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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📄Curriculum Vitae
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Publications
* indicates equal contribution
†indicates the corresponding author
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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 Imâ€
International Conference on Learning Representations (ICLR), 2025
[Paper]
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[Openreview]
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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 Imâ€
The Thirty-Ninth AAAI Conference on Artificial Intelligence (AAAI), 2025
[Paper]
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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 Imâ€
IEEE International Conference on Robotics and Automation (ICRA), 2024
[Paper]
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Depth-discriminative Metric Learning for Monocular 3D Object Detection
(3rd Prize in Samsung Human-Tech Paper Award)
Wonhyeok Choi*, Mingyu Shin*, Sunghoon Imâ€
Neural Information Processing Systems (NeurIPS), 2023
[Paper] |
[OpenReview]
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Dynamic Neural Network for Multi-Task Learning Searching across Diverse Network Topologies
Wonhyeok Choi, Sunghoon Imâ€
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2023
[Paper]
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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 Imâ€
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2022
[Paper]
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M.S.-Ph.D. Integrated Course (Advisor: Sunghoon Im)
Department of Electrical Engineering & Computer Sciences (EECS), DGIST, South Korea
(Mar. 2022 - Present)
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Visiting Scholar (Advisor: Prof. Kilian M. Pohl)
Department of Psychiatry and Behavioral Sciences (PBS), Stanford University, CA, USA
(Sep. 2024 - Dec. 2024)
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Bachelor's Degree
Department of Electrical Engineering & Computer Sciences (EECS), DGIST, South Korea
(Mar. 2018 - Feb. 2022)
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Exchange Student (8 Credits)
UC Berkeley, CA, USA (Supported by DGIST Freshmen Global Leadership Program, FGLP)
(Jun. 2018 - Aug. 2018)
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Hansung Science High School, South Korea
(Mar. 2016 - Feb. 2018)
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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
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