Lattice theory and algebraic models for deep convolutional learning based on mathematical morphology

Gustavo, Angulo

We develop a rigorous algebraic framework for deep convolutional architectures, CNNs, ResNets, and encoder--decoder networks such as UNet, grounded in lattice theory and mathematic…