Many, but not all, deep neural network audio models predict auditory cortex responses and exhibit hierarchical layer-region correspondence
Greta Tuckute,Jenelle Feather,Dana Boebinger,Josh McDermott · COSYNE 2022
Deep neural networks are commonly used as models of the ventral visual stream, but are less explored in audition. Prior work provided examples of audio-trained neural networks that produce good predictions of fMRI responses in auditory cortex, and exhibit correspondence between model stages and brain regions, but left it unclear the extent to which these results would generalize to other audio neural network models. We evaluated brain-model correspondence for a wide range of publicly available high-performing audio neural network models along with a set of models that we trained on four differ
Fri, Mar 18, 2022