Shifting attention away from a visual stimulus reduces, but does not abolis
h, visual discrimination performance. This residual vision with 'poor' atte
ntion can be compared to normal vision with 'full' attention to reveal how
attention alters visual perception. We report large differences between res
idual and normal visual thresholds for discriminating the orientation or sp
atial frequency of simple patterns, and smaller differences for discriminat
ing contrast. A computational model, in which attention activates a winner-
take-all competition among overlapping visual filters, quantitatively accou
nts for all observations. Our model predicts that the effects of attention
on visual cortical neurons include increased contrast gain as well as sharp
er tuning to orientation and spatial frequency.