7 citations · 11 across the 4 of their papers we have counts for
3 papers · 1 filter
DAS: A Deformable Attention to Capture Salient Information in CNNs
Farzad Salajegheh, Nader Asadi, Soroush Saryazdi +1
Convolutional Neural Networks (CNNs) excel in local spatial pattern recognition. For many vision tasks, such as object recognition and segmentation, salient information is also pre…
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…
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…