On computational modeling of visual saliency: Examining what's right, and what's left.

•We review prior work in computational modeling of visual saliency.•We demonstrate problems with prevailing methods for model evaluation.•We present an alternative vantage point for model evaluation grounded in visual psychophysics.•We identify promising avenues for future research in saliency modeling.