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Role of Orthogonality Constraints in Improving Properties of Deep Networks for Image Classification

Sep 22, 2020
Hongjun Choi, Anirudh Som, Pavan Turaga

* 8 figures, 4 tables, 1 pseudo-code 

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Automatic Cross-Replica Sharding of Weight Update in Data-Parallel Training

Apr 28, 2020
Yuanzhong Xu, HyoukJoong Lee, Dehao Chen, Hongjun Choi, Blake Hechtman, Shibo Wang

* 12 pages, 23 figures, 1 table 

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AMC-Loss: Angular Margin Contrastive Loss for Improved Explainability in Image Classification

Apr 21, 2020
Hongjun Choi, Anirudh Som, Pavan Turaga


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PI-Net: A Deep Learning Approach to Extract Topological Persistence Images

Jun 05, 2019
Anirudh Som, Hongjun Choi, Karthikeyan Natesan Ramamurthy, Matthew Buman, Pavan Turaga

* 13 pages, 13 figures, 5 tables 

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