In perceptual tasks, subjects attempt to rely on their most informative cues. Such strategic choices should be reflected in the types of sensory neurons used. We investigated this in a binocular disparity discrimination task. Using psychophysical reverse-correlation, also known as image classification, we identified the perceptual strategy in two macaques. Correlation between reported disparity sign and disparity noise samples on each trial yielded detection 'filters'. Filter amplitude at near disparities exceeded that at far disparities, indicating that the subjects relied more on near disparities. Recordings from both macaques' disparity-selective V2 neurons showed correlation between neuronal responses and perceptual judgment in near-preferring, not far-preferring units, mirroring the psychophysically measured strategy. After one monkey learned to weight near and far disparities equally, activity in its far-preferring neurons correlated with choice. Thus, the pattern of correlations between neuronal activity and perceptual reports reveals how subjects use their neuronal signals.