Warped Convolutions: Efficient Invariance to Spatial Transformations

João F. Henriques, Andrea Vedaldi

Abstract: Convolutional Neural Networks (CNNs) are extremely efficient, since they exploit the inherent translation-invariance of natural images. However, translation is just one of a myriad of useful spatia...