Minhyuk Seo

I'm a MS. student at Vision and Learning Lab. at Yonsei University advised by Prof. Jonghyun Choi. My research focus is on continual learning, robotics and federated learning.

During my M.S., I was fortunate to work as a research intern at the AML (Advanced Machine Learning) team in LG AI research (2023). Currently, I am looking for a research internship position for machine learning and computer vision research.

I received B.S. from Yonsei University under the supervision of Prof. Jonghyun Choi.

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    News

       2024.09     I am invited to give a talk in Naver Labs - Recent research on continual learning

       2024.06     Two papers accepted at CoLLAs 2024 Workshop Tack

       2024.06     I am invited to give a talk in Apple research - Practical setā€ups and methods for continual learning

       2024.02     A paper is accepted at CVPR 2024 about online continual learning

       2024.01     A paper is accepted at ICLR 2024 about embodied continual learning


    Work Experience

LG AI research
Research Intern at AML Team (Feb. 2023 ~ Aug. 2023)
Mentor: Dr. Moontae Lee


    Publications
Just Say the Name: Online Continual Learning with Category Names Only via Data Generation
Minhyuk Seo, Diganta Misra, Seongwon Cho, Minjae Lee, Jonghyun Choi,
arXiv
[pdf] [bibtex]
A paper about continual learning with adaptive layer freezing
Minhyuk Seo*, Hyunseo Koh*, Jonghyun Choi,
Under Review
Learning Equi-angular Representations for Online Continual Learning
Minhyuk Seo Hyunseo Koh, Wonje Jeung, Min Jae Lee, San Kim, Hankook Lee, Sungjun Cho, Sungik Choi, Hyunwoo Kim, Jonghyun Choi,
CoLLAs 2024 Workshop Track, CVPR 2024
[pdf] [bibtex] [code]
Online Continual Learning for Interactive Instruction Following Agents
Minhyuk Seo*, Byeonghwi Kim*, Jonghyun Choi
CoLLAs 2024 Workshop Track, ICLR 2024
[pdf] [bibtex] [code]
Online Boundary-Free Continual Learning by Scheduled Data Prior
Hyunseo Koh, Minhyuk Seo, Jihwan Bang, Hwanjun Song, Deokki Hong, Seulki Park, Jung-Woo Ha, Jonghyun Choi
ICLR 2023
[pdf] [bibtex] [code]

    Awards
  • 2st Place Award - Class-Incremental with Repetition Scenario Challenge - CLVISION Workshop @ CVPR 2024
  • 1st Place Award - Continual Test-time Adaptation for Object Detection Challenge - VCL Workshop @ ICCV 2023

    Academic Services (Reviewer)
  • CVPR 2024, NeurIPS 2024, NeurIPS 2024 Benchmark Track, TPAMI 2024


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