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
Leveraging LLMs for Multimodal Retrieval-Augmented Radiology Report Generation via Key Phrase Extraction
Kyoyun Choi, Byungmu Yoon, Soobum Kim, Jonggwon Park
Artificial Intelligence in Medicine
M4CXR: Exploring Multitask Potentials of Multimodal Large Language Models for Chest X-Ray Interpretation
Jonggwon Park, Soobum Kim, Byungmu Yoon, Jihun Hyun, and Kyoyun Choi
IEEE Transactions on Neural Networks and Learning Systems
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
Retrospective Comparison between a Report-Generating AI Model and a SegmentationBased AI Model in Detecting Pleural Effusion on Chest X-rays
H. G. Cho, R. W. Lee, H. S. Choi, B. C. Hwang
ESTI 2025
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
The diagnostic performance of an AI-based CADx system for pulmonary nodules with localization and measurement: a multi-center clinical trial and validation study
Gu-cheol Jeong
RSNA 2025
Quantitative Comparison and Reader-Based Evaluation of a Vision-Language Model for Chest Radiograph Interpretation
Honggeun Cho, MD, Bumcheol Hwang, Jonggwon Park, Phd, Byungmu Yoon, Kyoyun Choi, Juyeon Yi, MD, Joon Young Kim, Hyun S. Choi, MD, PhD, Jay Yoon, Hyewon Kang, Seongeun Lee, Heeguen Kang, Ro-Woon Lee, MD, Kyuhong Lee, MD
RSNA 2025
Exploring Vision-Language AI-Assisted Double Reading for Error Detection in Chest Radiograph Reports Using Synthetic Errors
Jonggwon Park, Phd, Honggeun Cho, MD, Kyoyun Choi, Phd, Bumcheol Hwang, Byungmu Yoon, Eui Jin Hwang, MD, PhD, Jiyoung Song, MD, PhD
RSNA 2025
Dual-Task Learning with Semantically-Enriched Features Enhances Analysis Performance of AP and PA Chest X-rays
Heeguen Kang, Hyewon Kang, Seongeun Lee, Sohyun Jeong, Hongjun Yoon
RSNA 2025
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
Ovarian Cancer Detection in Ascites Cytology with Weakly Supervised Model on Nationwide Dataset
Jiwon Lee, Seonggyeong Choi, Seoyeon Shin, Mohammad Rizwan Alam, PhD, Jamshid Abdul-Ghafar, MD, PhD, Kyung Jin Seo, MD, PhD, Gisu Hwang, MS, Daeky Jeong, BS, Gyungyub Gong, MD, PhD, Nam Hoon Cho, MD, PhD, Chong Woo Yoo, MD, PhD, Hyung Kyung Kim, MD, PhD, Yosep Chong, MD, PhD, Kwangil Yim, MD, PhD
The American Journal of Pathology
Exploring Vision-Language AI-Assisted Double Reading for Error Detection in Chest Radiograph Reports Using Synthetic Errors
Jonggwon Park, Phd, Honggeun Cho, MD, Kyoyun Choi, Phd, Bumcheol Hwang, Byungmu Yoon, Eui Jin Hwang, MD, PhD, Jiyoung Song, MD, PhD
RSNA 2025
Quantitative and Qualitative Assessment of an AI Model for Chest Radiograph Report Generation
확인
RSNA 2025
Comparison of an Artificial Intelligence Model and General Practitioners in Detecting Pneumoperitoneum on Chest Radiographs
확인
RSNA 2025
Evaluating a Vision-Language Artificial Intelligence Model as a Screening Tool for Preoperative Chest Radiographs
name
RSNA 2025
RadZero: Similarity-Based Cross-Attention for Explainable Vision-Language Alignment in Radiology with Zero-Shot Multi-Task Capability
Jonggwon Park, Soobum Kim, Byungmu Yoon, Kyoyun Choi
NeurIPS 2025
Bidirectional Hybrid State Space Transformer Architecture for Colorectal Cancer Histopathology Whole Slide Images
Won June Cho, Hongjun Yoon, Daeky Jeong, Hyeongyeol Lim, Yosep Chong
KoSAIM 2025
Improving Spatial Transcriptomics Prediction With Hybrid State Space-Vision Transformer Backbone in Pathology Vision Foundation Models
Won June Cho, Hongjun Yoon, Daeky Jeong, Hyeongyeol Lim, Yosep Chon
