A neurodynamic model of saliency prediction in v1

D Berga, X Otazu - Neural Computation, 2022 - direct.mit.edu
Lateral connections in the primary visual cortex (V1) have long been hypothesized to be
responsible for several visual processing mechanisms such as brightness induction …

Modeling bottom-up and top-down attention with a neurodynamic model of V1

D Berga, X Otazu - Neurocomputing, 2020 - Elsevier
Previous studies suggested that lateral interactions of V1 cells are responsible, among other
visual effects, of bottom-up visual attention (alternatively named visual salience or saliency) …

Salience models: A computational cognitive neuroscience review

S Krasovskaya, WJ MacInnes - Vision, 2019 - mdpi.com
The seminal model by Laurent Itti and Cristoph Koch demonstrated that we can compute the
entire flow of visual processing from input to resulting fixations. Despite many replications …

[HTML][HTML] On computational modeling of visual saliency: Examining what's right, and what's left

NDB Bruce, C Wloka, N Frosst, S Rahman, JK Tsotsos - Vision research, 2015 - Elsevier
In the past decade, a large number of computational models of visual saliency have been
proposed. Recently a number of comprehensive benchmark studies have been presented …

Proto-object based saliency model with texture detection channel

T Uejima, E Niebur… - Frontiers in computational …, 2020 - frontiersin.org
The amount of visual information projected from the retina to the brain exceeds the
information processing capacity of the latter. Attention, therefore, functions as a filter to …

Primary visual cortex as a saliency map: a parameter-free prediction and its test by behavioral data

L Zhaoping, L Zhe - PLoS computational biology, 2015 - journals.plos.org
It has been hypothesized that neural activities in the primary visual cortex (V1) represent a
saliency map of the visual field to exogenously guide attention. This hypothesis has so far …

Deep salience: Visual salience modeling via deep belief propagation

R Jiang, D Crookes - Proceedings of the AAAI Conference on Artificial …, 2014 - ojs.aaai.org
Visual salience is an intriguing phenomenon observed in biological neural systems.
Numerous attempts have been made to model visual salience mathematically using various …

Improving neural saliency prediction with a cognitive model of human visual attention

E Sood, L Shi, M Bortoletto, Y Wang… - Proceedings of the …, 2023 - escholarship.org
We present a novel method for deep image saliency prediction that leverages a cognitive
model of visual attention as an inductive bias. This is in stark contrast to recent purely data …

A biologically inspired framework for visual information processing and an application on modeling bottom-up visual attention

A Aboudib, V Gripon, G Coppin - Cognitive computation, 2016 - Springer
Background An emerging trend in visual information processing is toward incorporating
some interesting properties of the ventral stream in order to account for some limitations of …

Psychophysical tests of the hypothesis of a bottom-up saliency map in primary visual cortex

L Zhaoping, KA May - PLoS Computational Biology, 2007 - journals.plos.org
A unique vertical bar among horizontal bars is salient and pops out perceptually.
Physiological data have suggested that mechanisms in the primary visual cortex (V1) …