Nature reviews neuroscience, 2001 - nature.com
Five important trends have emerged from recent work on computational models of focal
visual attention that emphasize the bottom-up, image-based control of attentional …

[HTML][HTML] Eye guidance in natural vision: Reinterpreting salience

BW Tatler, MM Hayhoe, MF Land… - Journal of vision, 2011 - tvst.arvojournals.org
Abstract Models of gaze allocation in complex scenes are derived mainly from studies of
static picture viewing. The dominant framework to emerge has been image salience, where …

Visual saliency detection based on multiscale deep CNN features

G Li, Y Yu - IEEE transactions on image processing, 2016 - ieeexplore.ieee.org
Visual saliency is a fundamental problem in both cognitive and computational sciences,
including computer vision. In this paper, we discover that a high-quality visual saliency …

Saliency filters: Contrast based filtering for salient region detection

F Perazzi, P Krähenbühl, Y Pritch… - 2012 IEEE conference …, 2012 - ieeexplore.ieee.org
Saliency estimation has become a valuable tool in image processing. Yet, existing
approaches exhibit considerable variation in methodology, and it is often difficult to attribute …

State-of-the-art in visual attention modeling

A Borji, L Itti - IEEE transactions on pattern analysis and …, 2012 - ieeexplore.ieee.org
Modeling visual attention-particularly stimulus-driven, saliency-based attention-has been a
very active research area over the past 25 years. Many different models of attention are now …

Global contrast based salient region detection

MM Cheng, NJ Mitra, X Huang… - IEEE transactions on …, 2014 - ieeexplore.ieee.org
Automatic estimation of salient object regions across images, without any prior assumption
or knowledge of the contents of the corresponding scenes, enhances many computer vision …

Consistent video saliency using local gradient flow optimization and global refinement

W Wang, J Shen, L Shao - IEEE Transactions on Image …, 2015 - ieeexplore.ieee.org
We present a novel spatiotemporal saliency detection method to estimate salient regions in
videos based on the gradient flow field and energy optimization. The proposed gradient flow …

Quantitative analysis of human-model agreement in visual saliency modeling: A comparative study

A Borji, DN Sihite, L Itti - IEEE Transactions on Image …, 2012 - ieeexplore.ieee.org
Visual attention is a process that enables biological and machine vision systems to select
the most relevant regions from a scene. Relevance is determined by two components: 1) top …

Natural image statistics and neural representation

EP Simoncelli, BA Olshausen - Annual review of neuroscience, 2001 - annualreviews.org
▪ Abstract It has long been assumed that sensory neurons are adapted, through both
evolutionary and developmental processes, to the statistical properties of the signals to …

Human gaze control during real-world scene perception

JM Henderson - Trends in cognitive sciences, 2003 - cell.com
In human vision, acuity and color sensitivity are best at the point of fixation, and the visual-
cognitive system exploits this fact by actively controlling gaze to direct fixation towards …