Untangling Local and Global Deformations in Deep Convolutional Networks for Image Classification and Sliding Window Detection

George Papandreou, Iasonas Kokkinos, Pierre-André Savalle

Deep Convolutional Neural Networks (DCNNs) commonly use generic `max-pooling' (MP) layers to extract deformation-invariant features, but we argue in favor of a more refined treatme…