The Overfocusing Bias of Convolutional Neural Networks: A Saliency-Guided Regularization Approach

David Bertoin, Eduardo Hugo Sanchez, Mehdi Zouitine +1

Despite transformers being considered as the new standard in computer vision, convolutional neural networks (CNNs) still outperform them in low-data regimes. Nonetheless, CNNs ofte…