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Contrastive Regularization for Semi-Supervised Learning


Jan 17, 2022
Doyup Lee, Sungwoong Kim, Ildoo Kim, Yeongjae Cheon, Minsu Cho, Wook-Shin Han

* The code is available at https://github.com/LeeDoYup/Contrastive_Regularization_for_SSL 

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The Medical Segmentation Decathlon


Jun 10, 2021
Michela Antonelli, Annika Reinke, Spyridon Bakas, Keyvan Farahani, AnnetteKopp-Schneider, Bennett A. Landman, Geert Litjens, Bjoern Menze, Olaf Ronneberger, Ronald M. Summers, Bram van Ginneken, Michel Bilello, Patrick Bilic, Patrick F. Christ, Richard K. G. Do, Marc J. Gollub, Stephan H. Heckers, Henkjan Huisman, William R. Jarnagin, Maureen K. McHugo, Sandy Napel, Jennifer S. Goli Pernicka, Kawal Rhode, Catalina Tobon-Gomez, Eugene Vorontsov, Henkjan Huisman, James A. Meakin, Sebastien Ourselin, Manuel Wiesenfarth, Pablo Arbelaez, Byeonguk Bae, Sihong Chen, Laura Daza, Jianjiang Feng, Baochun He, Fabian Isensee, Yuanfeng Ji, Fucang Jia, Namkug Kim, Ildoo Kim, Dorit Merhof, Akshay Pai, Beomhee Park, Mathias Perslev, Ramin Rezaiifar, Oliver Rippel, Ignacio Sarasua, Wei Shen, Jaemin Son, Christian Wachinger, Liansheng Wang, Yan Wang, Yingda Xia, Daguang Xu, Zhanwei Xu, Yefeng Zheng, Amber L. Simpson, Lena Maier-Hein, M. Jorge Cardoso


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Spatially Consistent Representation Learning


Mar 10, 2021
Byungseok Roh, Wuhyun Shin, Ildoo Kim, Sungwoong Kim

* Accepted by CVPR 2021 

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ViLT: Vision-and-Language Transformer Without Convolution or Region Supervision


Feb 05, 2021
Wonjae Kim, Bokyung Son, Ildoo Kim

* 11 pages, 6 figures, 5 tables 

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Learning Loss for Test-Time Augmentation


Oct 22, 2020
Ildoo Kim, Younghoon Kim, Sungwoong Kim

* Accepted at NeurIPS 2020 

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AutoCLINT: The Winning Method in AutoCV Challenge 2019


May 09, 2020
Woonhyuk Baek, Ildoo Kim, Sungwoong Kim, Sungbin Lim

* 9 pages, 8 figures, 4 tables 

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torchgpipe: On-the-fly Pipeline Parallelism for Training Giant Models


Apr 21, 2020
Chiheon Kim, Heungsub Lee, Myungryong Jeong, Woonhyuk Baek, Boogeon Yoon, Ildoo Kim, Sungbin Lim, Sungwoong Kim

* 10 pages, 7 figures 

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Spatially Attentive Output Layer for Image Classification


Apr 16, 2020
Ildoo Kim, Woonhyuk Baek, Sungwoong Kim

* First two authors contributed equally. Accepted at CVPR 2020 

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Scalable Neural Architecture Search for 3D Medical Image Segmentation


Jun 13, 2019
Sungwoong Kim, Ildoo Kim, Sungbin Lim, Woonhyuk Baek, Chiheon Kim, Hyungjoo Cho, Boogeon Yoon, Taesup Kim

* 9 pages, 3 figures 

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Fast AutoAugment


May 25, 2019
Sungbin Lim, Ildoo Kim, Taesup Kim, Chiheon Kim, Sungwoong Kim

* 8 pages, 2 figure 

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