Wonhyeok Choi

Hi, I'm Wonhyeok Choi, a M.S.-Ph.D. integrated course student at the Department of Electrical Engineering & Computer Sciences (EECS) at DGIST, South Korea. I am conducting my research under the supervision of Prof. Sunghoon Im at the DGIST Computer Vision Lab.

Previously, I earned a B.S. degree from the Department of School of Undergraduate Studies, DGIST, in 2022, and I was fortunate to have the opportunity to study as an exchange student at UC Berkeley during my undergraduate years and later visit Stanford as a visiting scholar during my Ph.D. program.

My research interest is computer vision and deep learning, with a particular emphasis on solving Dynamic Neural networks, Multi-task/Multi-modal learning & Meta-learning, and 3D perception tasks.


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News

2025

  • 2025-01: One paper accepted to ICLR 2025.

    • 2024

  • 2024-12: One paper accepted to AAAI 2025.
  • 2024-11: Our team received the Top Prize from the 16th Electronics Newspaper ICT Paper Contest.
  • 2024-08: I am going to serve as Visiting Scholar at CNSLab in Stanford University for four months.
  • 2024-01: One paper accepted to ICRA 2024.
  • 2024-01: Our team received the 3rd Prize from the 30th Samsung Human-Tech Paper Award.

    • 2023

  • 2023-12: I received the Outstanding Researcher Award from the DGIST.
  • 2023-12: Our team received the Excellence Prize from the 15th Electronics Newspaper ICT Paper Contest.
  • 2023-10: I received the Outstanding Researcher Award from the EECS of DGIST.
  • 2023-10: Our team received the Top Prize from the Autonomous Driving AI Development Challenge 2023.
  • 2023-09: One paper accepted to NeurIPS 2023.
  • 2023-02: One paper accepted to CVPR 2023.

    • 2022

  • 2022-03: One paper accepted to CVPR 2022.
  • 2022-03: I join in DGIST CVLab as a M.S.-Ph.D Integrated Course Student.
  • 2022-02: Our team received the Participation Prize from the 28th Samsung Human-Tech Paper Award.

    • Publications

    * indicates equal contribution
    † indicates the corresponding author



    dise Self-supervised Monocular Depth Estimation Robust to Reflective Surface Leveraged by Triplet Mining (Top Prize in ICT Paper Contest)
    Wonhyeok Choi*, Kyumin Hwang*, Wei Peng, Minwoo Choi, Sunghoon Im†
    International Conference on Learning Representations (ICLR), 2025
    [Paper] | [Openreview]
    dise Intrinsic Image Decomposition for Robust Self-supervised Monocular Depth Estimation on Reflective Surfaces
    Wonhyeok Choi*, Kyumin Hwang*, Minwoo Choi, Kiljoon Han, Wonjoon Choi, Mingyu Shin, Sunghoon Im†
    The Thirty-Ninth AAAI Conference on Artificial Intelligence (AAAI), 2025
    [Paper]
    dise Multi-task Learning for Real-time Autonomous Driving leveraging Task-wise Attention Generator (Oral) (Excellence Prize in ICT Paper Contest)
    Wonhyeok Choi*, Mingyu Shin*, Hyukzae Lee, Jaehoon Cho, Jaehyeon Park, Sunghoon Im†
    IEEE International Conference on Robotics and Automation (ICRA), 2024
    [Paper]
    dise Depth-discriminative Metric Learning for Monocular 3D Object Detection
    (3rd Prize in Samsung Human-Tech Paper Award)
    Wonhyeok Choi*, Mingyu Shin*, Sunghoon Im†
    Neural Information Processing Systems (NeurIPS), 2023
    [Paper] | [OpenReview]
    dise Dynamic Neural Network for Multi-Task Learning Searching across Diverse Network Topologies
    Wonhyeok Choi, Sunghoon Im†
    IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2023
    [Paper]
    dise ADAS: A Direct Adaptation Strategy for Multi-Target Domain Adaptive Semantic Segmentation
    (Participation Prize in Samsung Human-Tech Paper Award)
    Seunghun Lee, Wonhyeok Choi, Changjae Kim, Minwoo Choi, Sunghoon Im†
    IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2022
    [Paper]
    Education


    dise M.S.-Ph.D. Integrated Course (Advisor: Sunghoon Im)
    Department of Electrical Engineering & Computer Sciences (EECS), DGIST, South Korea
    (Mar. 2022 - Present)
    dise Visiting Scholar (Advisor: Prof. Kilian M. Pohl)
    Department of Psychiatry and Behavioral Sciences (PBS), Stanford University, CA, USA
    (Sep. 2024 - Dec. 2024)
    dise Bachelor's Degree
    Department of Electrical Engineering & Computer Sciences (EECS), DGIST, South Korea
    (Mar. 2018 - Feb. 2022)
    dise Exchange Student (8 Credits)
    UC Berkeley, CA, USA (Supported by DGIST Freshmen Global Leadership Program, FGLP)
    (Jun. 2018 - Aug. 2018)
    dise Hansung Science High School, South Korea
    (Mar. 2016 - Feb. 2018)
    Academic Activities

    Honors & Awards

  • Top Prize, 16th ICT Paper Competition and Grand Exhibition, Electronic News, Dec. 2024
  • 3rd Prize, 30th HumanTech Paper Award, Samsung Electronics Co., Ltd, Feb. 2024
  • Outstanding Researcher Award, Electronic Engineering & Computer Sciences (EECS), DGIST, Dec. 2023
  • Excellence Prize, 15th ICT Paper Competition and Grand Exhibition, Electronic News, Dec. 2023
  • Hwang Gyuyoung Outstanding Researcher Award, Electronic Engineering & Computer Sciences (EECS), DGIST, Oct. 2023
  • Top Prize, Autonomous Driving AI Development Challenge 2023, Ministry of Land, Infrastructure and Transport, Oct. 2023
  • Participation Prize, 28th HumanTech Paper Award, Samsung Electronics Co., Ltd, Feb. 2022.

    • Reviewer

  • International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2025
  • International Conference on Learning Representations (ICLR), 2025
  • International Conference on Machine Learning (ICML), 2025
  • Neural Information Processing Systems (NeurIPS), 2024 - 2025
  • IEEE Robotics and Automation Letters (RA-L), 2024 - 2025
  • IEEE International Conference on Robotics and Automation (ICRA), 2024 - 2025
  • IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2023 - 2025
  • IEEE International Conference on Computer Vision (ICCV), 2023 - 2025
  • The European Conference on Computer Vision (ECCV), 2024


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    © Wonhyeok Choi | Last updated: Feb 14, 2025