3 papers
cs.CV2024
Discrete Morphological Neural Networks
Diego Marcondes, Junior Barrera
A classical approach to designing binary image operators is Mathematical Morphology (MM). We propose the Discrete Morphological Neural Networks (DMNN) for binary image analysis to…
cs.CV2024
An Algorithm to Train Unrestricted Sequential Discrete Morphological Neural Networks
Diego Marcondes, Mariana Feldman, Junior Barrera
There have been attempts to insert mathematical morphology (MM) operators into convolutional neural networks (CNN), and the most successful endeavor to date has been the morphologi…
cs.LG2024
The Lattice Overparametrization Paradigm for the Machine Learning of Lattice Operators
Diego Marcondes, Junior Barrera
The machine learning of lattice operators has three possible bottlenecks. From a statistical standpoint, it is necessary to design a constrained class of operators based on prior i…