KoSAIM 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
s
s
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
Semantic-Enriched Multi-Task Learning Enhances Chest Radiograph Analysis in Both AP and PA Views
Heeguen Kang, Hongjun Yoon, Hyewon Kang, Seongeun Lee, Sohyun Jeong, Hyun Seok Choi
KCR 2025
Quantitative Comparison and Reader-Based Evaluation of a Vision-Language Model for Chest Radiograph Interpretation
Honggeun Cho, MD, Bumcheol Hwang, Jonggwon Park, Phd, Byungmu Yoon, Kyoyun Choi, Juyeon Yi, MD, Joon Young Kim, Hyun S. Choi, MD, PhD, Jay Yoon, Hyewon Kang, Seongeun Lee, Heeguen Kang, Ro-Woon Lee, MD, Kyuhong Lee, MD
KCR 2025
Multimodal Retrieval-Augmented Radiology Reporting: Diagnostic Comparisons of Single- and Multi-View LLMs
Yeonju Jeong
ESTI 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
Diagnostic Performance of a Large Language Model in Multimodal Retrieval-Augmented Radiology Report Generation: A Comparative Study with an Experienced Human Reader
Yeonju Jeong
ESTI 2025
The American Journal of Pathology Ovarian Cancer Detection in Ascites Cytology with Weakly Supervised Model on Nationwide Dataset
Jiwon Lee, Seonggyeong Choi, Seoyeon Shin, Mohammad Rizwan Alam, Jamshid Abdul-Ghafar, Kyung Jin Seo, Gisu Hwang, Daeky Jeong, Gyungyub Gong, Nam Hoon Cho, Chong Woo Yoo, Kwangil Yim, Hyung Kyung Kim, Yosep Chong
The American Journal of Pathology
Whole slide image-level classification of malignant effusion cytology using clustering-constrained attention multiple instance learning
Dongwoo Kim, Jongwon Lee, Minsoo Jung, Kwangil Yim, Gisu Hwang, Hongjun Yoon, Daeky Jeong, Won June Cho, Mohammad Rizwan Alam, Gyungyub Gong, Nam Hoon Cho, Chong Woo Yoo, Yosep Chong, Kyung Jin Seo
Lung Cancer
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
A Deep Learning-Based Approach for Real-Time Automated Detection of Thyroid Nodules in Ultrasound with an Out-Focus Alarm System
Jaehyeok Lee, Jae Young Lee, Gucheol Jung, Ju Young Lee, Hyun Seok Choi
ECR 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
Deep learning-driven macroscopic AI segmentation model for brain tumor detection via digital pathology: Foundations for terahertz imaging-based AI diagnostics
Myeong Suk Yim, Yun Heung Kim, Hyeon Sang Bark, Seung Jae Oh, Inhee Maeng, Jin-Kyoung Shim, Jong Hee Chang, Seok-Gu Kang, Byeong Cheol Yoo, Jae Gwang Kwon, Jungsup Byun, Woon-Ha Yeo, Seung-Hwan Jung, Han-Cheol Ryu, Se Hoon Kim, Hyun Ju Choi, Young Bin Ji
Heliyon
Comparative Analysis of M4CXR, an LLM-Based Chest X-Ray Report Generation Model, and ChatGPT in Radiological Interpretation
Ro Woon Lee , Kyu Hong Lee, Jae Sung Yun, Myung Sub Kim and Hyun Seok Choi
Journal of Clinical Medicine
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
Improved diagnostic accuracy of thyroid fine-needle aspiration cytology with artificial intelligence technology
Yujin Lee, Mohammad Rizwan Alam, Hongsik Park, Kwangil Yim, Kyung Jin Seo, Gisu Hwang, Dahyeon Kim, Yeonsoo Chung, Gyungyub Gong, Nam Hoon Cho, Chong Woo Yoo, Yosep Chong, Hyun Joo Choi
Thyroid
Localization-adjusted diagnostic performance and assistance effect of a computer-aided detection system for pneumothorax and consolidation
Sun Yeop Lee, Sangwoo Ha, Min Gyeong Jeon, Hao Li, Hyunju Choi, Hwa Pyung Kim, Ye Ra Choi, Hoseok I, Yeon Joo Jeong, Yoon Ha Park, Hyemin Ahn, Sang Hyup Hong, Hyun Jung Koo, Choong Wook Lee, Min Jae Kim, Yeon Joo Kim, Kyung Won Kim & Jong Mun Choi
NPJ digital medicine
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