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pro vyhledávání: '"S., Vivek B."'
Autor:
S., Vivek B., Babu, R. Venkatesh
Deep learning models have shown impressive performance across a spectrum of computer vision applications including medical diagnosis and autonomous driving. One of the major concerns that these models face is their susceptibility to adversarial attac
Externí odkaz:
http://arxiv.org/abs/2004.08628
As humans, we inherently perceive images based on their predominant features, and ignore noise embedded within lower bit planes. On the contrary, Deep Neural Networks are known to confidently misclassify images corrupted with meticulously crafted per
Externí odkaz:
http://arxiv.org/abs/2004.00306
Adversarial samples are perturbed inputs crafted to mislead the machine learning systems. A training mechanism, called adversarial training, which presents adversarial samples along with clean samples has been introduced to learn robust models. In or
Externí odkaz:
http://arxiv.org/abs/1808.01753