Sanghoon Lee

I joined Samsung Research as a Staff Engineer in Fall 2026, where I work on VLA models for humanoid robots in the RX Division.

Before that, I received my Ph.D. from the Department of Electrical and Electronic Engineering at Yonsei University, where I was advised by Prof. Bumsub Ham in the Computer Vision Lab. I received my B.S. degree from the same department.

I am interested in how multimodal understanding can be turned into action in the physical world.

Email  /  Google Scholar  /  Github  /  LinkedIn

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News
  • 2026.06One paper accepted to ECCV 2026.
  • 2026.05Recognized as an Outstanding reviewer for CVPR 2026.
  • 2026.04One paper accepted to Findings of CVPR 2026.
Education
  • Ph.D in Electrical & Electronic Engineering, Yonsei University, Seoul, Korea. (2026)
  • B.S. in Electrical & Electronic Engineering, Yonsei University, Seoul, Korea. (2019)
Publication
Learning Probabilistic Prompt for Continual Learning
Hyekang Park, Sanghoon Lee, Geon Lee, Jongyoun Noh, Bumsub Ham
ECCV, 2026
paper / project site / code will be released soon.
PLoPS: Localization-Aware Person Search with Prototypical Normalization
Sanghoon Lee, Youngmin Oh, Donghyeon Baek, Junghyup Lee, Bumsub Ham
Pattern Recognition, 2024
paper / project site / code
Decomposed Knowledge Distillation for Class-incremental Semantic Segmentation
Donghyeon Baek, Youngmin Oh, Sanghoon Lee, Junghyup Lee, Bumsub Ham
NeurIPS, 2022
paper / project site / code
OIMNet++: Prototypical Normalization and Localization-aware Learning for Person Search
Sanghoon Lee, Youngmin Oh, Donghyeon Baek, Junghyup Lee, Bumsub Ham
ECCV, 2022
paper / project site / code
Services
  • Reviewer for IEEE TPAMI 2022, 2025.
  • Reviewer for IJCV 2023, 2024, 2025.
  • Reviewer for IEEE TIP 2023, 2024.
  • Reviewer for CVPR 2023, 2024, 2025, 2026 (Outstanding reviewer).
  • Reviewer for NeurIPS 2025, 2026.
  • Reviewer for ECCV 2026.

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