Changmin Ryu

Research Interest

• Medical Image Processing

• eXplainable AI

• Clinical Applications

• Multi-Modality data analysis

Conference Paper

1. [2025] Changmin Ryu, Na-Young Shin, Sunyoung Jung, and Dong-Hyun Kim*. Attention-Guided Deep Learning Model for Predicting Myelination Age from Multi- contrast Brain MRI of Neonates and Infants. KCR 2025. Oral Presentation. 

2. [2025] Hyeryn Park, Changmin Ryu, Dong-Hyun Kim, Hyun Seok Choi, and Sung-min Gho*. Infant Brain Age Estimation Using Deep Learning on Myelin-Sensitive T1w/T2w Ratio Images. KCR 2025. Oral Presentation. 

3. [2025] Changmin Ryu, Sunyoung Jung, Na-Young Shin, and Dong-Hyun Kim*. Attention-guided deep learning model focusing on myelination for predicting brain age using multi contrast MRI. ISMRM 2025. Oral Presentation. 

4. [2025] Changmin Ryu, Sunyoung Jung, Yoonseok Choi, and Dong-Hyun Kim*. Improving subcortical segmentation in brain MRI using knowledge distillation to enhance robustness against motion artifacts. ISMRM 2025. Digital Poster. 

5. [2024] Changmin Ryu, Sunyoung Jung, Yoonseok Choi, and Dong-Hyun Kim*. Improving subcortical segmentation in brain MRI using knowledge distillation to enhance robustness against motion artifacts. ICMRI 2024. Printed Poster. Best Trainee Scientific Awards Poster Presentation(Gold).

6. [2024] Changmin Ryu, Joon-Yong Jung, Keum San Chun, Sungwon Lee, Yoonho Nam*. On the feasibility of detecting spinal stenosis using deep learning in radiography. KCR 2024. Oral Presentation.

7. [2024] Hagyeong Yu, Changmin Ryu, Junghwa Kang, Tae Young Lee, Yoonho nam*. Quantitative analysis of MRI-visible perivascular spaces in schizophrenia. OHBM 2024. Printed Poster.

8. [2024] Hagyeong Yu, Changmin Ryu, Junghwa Kang, Tae Young Lee, Yoonho nam*. Quantitative analysis of MRI-visible perivascular spaces in schizophrenia. ISMRM 2024. Printed Poster.

9. [2023] Oh Joon Kwon, Changmin Ryu, Eun a Kwon, Hyun Gi Kim, Yoonho Nam*. Improved basal ganglia segmentation of three dimensional neonatal brain MR images for perivascular space assessment. ICMRI 2023. Oral Presentation. 

Publications

Comming Soon ...

Patents

1. [2025] "영유아 뇌 나이 추정 방법 및 장치", 김동현, 유창민, 신나영, 출원번호: 10-2025-0067307, 출원일자: 2025.05.23