Strict Enforcement of Conservation Laws and Invertibility in CNN-Based Super Resolution for Scientific Datasets

Andrew Geiss, Joseph C. Hardin

Recently, deep Convolutional Neural Networks (CNNs) have revolutionized image super-resolution (SR), dramatically outperforming past methods for enhancing image resolution. They co…