Publications
Infant Brain Age Estimation With T1w/T2w Ratio MRI: A Myelination- Aware Deep Learning Approach
Hyeryn Park, Young Hun Choi, Sung-Min Gho
JMRI
Topology-Aware Automated Report Generation for Intracranial Aneurysm Diagnosis using 3D TOF-MRA
Kwanseok Oh, Burnyoung Kim, Dahye Lee, Sung-Min Gho
KoSAIM 2025
Deep Learning with Anatomical Guidance for Enhanced Cerebral Microbleeds Detection and Localization
Burnyoung Kim, Junho Kim, Donghyun Kim, Sung-Min Gho
KoSAIM 2025
A deep learning algorithm may automate intracranial aneurysm detection on MR angiography with high diagnostic performance
Bio Joo & Sung Soo Ahn & Pyeong Ho Yoon & Sohi Bae & Beomseok Sohn & Yong Eun Lee & Jun Ho Bae & Moo Sung Park & Hyun Seok Choi & Seung-Koo Lee
European Radiology
RA-RRG: Multimodal Retrieval-Augmented Radiology Report Generation with Key Phrase Extraction
Jonggwon Park, Byungmu Yoon, Soobum Kim, Kyoyun Choi
ACL 2026
SA-AVAE: A sex-Aware adversarial variational autoencoder network for biological brain age estimation in IoMT-Enabled multimodal neuroimages
Abd Ur Rehman, Azka Rehman, Muhammad Umar Farooq, Taehyun Lee, Tariq M. Khan, Imran Razzak, Sung-Min Gho, Aleum Lee, Dong-Kyu Chae, Muhammad Usman
ECR 2026
Deep learning assistance improves clinician performance in detecting cerebral aneurysms on MRA
Gung Jung, Jiwon Lee, Hyunji Kim, Sung-Min Gho, Youngjun Yim, Jae-Bum Lee, Taek-Kyun Nam, Chul-Yong Park, Kwon-Yong Park
ECR 2026
Fine-tuned Segment Anything Model for Automatic Intracranial Aneurysm Segmentation in TOF-MRA: Comparison with Non-Radiologist Physicians
Juyeon Yi, Dahye Lee, Honggeun Cho, Kwanseok Oh, Bumcheol Hwang, Joon Young Kim, Minjin Song, Doo Young Lee, Jin Wook Choi, Hyun S. Choi
RSNA 2025
A Circle of Willis-Guided Cerebral Artery Segmentation Model for Intracranial Aneurysm Localization on Brain Magnetic Resonance Angiography
Kwanseok Oh, Dahye Lee, Yun Heung Kim, Burnyoung Kim, Hyun Seok Choi, Jinwook Choi
KCR 2025
AUTOMATED INTRACRANIAL ANEURYSM SEGMENTATION IN TIME-OFFLIGHT MR ANGIOGRAPHY USING A FINE-TUNED SEGMENT ANYTHING MODEL: COMPARISON WITH NON-RADIOLOGIST PHYSICIANS
Juyeon Yi, Dahye Lee, Hong Geun Cho, Kwanseok Oh, Jin Wook Choi, Hyun Seok Choi
KCR 2025
Advanced AI Model for Predicting NMIBC Recurrence: Integrating Cystoscopy Images and EMR Data
JUYOUNG LEE, Se Young Choi, Yong Seong Lee, Gucheol Jung
KCR 2025
Multimodal Retrieval-Augmented Radiology Reporting_Diagnostic Comparisons of Single- and Multi-View LLMs
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Infant Brain Age Estimation Using Deep Learning on Myelin-Sensitive T1w/T2w Ratio Images
Author: Hyeryn Park, Chamgmin Ryu, Dong-Hyun Kim, Hyun Seok Choi, Sung-Min Gho
KCR 2025
Anatomical Brain Segmentation for False Positive Reduction and Localization in Automated Detection of Cerebral Microbleeds on Susceptibility-Weighted Imaging
Burnyoung Kim, Sung-Min Gho, Jun-Ho Kim, Dong-Hyun Kim
ESNR 2025
Development of proton-density magnetic resonance angiography using deep-learning models as new cerebral angiography for the evaluation of intracranial aneurysms: Preliminary study
Eunseon Jeong, Yun-Heung Kim, Seung Chai Jung, Sung-Min Gho, Hye Hyeon Moon, Yun Hwa Roh, Yunsun Song, Keum Mi Choi, BA
ESNR 2025
Biologically Informed Brain Age Estimation in Infants Using T1w/T2w Ratio Imaging and Anatomical Priors
Hyeryn Park, Hyun Seok Choi, Sung-Min Gho
ESNR 2025
Ehancing Robustness in Aneurysm Segmentation Across Variable Sizes via ContextAware Semantic Augmentation
Kwanseok Oh, Yunheung Kim, Burnyoung Kim, Dahye Lee, Hyunseok Choi, and Jin Wook Choi
ESNR 2025
Anatomy-Aware Segmentation of Cerebral Arteries for Automated Intracranial Aneurysm Localization on 3D Time-of-Flight Magnetic Resonance Angiography
Kwanseok Oh, Dahye Lee, Yunheung Kim, Burnyoung Kim, Hyunseok Choi, and Jin Wook Cho
ESNR 2025
Topology-Aware Report Generation for Intracranial Aneurysm Diagnosis in 3D TOF-MRA
Kwanseok Oh, Burnyoung Kim, Dahye Lee, and Sung-Min Gho
ESNR 2025
A Deep Learning based Harmonic Field Extension in SMWI with Reduced Spatial Coverage
Siyun Jung, Sung-Min Gho, Soohyun Jeon, and Dong-Hyun Kim
ISMRM 2025
Complex Swin Transformer for Accelerating Enhanced SMWI Reconstruction
ISMRM 2025
Muhammad Usman and Sung-Min Gho
Linear Fusion-Based Dual-MR Contrast Enhancement for Improved Choroid Plexus Segmentation
Kwanseok Oh, Dahye Lee, Intae Shin, and Sung-Min Gho
ISMRM 2025
Unsupervised learning for motion correction and assessment in brain magnetic resonance imaging using severity-based regularized cycle consistency
Seuk Kim, Mohammed A. Al-masni, Seul Lee, Sunyoung Jung, Kyu-Jin Jung, Chuanjiang Cui, Sung-Min Gho, Young Hun Choi, Dong-Hyun Kim
Eng. Appl. Artif. Intell
A Deep Learning Model with High Standalone Performance for Diagnosis of Unruptured Intracranial Aneurysm
Bio Joo, Hyun Seok Choi, Sung Soo Ahn, Jihoon Cha, So Yeon Won, Beomseok Sohn, Hwiyoung Kim, Kyunghwa Han, Hwa Pyung Kim, Jong Mun Choi, Sang Min Lee, Tae Gyu Kim, and Seung-Koo Lee
Yonsei Med J 2021
Deep Learning–Based Software Improves Clinicians’ Detection Sensitivity of Aneurysms on Brain TOF-MRA
B. Sohn, K.-Y. Park, J. Choi, J.H. Koo, K. Han, B. Joo, S.Y, Won, J. Cha, H.S. Choi and S.-K. Lee
AJNR Am J Neuroradiol 2021