Ben Migliori

LCANets: Lateral Competition Improves Robustness Against Corruption and Attack

Although Convolutional Neural Networks (CNNs) achieve high accuracy on image recognition tasks, they lack robustness against realistic corruptions and fail catastrophically when deliberately attacked. Previous CNNs with representations similar to primary visual cortex (V1) were more robust to advers…