48 citations · 50 across the 3 of their papers we have counts for
3 papers · 1 filter
DISCERN: Diversity-based Selection of Centroids for k-Estimation and Rapid Non-stochastic Clustering
Ali Hassani, Amir Iranmanesh, Mahdi Eftekhari +1
One of the applications of center-based clustering algorithms such as K-Means is partitioning data points into K clusters. In some examples, the feature space relates to the underl…
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…