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Topic: ventral visual cortex

ePoster
1 ePoster

In Artificial Intelligence and Computational Neuroscience

ePoster · Computational Neuroscience

Do better object recognition models improve the generalization gap in neural predictivity?

Yifei Ren,Pouya Bashivan · COSYNE 2022

Sat, Mar 19, 2022

The internal activations of particular deep neural networks (DNNs) are remarkably similar to the neuronal population responses along the ventral visual cortex in primates. Nevertheless, the similarities between the two are often investigated through stimulus sets consisting of everyday objects under naturalistic settings. Recent work has revealed a gap in generalization ability of these models in predicting neuronal responses to out-of-distribution (OOD) samples (i.e. samples that are not regarded as natural photos) . Here, we investigated how the recent progress in improving DNNs’ object re