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Unsupervised Disentanglement without Autoencoding: Pitfalls and Future Directions


Aug 14, 2021
Andrea Burns, Aaron Sarna, Dilip Krishnan, Aaron Maschinot

* Accepted at the ICML 2021 Self-Supervised Learning for Reasoning and Perception Workshop 

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Supervised Contrastive Learning


Apr 23, 2020
Prannay Khosla, Piotr Teterwak, Chen Wang, Aaron Sarna, Yonglong Tian, Phillip Isola, Aaron Maschinot, Ce Liu, Dilip Krishnan


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Deep Structured Implicit Functions


Dec 12, 2019
Kyle Genova, Forrester Cole, Avneesh Sud, Aaron Sarna, Thomas Funkhouser

* 11 pages, 9 figures. Project video at https://youtu.be/HCBtG0-EZ2s 

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Boundless: Generative Adversarial Networks for Image Extension


Aug 19, 2019
Piotr Teterwak, Aaron Sarna, Dilip Krishnan, Aaron Maschinot, David Belanger, Ce Liu, William T. Freeman


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Learning Shape Templates with Structured Implicit Functions


Apr 12, 2019
Kyle Genova, Forrester Cole, Daniel Vlasic, Aaron Sarna, William T. Freeman, Thomas Funkhouser

* 12 pages, 9 figures, 4 tables 

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Unsupervised Training for 3D Morphable Model Regression


Jun 15, 2018
Kyle Genova, Forrester Cole, Aaron Maschinot, Aaron Sarna, Daniel Vlasic, William T. Freeman

* Conference on Computer Vision and Pattern Recognition (CVPR), 2018, pp. 8377-8386 
* CVPR 2018 version with supplemental material (http://openaccess.thecvf.com/content_cvpr_2018/html/Genova_Unsupervised_Training_for_CVPR_2018_paper.html

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Synthesizing Normalized Faces from Facial Identity Features


Oct 17, 2017
Forrester Cole, David Belanger, Dilip Krishnan, Aaron Sarna, Inbar Mosseri, William T. Freeman


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