Beyond Convolution: A Taxonomy of Structured Operators for Learning-Based Image Processing

Simone Cammarasana

The convolution operator is the fundamental building block of modern convolutional neural networks (CNNs), owing to its simplicity, translational equivariance, and efficient implem…