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cs.CV2019
Towards Shape Biased Unsupervised Representation Learning for Domain Generalization
Nader Asadi, Amir M. Sarfi, Mehrdad Hosseinzadeh +2
It is known that, without awareness of the process, our brain appears to focus on the general shape of objects rather than superficial statistics of context. On the other hand, lea…
cs.CV2019
Diminishing the Effect of Adversarial Perturbations via Refining Feature Representation
Nader Asadi, AmirMohammad Sarfi, Mehrdad Hosseinzadeh +2
Deep neural networks are highly vulnerable to adversarial examples, which imposes severe security issues for these state-of-the-art models. Many defense methods have been proposed…