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cs.CV2022
Adversarial Detection without Model Information
Abhishek Moitra, Youngeun Kim, Priyadarshini Panda
Prior state-of-the-art adversarial detection works are classifier model dependent, i.e., they require classifier model outputs and parameters for training the detector or during ad…
cs.CV2021
Noise Sensitivity-Based Energy Efficient and Robust Adversary Detection in Neural Networks
Rachel Sterneck, Abhishek Moitra, Priyadarshini Panda
Neural networks have achieved remarkable performance in computer vision, however they are vulnerable to adversarial examples. Adversarial examples are inputs that have been careful…