213 citations · 519 across the 20 of their papers we have counts for
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Human-like Clustering with Deep Convolutional Neural Networks
Ali Borji, Aysegul Dundar
Classification and clustering have been studied separately in machine learning and computer vision. Inspired by the recent success of deep learning models in solving various vision…
Robust Convolutional Neural Networks under Adversarial Noise
Jonghoon Jin, Aysegul Dundar, Eugenio Culurciello
Recent studies have shown that Convolutional Neural Networks (CNNs) are vulnerable to a small perturbation of input called "adversarial examples". In this work, we propose a new fe…
Convolutional Clustering for Unsupervised Learning
Aysegul Dundar, Jonghoon Jin, Eugenio Culurciello
The task of labeling data for training deep neural networks is daunting and tedious, requiring millions of labels to achieve the current state-of-the-art results. Such reliance on…