Junhyeok Lee

PhD student, Interdisciplinary Programs in Cancer Biology Major, Seoul National University

Joined

October 2023

Names

Junhyeok Lee (Preferred)

Emails

****@snu.ac.kr (Confirmed)

Personal Links

Career & Education History

PhD student

Interdisciplinary Programs in Cancer Biology Major, Seoul National University (snu.ac.kr)

2023 – 2027

Advisors, Relations & Conflicts

PhD Advisor

2023 – 2027

Expertise

Diffusion model

2024 – 2025

Medical imaging

2020 – 2025

Deep learning

2020 – 2025

Publications

Deep learning for deep learning performance: How much data is needed for segmentation in biomedical imaging?
Junhyeok Lee, Ziyu Qi, Hyungjin Chung, Minseok Suh, Jeong-Hoon Lee, Kyu Sung Choi
- PLOS One
- Readers: Everyone
Domain-Specialized Interactive Segmentation Framework for Meningioma Radiotherapy Planning
Junhyeok Lee, Han Jang, Kyu Sung Choi
- Crossref
- Readers: Everyone
JET-Diff: Joint-Encoding Tensor Diffusion Model for Accurate DTI Reconstruction from Sparse DWIs
Junhyeok Lee, Kyu Sung Choi
- Submitted to ICLR 2026
- Readers: Everyone
ST-SRPerf: Continuous spatiotemporal representation for perfusion MRI super-resolution through neural ODE and implicit neural representation
Junhyeok Lee, Yoseob Han, Joon Jang, Hyochul Lee, Jung Hyun Park, Inpyeong Hwang, Jin Wook Chung, Seung Hong Choi, Kyu Sung Choi
- Computers in Biology and Medicine
- Readers: Everyone
Unsupervised Deep Learning for Blood-Brain Barrier Leakage Detection in Diffuse Glioma Using Dynamic Contrast-enhanced MRI
Joon Jang, Kyu Sung Choi, Junhyeok Lee, Hyochul Lee, Inpyeong Hwang, Jung Hyun Park, Jin Wook Chung, Seung Hong Choi, Hyeonjin Kim
- Radiology: Artificial Intelligence
- Readers: Everyone
Lesion-Aware Post-training of Latent Diffusion Models for Synthesizing Diffusion MRI from CT Perfusion
Junhyeok Lee, Hyunwoong Kim, Hyungjin Chung, Heeseong Eom, Joon Jang, Chul-Ho Sohn, Kyu Sung Choi
- MICCAI (2) 2025
- Readers: Everyone

Co-Authors