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Aamir Mustafa

2 accepted papers

2020

Transformation Consistency Regularization – A Semi-Supervised Paradigm for Image-to-Image Translation

ECCV 2020poster

Scarcity of labeled data has motivated the development of semi-supervised learning methods, which learn from large portions of unlabeled data alongside a few labeled samples. Consistency Regularization between model's predictions under different input perturbations, particularly has shown to provide…

2019

Adversarial Defense by Restricting the Hidden Space of Deep Neural Networks

ICCV 2019poster

Deep neural networks are vulnerable to adversarial attacks which can fool them by adding minuscule perturbations to the input images. The robustness of existing defenses suffers greatly under white-box attack settings, where an adversary has full knowledge about the network and can iterate several t…

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