Verification of Deep Convolutional Neural Networks Using ImageStars

12 Apr 2020Hoang-Dung TranStanley BakWeiming XiangTaylor T. Johnson

Convolutional Neural Networks (CNN) have redefined the state-of-the-art in many real-world applications, such as facial recognition, image classification, human pose estimation, and semantic segmentation. Despite their success, CNNs are vulnerable to adversarial attacks, where slight changes to their inputs may lead to sharp changes in their output in even well-trained networks... (read more)

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