Empowering Networks With Scale and Rotation Equivariance Using A Similarity Convolution

Zikai Sun, Thierry Blu

The translational equivariant nature of Convolutional Neural Networks (CNNs) is a reason for its great success in computer vision. However, networks do not enjoy more general equiv…