We present a cortical-based model for computing the perceptual salienc
e of contours embedded in noisy images, It has been suggested that hor
izontal intra-cortical connections in primary visual cortex may modula
te contrast detection thresholds and pre-attentive ''pop-out'', In our
model, horizontal connections mediate context-dependent facilitatory
and inhibitory interactions among oriented cells, Strongly facilitated
cells undergo temporal synchronization; and perceptual salience is de
termined by the level of synchronized activity. The model accounts for
a range of reported psychophysical and physiological effects of conto
ur salience. In particular, the model proposes that intrinsic properti
es of synchronization account for the increased salience of smooth, cl
osed contours. Application of the model to real images is demonstrated
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