Steven K. Esser, Paul Merolla, et al.
PNAS
Models of visual attention postulate the existence of a saliency map whose function is to guide attention and gaze to the most conspicuous regions in a visual scene. Although cortical representations of saliency have been reported, there is mounting evidence for a subcortical saliency mechanism, which pre-dates the evolution of neocortex. Here, we conduct a strong test of the saliency hypothesis by comparing the output of a well-established computational saliency model with the activation of neurons in the primate superior colliculus (SC), a midbrain structure associated with attention and gaze, while monkeys watched video of natural scenes. We find that the activity of SC superficial visual-layer neurons (SCs), specifically, is well-predicted by the model. This saliency representation is unlikely to be inherited from fronto-parietal cortices, which do not project to SCs, but may be computed in SCs and relayed to other areas via tectothalamic pathways.
Steven K. Esser, Paul Merolla, et al.
PNAS
Arnon Amir, Brian Taba, et al.
CVPR 2017
Jun Sawada, Filipp Akopyan, et al.
SC 2016
Alexander Andreopoulos, Brian Taba, et al.
IBM J. Res. Dev