Zikai Sun

Empowering Networks With Scale and Rotation Equivariance Using A Similarity Convolution

2023 · arXiv (Cornell University)

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 equivariance properties such as rotation or scaling, ultimately limiting …