Geuntaek Lim

I received my M.S. degree under the supervision of Professor Yukyung Choi at the Robotics and Computer Vision Lab, Sejong University.

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Seoul, South Korea

Currently, I am working as a research intern under the guidance of Professor Jonghyun Choi at the Machine Perception and Reasoning Lab, Seoul National University.

My research focuses on multimodal AI, with a particular emphasis on video-centric AI modeling. My research focuses on empowering AI systems to aid humans in interpreting complex video content, thereby facilitating higher-level reasoning across various applications such as sports analytics, surveillance and media-content. I am deeply interested in exploring the following three key areas for a comprehensive understanding of videos:

  1. Efficient Video Representation: The high computational demands of video data necessitate the use of efficient techniques like keyframe selection and tokenization.

  2. Perception and Reasoning in Videos: Understanding temporal information in video, such as frame continuity, causality, and diversity, remains a challenging problem.

  3. Multi-modal Learning: Audio, when encoded in video streams, introduces semantic information that complements but is distinct from visual semantics.

news

Mar 19, 2025 💻 I am now working as a research intern at SNU Machine Perception and Reasoning Lab.
Dec 16, 2024 🎓 I successfully completed my Master Degree defense.
Jul 15, 2024 📃 A paper on weakly supervised temporal action localization got accepted to ACM MM 2024.
Dec 09, 2023 📃 A paper on content-based video retrieval got accepted to AAAI 2024.

education

Mar 02, 2023 M.S. Dept. of Intelligent Mechatronics Engineering in Sejong University.
Mar 02, 2017 B.S. Dept. of Intelligent Mechatronics Engineering in Sejong University. (GPA 4.15/4.5)

selected publications

  1. MM
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    Probabilistic Vision-Language Representation for Weakly Supervised Temporal Action Localization
    Geuntaek Lim, Hyunwoo Kim, Joonsoo Kim, and Yukyung Choi
    In ACM Multimedia (MM) , 2024
  2. AAAI
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    VVS: Video-to-video retrieval with irrelevant frame suppression
    Won Jo, Geuntaek Lim, Gwangjin Lee, Hyunwoo Kim, Byungsoo Ko, and Yukyung Choi
    In Association for the Advancement of Artificial Intelligence (AAAI) , 2024
  3. IEEE Access
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    Simultaneous Video Retrieval and Alignment
    Won Jo, Geuntaek Lim, Yujin Hwang, Gwangjin Lee, Joonsoo Kim, Joungil Yun, Jiyoung Jung, and Yukyung Choi
    IEEE Access, 2023
  4. IEEE Access
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    Exploring the temporal cues to enhance video retrieval on standardized cdva
    Won Jo, Geuntaek Lim, Joonsoo Kim, Joungil Yun, and Yukyung Choi
    IEEE Access, 2022