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cs.CV2022
Image Classification on Accelerated Neural Networks
Ilkay Sikdokur, Inci Baytas, Arda Yurdakul
For image classification problems, various neural network models are commonly used due to their success in yielding high accuracies. Convolutional Neural Network (CNN) is one of th…
cs.CV2021
Robustness-via-Synthesis: Robust Training with Generative Adversarial Perturbations
Inci M. Baytas, Debayan Deb
Upon the discovery of adversarial attacks, robust models have become obligatory for deep learning-based systems. Adversarial training with first-order attacks has been one of the m…