Yumin Suh
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 ChandrakerCVPR 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 ChandrakerCVPR 2022 [arXiv]
Cross-Domain Similarity Learning for Face Recognition in Unseen Domains
Masoud Faraki, Xiang Yu, Yi-Hsuan Tsai, Yumin Suh, Manmohan ChandrakerCVPR 2021 [Paper]
Learning to Optimize Domain Specific Normalization for Domain Generalization
Seonguk Seo, Yumin Suh, Dongwan Kim, Geeho Kim, Jong-Woo Han, and Bohyung HanECCV 2020 [Paper]
Stochastic Class-based Hard Example Mining for Deep Metric Learning
Yumin Suh, Bohyung Han, Wonsik Kim, and Kyoung Mu LeeCVPR 2019 [Paper]
Part-Aligned Bilinear Representations for Person Re-identification
Yumin Suh, Jingdong Wang, Siyu Tang, Tao Mei and Kyoung Mu LeeECCV 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 Jeon3rd Place in VisDA-2019 Challenge [Paper]
Work Experience
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