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A Computational Model of Saliency Map Read-Out During Visual Search (CROSBI ID 38294)

Prilog u knjizi | izvorni znanstveni rad

Šetić, Mia ; Domijan, Dražen A Computational Model of Saliency Map Read-Out During Visual Search // Artificial Neural Networks - ICANN 2008, Part 2 / Kurkova, Vera ; Neruda, Roman ; Koutnik, Jan (ur.). Berlin: Springer, 2008. str. 433-442

Podaci o odgovornosti

Šetić, Mia ; Domijan, Dražen

engleski

A Computational Model of Saliency Map Read-Out During Visual Search

When searching for a target in a visual scene filled with distractors, the mechanism of inhibition of return prevents revisiting previously attended locations. We proposed a new computational model for the inhibition of return, which is able to examine priority or saliency map in a manner consistent with psychophysical findings. The basic elements of the model are two neural integrators connected with two inhibitory interneurons. The integrators keep the saliency value of the currently attended location in the working memory. The inhibitory inter-neurons modulate a feedforward flow of information between the saliency map and the output map which points to the location of interest. Computer simulations showed that the model is able to read-out the saliency map when the objects are moving or when eye movements are present. Also, it is able to simultaneously select more then one location, even when they are non-contiguous. The model can be considered as a neural implementation of the episodic theory of attention.

Attention, Computational model, Neural integrators, Saliency, Target selection, Visual search

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Podaci o prilogu

433-442.

objavljeno

Podaci o knjizi

Artificial Neural Networks - ICANN 2008, Part 2

Kurkova, Vera ; Neruda, Roman ; Koutnik, Jan

Berlin: Springer

2008.

978-3-540-87558-1

Povezanost rada

Računarstvo, Psihologija