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Challenges in leveraging GANs for few-shot data augmentation


Mar 30, 2022
Christopher Beckham, Issam Laradji, Pau Rodriguez, David Vazquez, Derek Nowrouzezahrai, Christopher Pal


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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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Manifold Mixup: Learning Better Representations by Interpolating Hidden States


Oct 04, 2018
Vikas Verma, Alex Lamb, Christopher Beckham, Amir Najafi, Aaron Courville, Ioannis Mitliagkas, Yoshua Bengio

* ICLR2019 Under Review 

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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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ExtremeWeather: A large-scale climate dataset for semi-supervised detection, localization, and understanding of extreme weather events


Nov 25, 2017
Evan Racah, Christopher Beckham, Tegan Maharaj, Samira Ebrahimi Kahou, Prabhat, Christopher Pal


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A step towards procedural terrain generation with GANs


Jul 11, 2017
Christopher Beckham, Christopher Pal


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Unimodal probability distributions for deep ordinal classification


Jun 22, 2017
Christopher Beckham, Christopher Pal

* Accepted for publication for ICML2017. This is the camera-ready version 

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A simple squared-error reformulation for ordinal classification


Jan 09, 2017
Christopher Beckham, Christopher Pal

* v1: Camera-ready abstract for NIPS for Health Workshop (2016) v2: Clean-up of some sections, added appendix section where we briefly explore optimisation of quadratic weighted kappa (QWK) 

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