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Tarek El-Gaaly

2 accepted papers

2018

BinGAN: Learning Compact Binary Descriptors with a Regularized GAN

NeurIPS 2018poster

In this paper, we propose a novel regularization method for Generative Adversarial Networks that allows the model to learn discriminative yet compact binary representations of image patches (image descriptors). We exploit the dimensionality reduction that takes place in the intermediate layers of th…

2016

A Comparative Analysis and Study of Multiview CNN Models for Joint Object Categorization and Pose Estimation

ICML 2016poster

In the Object Recognition task, there exists a dichotomy between the categorization of objects and estimating object pose, where the former necessitates a view-invariant representation, while the latter requires a representation capable of capturing pose information over different categories of obje…

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