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Lightweight Multi-View 3D Pose Estimation through Camera-Disentangled Representation

Apr 05, 2020
Edoardo Remelli, Shangchen Han, Sina Honari, Pascal Fua, Robert Wang

* Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition 2020 

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U-Net Fixed-Point Quantization for Medical Image Segmentation

Sep 09, 2019
MohammadHossein AskariHemmat, Sina Honari, Lucas Rouhier, Christian S. Perone, Julien Cohen-Adad, Yvon Savaria, Jean-Pierre David

* Accepted to MICCAI 2019's Hardware Aware Learning for Medical Imaging and Computer Assisted Intervention 

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Adversarial Mixup Resynthesizers

Apr 04, 2019
Christopher Beckham, Sina Honari, Alex Lamb, Vikas Verma, Farnoosh Ghadiri, R Devon Hjelm, Christopher Pal


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Improving Landmark Localization with Semi-Supervised Learning

Oct 28, 2018
Sina Honari, Pavlo Molchanov, Stephen Tyree, Pascal Vincent, Christopher Pal, Jan Kautz

* Published as a conference paper in CVPR 2018 

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Distribution Matching Losses Can Hallucinate Features in Medical Image Translation

Oct 03, 2018
Joseph Paul Cohen, Margaux Luck, Sina Honari

* Medical Image Computing & Computer Assisted Intervention (MICCAI 2018 Oral) 
* Published at Medical Image Computing & Computer Assisted Intervention (MICCAI 2018). An abstract is published at the Medical Imaging with Deep Learning Conference (MIDL 2018) as "How to Cure Cancer (in images) with Unpaired Image Translation" 

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Unsupervised Depth Estimation, 3D Face Rotation and Replacement

Oct 01, 2018
Joel Ruben Antony Moniz, Christopher Beckham, Simon Rajotte, Sina Honari, Christopher Pal

* 32nd Conference on Neural Information Processing Systems (NIPS 2018) 
* Depth Estimation, Face Rotation, Face Swap 

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Depth-Based 3D Hand Pose Estimation: From Current Achievements to Future Goals

Mar 29, 2018
Shanxin Yuan, Guillermo Garcia-Hernando, Bjorn Stenger, Gyeongsik Moon, Ju Yong Chang, Kyoung Mu Lee, Pavlo Molchanov, Jan Kautz, Sina Honari, Liuhao Ge, Junsong Yuan, Xinghao Chen, Guijin Wang, Fan Yang, Kai Akiyama, Yang Wu, Qingfu Wan, Meysam Madadi, Sergio Escalera, Shile Li, Dongheui Lee, Iason Oikonomidis, Antonis Argyros, Tae-Kyun Kim


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Learning to Generate Samples from Noise through Infusion Training

Mar 20, 2017
Florian Bordes, Sina Honari, Pascal Vincent

* Published as a conference paper at ICLR 2017 

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Improving Facial Analysis and Performance Driven Animation through Disentangling Identity and Expression

May 22, 2016
David Rim, Sina Honari, Md Kamrul Hasan, Chris Pal

* to appear in Image and Vision Computing Journal (IMAVIS) 

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Theano: A Python framework for fast computation of mathematical expressions

May 09, 2016
The Theano Development Team, Rami Al-Rfou, Guillaume Alain, Amjad Almahairi, Christof Angermueller, Dzmitry Bahdanau, Nicolas Ballas, Frédéric Bastien, Justin Bayer, Anatoly Belikov, Alexander Belopolsky, Yoshua Bengio, Arnaud Bergeron, James Bergstra, Valentin Bisson, Josh Bleecher Snyder, Nicolas Bouchard, Nicolas Boulanger-Lewandowski, Xavier Bouthillier, Alexandre de Brébisson, Olivier Breuleux, Pierre-Luc Carrier, Kyunghyun Cho, Jan Chorowski, Paul Christiano, Tim Cooijmans, Marc-Alexandre Côté, Myriam Côté, Aaron Courville, Yann N. Dauphin, Olivier Delalleau, Julien Demouth, Guillaume Desjardins, Sander Dieleman, Laurent Dinh, Mélanie Ducoffe, Vincent Dumoulin, Samira Ebrahimi Kahou, Dumitru Erhan, Ziye Fan, Orhan Firat, Mathieu Germain, Xavier Glorot, Ian Goodfellow, Matt Graham, Caglar Gulcehre, Philippe Hamel, Iban Harlouchet, Jean-Philippe Heng, Balázs Hidasi, Sina Honari, Arjun Jain, Sébastien Jean, Kai Jia, Mikhail Korobov, Vivek Kulkarni, Alex Lamb, Pascal Lamblin, Eric Larsen, César Laurent, Sean Lee, Simon Lefrancois, Simon Lemieux, Nicholas Léonard, Zhouhan Lin, Jesse A. Livezey, Cory Lorenz, Jeremiah Lowin, Qianli Ma, Pierre-Antoine Manzagol, Olivier Mastropietro, Robert T. McGibbon, Roland Memisevic, Bart van Merriënboer, Vincent Michalski, Mehdi Mirza, Alberto Orlandi, Christopher Pal, Razvan Pascanu, Mohammad Pezeshki, Colin Raffel, Daniel Renshaw, Matthew Rocklin, Adriana Romero, Markus Roth, Peter Sadowski, John Salvatier, François Savard, Jan Schlüter, John Schulman, Gabriel Schwartz, Iulian Vlad Serban, Dmitriy Serdyuk, Samira Shabanian, Étienne Simon, Sigurd Spieckermann, S. Ramana Subramanyam, Jakub Sygnowski, Jérémie Tanguay, Gijs van Tulder, Joseph Turian, Sebastian Urban, Pascal Vincent, Francesco Visin, Harm de Vries, David Warde-Farley, Dustin J. Webb, Matthew Willson, Kelvin Xu, Lijun Xue, Li Yao, Saizheng Zhang, Ying Zhang

* 19 pages, 5 figures 

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Recombinator Networks: Learning Coarse-to-Fine Feature Aggregation

Apr 17, 2016
Sina Honari, Jason Yosinski, Pascal Vincent, Christopher Pal

* accepted in CVPR 2016 

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