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Yumin Suh
ICLR 2025 [arXiv] [Code]
Efficient Deep Learning for Computer Vision, CVPR Workshop 2024 [paper]
CVPR 2024 [arXiv]
CVPR 2024 [arXiv]
ICCV 2023 [arXiv]
ICCV 2023 (Oral) [arXiv][code][project][data]
ICML 2023 [arXiv]
CVPR 2022 (Oral) [arXiv] [Project page]
ECCV 2020 [Paper]
CVPR 2019 [Paper]
ECCV 2018 [Paper] [Supp] [Code] [Poster]
AI Research Scientist at Atmanity. 2025.1 - present
Senior Researcher at NEC Labs America. 2019.12 - 2025.1
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
AAAI 2020-2021, ICLR 2021-2024, ICML 2020-2024, IJCAI 2022, NeurIPS 2021-2022, 2025
Yumin Suh
I am an AI Research Scientist at Atmanity. Before joining Atmanity, I was a Senior Researcher at NEC Labs America.
Before joining NEC, I worked as a postdoctoral researcher at Seoul National University under the supervision of Bohyung Han and Kyoung Mu Lee.
I completed my PhD at Seoul National University in 2019 under the supervision of Kyoung Mu Lee.
I have a broad interest in computer vision and machine learning.
Selected Publications (More)
Progressive Token Length Scaling in Transformer Encoders for Efficient Universal Segmentation
Abhishek Aich, Yumin Suh, Samuel Schulter, Manmohan ChandrakerICLR 2025 [arXiv] [Code]
Improving the Efficiency-Accuracy Tradeoff of DETR-Style Models in Practice
Yumin Suh, Dongwan Kim, Abhishek Aich, Samuel Schulter, Jong-Chyi Su, Bohyung Han, Manmohan ChandrakerEfficient Deep Learning for Computer Vision, CVPR Workshop 2024 [paper]
Generating Enhanced Negatives for Training Language-Based Object Detectors
Shiyu Zhao, Long Zhao, Vijay Kumar BG, Yumin Suh, Dimitris N. Metaxas, Manmohan Chandraker, Samuel SchulterCVPR 2024 [arXiv]
Taming Self-Training for Open-Vocabulary Object Detection
Shiyu Zhao, Samuel Schulter, Long Zhao, Zhixing Zhang, Vijay Kumar BG, Yumin Suh, Manmohan Chandraker, Dimitris N. MetaxasCVPR 2024 [arXiv]
Efficient Controllable Multi-Task Architectures
Abhishek Aich, Samuel Schulter, Amit K. Roy-Chowdhury, Manmohan Chandraker, Yumin SuhICCV 2023 [arXiv]
OmniLabel: A Challenging Benchmark for Language-Based Object Detection
Samuel Schulter, Vijay Kumar B G, Yumin Suh, Konstantinos M. Dafnis, Zhixing Zhang, Shiyu Zhao, Dimitris MetaxasICCV 2023 (Oral) [arXiv][code][project][data]
Confidence and Dispersity Speak: Characterizing Prediction Matrix for Unsupervised Accuracy Estimation
Weijian Deng, Yumin Suh, Stephen Gould, Liang ZhengICML 2023 [arXiv]
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]
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]
Work Experience
Senior Researcher at NEC Labs America. 2019.12 - 2025.1
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
Academic Services
Area Chair
ACCV 2022, CVPR 2024-2025, ICCV 2025Senior Program Committee
IJCAI 2021, AAAI 2022Program Committee
ACCV 2020, CVPR 2019-2023, ECCV 2020-2022, ICCV 2019-2023, ICPR 2020, MM 2017, WACV 2021AAAI 2020-2021, ICLR 2021-2024, ICML 2020-2024, IJCAI 2022, NeurIPS 2021-2022, 2025