A Comparison of Data Augmentation Methods for Training Deep Neural Networks on Synthetic Aperture Sonar

C. J. Moore, Gregory D. Vetaw, Jordan Malof

In this work we study Automatic Target Recognition (ATR) for Synthetic Aperture Sonar (SAS) data with a focus on deep neural networks (DNNs). The main challenge in training DNNs fo…