I am a Ph.D. student at Yonsei University, advised by Prof. Dong-Hyun Kim, in the Medical Imaging Artificial Intelligence Lab (MILAB). In 2025, I worked as a visiting student at the Vision and Learning Lab (VLLab), UC Merced, under the supervision of Prof. Ming-Hsuan Yang, broadening my research into generative modeling and image reconstruction.
My research addresses the missing modality problem in MRI, where incomplete acquisitions are common in clinical practice yet severely limit downstream analysis. I develop methods that leverage knowledge distillation, generative modeling, and disentangled representation learning to enable reliable diagnosis from incomplete data. These techniques, learning from incomplete data and recovering missing information, apply broadly across computer vision. My wider interests include super-resolution, motion artifact correction, and segmentation in brain MRI.
I am currently seeking a research internship opportunity and welcome any inquiries!
Contact
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yoonseokchoi@yonsei.ac.kr
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C218, Engineering Hall 3, Yonsei University, Seoul, Republic of Korea
Education
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PhD in Electrical and Electronic Engineering, 2023 - Present
Yonsei University, Seoul
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MS in Electrical and Electronic Engineering, 2021 - 2023
Yonsei University, Seoul
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BS in Biomedical Engineering, 2015 - 2021
Yonsei University, Wonju
