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Rethinking Spatial Dimensions of Vision Transformers

Mar 30, 2021
Byeongho Heo, Sangdoo Yun, Dongyoon Han, Sanghyuk Chun, Junsuk Choe, Seong Joon Oh

* 10 pages, 5 figures 

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Re-labeling ImageNet: from Single to Multi-Labels, from Global to Localized Labels

Jan 13, 2021
Sangdoo Yun, Seong Joon Oh, Byeongho Heo, Dongyoon Han, Junsuk Choe, Sanghyuk Chun

* 15 pages, 10 figures, tech report 

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VideoMix: Rethinking Data Augmentation for Video Classification

Dec 07, 2020
Sangdoo Yun, Seong Joon Oh, Byeongho Heo, Dongyoon Han, Jinhyung Kim

* 15 pages 

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ReXNet: Diminishing Representational Bottleneck on Convolutional Neural Network

Jul 02, 2020
Dongyoon Han, Sangdoo Yun, Byeongho Heo, YoungJoon Yoo

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Slowing Down the Weight Norm Increase in Momentum-based Optimizers

Jun 15, 2020
Byeongho Heo, Sanghyuk Chun, Seong Joon Oh, Dongyoon Han, Sangdoo Yun, Youngjung Uh, Jung-Woo Ha

* 16 pages, 9 figures. First two authors contributed equally 

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An Empirical Evaluation on Robustness and Uncertainty of Regularization Methods

Mar 09, 2020
Sanghyuk Chun, Seong Joon Oh, Sangdoo Yun, Dongyoon Han, Junsuk Choe, Youngjoon Yoo

* Accepted at ICML 2019 Workshop on Uncertainty and Robustness in Deep Learning. 7 pages, 1 figure 

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EXTD: Extremely Tiny Face Detector via Iterative Filter Reuse

Jun 23, 2019
YoungJoon Yoo, Dongyoon Han, Sangdoo Yun

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CutMix: Regularization Strategy to Train Strong Classifiers with Localizable Features

May 13, 2019
Sangdoo Yun, Dongyoon Han, Seong Joon Oh, Sanghyuk Chun, Junsuk Choe, Youngjoon Yoo

* 14 pages, 5 figures 

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Character Region Awareness for Text Detection

Apr 03, 2019
Youngmin Baek, Bado Lee, Dongyoon Han, Sangdoo Yun, Hwalsuk Lee

* 12 pages, 11 figures, Accepted by CVPR 2019 

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What is wrong with scene text recognition model comparisons? dataset and model analysis

Apr 03, 2019
Jeonghun Baek, Geewook Kim, Junyeop Lee, Sungrae Park, Dongyoon Han, Sangdoo Yun, Seong Joon Oh, Hwalsuk Lee

* Our code will be publicly available. (

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Concentrated-Comprehensive Convolutions for lightweight semantic segmentation

Dec 24, 2018
Hyojin Park, Youngjoon Yoo, Geonseok Seo, Dongyoon Han, Sangdoo Yun, Nojun Kwak

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Deep Pyramidal Residual Networks

Sep 06, 2017
Dongyoon Han, Jiwhan Kim, Junmo Kim

* Accepted to CVPR 2017 

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