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Exploring Temporally Dynamic Data Augmentation for Video Recognition


Jun 30, 2022
Taeoh Kim, Jinhyung Kim, Minho Shim, Sangdoo Yun, Myunggu Kang, Dongyoon Wee, Sangyoun Lee

* Technical Report 

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Dataset Condensation via Efficient Synthetic-Data Parameterization


Jun 02, 2022
Jang-Hyun Kim, Jinuk Kim, Seong Joon Oh, Sangdoo Yun, Hwanjun Song, Joonhyun Jeong, Jung-Woo Ha, Hyun Oh Song

* ICML 2022; Codes at https://github.com/snu-mllab/Efficient-Dataset-Condensation.git 

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Weakly Supervised Semantic Segmentation using Out-of-Distribution Data


Mar 08, 2022
Jungbeom Lee, Seong Joon Oh, Sangdoo Yun, Junsuk Choe, Eunji Kim, Sungroh Yoon

* CVPR 2022 

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Dataset Condensation with Contrastive Signals


Feb 07, 2022
Saehyung Lee, Sanghyuk Chun, Sangwon Jung, Sangdoo Yun, Sungroh Yoon


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The Majority Can Help The Minority: Context-rich Minority Oversampling for Long-tailed Classification


Dec 03, 2021
Seulki Park, Youngkyu Hong, Byeongho Heo, Sangdoo Yun, Jin Young Choi

* 12 pages 

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Donut: Document Understanding Transformer without OCR


Nov 30, 2021
Geewook Kim, Teakgyu Hong, Moonbin Yim, Jinyoung Park, Jinyeong Yim, Wonseok Hwang, Sangdoo Yun, Dongyoon Han, Seunghyun Park

* 12 pages, 6 figures 

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Observations on K-image Expansion of Image-Mixing Augmentation for Classification


Oct 08, 2021
Joonhyun Jeong, Sungmin Cha, Youngjoon Yoo, Sangdoo Yun, Taesup Moon, Jongwon Choi

* Preprint 

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Which Shortcut Cues Will DNNs Choose? A Study from the Parameter-Space Perspective


Oct 06, 2021
Luca Scimeca, Seong Joon Oh, Sanghyuk Chun, Michael Poli, Sangdoo Yun

* First two authors have contributed equally 

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