Yumin Suh

Yumin Suh

E-mail: yumin (at) nec-labs.com
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I am a researcher at NEC Labs America. I received my PhD at Seoul National University in 2019, advised by Kyoung Mu Lee. Before joining NEC, I worked as a postdoctoral researcher at Seoul National University, advised by Bohyung Han and Kyoung Mu Lee. My research interests are in computer vision and machine learning.

Selected Publications (More)

Controllable Dynamic Multi-Task Architectures

Dripta Raychaudhuri, Yumin Suh, Samuel Schulter, Xiang Yu, Masoud Faraki, Amit K. Roy-Chowdhury, Manmohan Chandraker
CVPR 2022 (Oral) [arXiv] [Project page]

On Generalizing Beyond Domains in Cross-Domain Continual Learning

Christian Simon, Masoud Faraki, Yi-Hsuan Tsai, Xiang Yu, Samuel Schulter, Yumin Suh, Mehrtash Harandi, Manmohan Chandraker
CVPR 2022 [arXiv]

Cross-Domain Similarity Learning for Face Recognition in Unseen Domains

Masoud Faraki, Xiang Yu, Yi-Hsuan Tsai, Yumin Suh, Manmohan Chandraker
CVPR 2021 [Paper]

Learning to Optimize Domain Specific Normalization for Domain Generalization

Seonguk Seo, Yumin Suh, Dongwan Kim, Geeho Kim, Jong-Woo Han, and Bohyung Han
ECCV 2020 [Paper]

Stochastic Class-based Hard Example Mining for Deep Metric Learning

Yumin Suh, Bohyung Han, Wonsik Kim, and Kyoung Mu Lee
CVPR 2019 [Paper]

Part-Aligned Bilinear Representations for Person Re-identification

Yumin Suh, Jingdong Wang, Siyu Tang, Tao Mei and Kyoung Mu Lee
ECCV 2018 [Paper] [Supp] [Code] [Poster]

Tech Reports

Learning Semantic Segmentation from Multiple Datasets with Label Shifts

Dongwan Kim, Yi-Hsuan Tsai, Yumin Suh, Masoud Faraki, Sparsh Garg, Manmohan Chandraker, Bohyung Han
[arXiv:2202.14030]

Cross-Modal Prediction Consistency based Self-Training for Unsupervised Domain Adaptation

Dongwan Kim, Geeho Kim, Seonguk Seo, Yumin Suh, Bohyung Han, Taeho Lee, Jongwoo Han, and Hyejeong Jeon
3rd Place in VisDA-2019 Challenge [Paper]

Work Experience

Researcher at NEC Labs America. 2019.12 - present

Postdoctoral researcher at Seoul National University, Seoul, Korea. 2019.4 - 2019.11
Advisors: Bohyung Han, Kyoung Mu Lee

Research Intern at Microsoft Research Asia (MSRA), Beijing, China. 2016.9 - 2017.5
Advisors: Tao Mei, Jingdong Wang

Research Intern at WILLOW, Inria, Paris, France. 2014.12 - 2015.6
Advisors: Jean Ponce, Minsu Cho