의료영상처리 (영상정합,영상분할 포함)
암치료를 위한 의료영상분석
컴퓨터비전(딥러닝포함)의 의료영상적용
뇌영상분석, 레디오믹스, 영상유전체학 응용
학력
서울대학교 전기공학부 학사 1997
University of Michigan 의공학 석사 2000
University of Michigan 전자공학 석사 2000
University of Michigan 의공학 박사 2003
약력/경력
조교수, 부교수, 정교수: 성균관대학교 전자전기공학부 2012-
조교수: 가천대학교 의공학과 2009-2012
조교수(연구): University of Michigan, Radiology 2007-2009
학술지 논문
(2026)
Label-Free Lung MRI Segmentation via Misalignment-Aware Diffusion Translation.
JOURNAL OF IMAGING INFORMATICS IN MEDICINE.
1,
1
(2026)
Dual-conditioned diffusion model with anatomical guidance for geometric distortion correction in prostate MRI.
European Radiology Experimental.
1,
1
(2026)
LS-MAT: Lifespan structural magnetic resonance imaging Synthesis for Microstructural covariance profile Analysis Toolbox.
NEUROIMAGE.
329,
1
(2026)
Automated Detection of New Cerebral Infarctions and Prognostic Implications Using Deep Learning on Serial MRI.
NPJ DIGITAL MEDICINE.
9,
1
(2026)
Association of cerebrovascular morphology with ischemic stroke considering intracranial stenosis.
Brain Communications.
8,
2
(2026)
Longitudinal changes in subcortical functional connectivity during Alzheimer’s disease progression.
JPAD-JOURNAL OF PREVENTION OF ALZHEIMERS DISEASE.
1,
1
(2026)
Developmental Variations in Recurrent Spatiotemporal Brain Propagations from Childhood to Adulthood.
NATURE COMMUNICATIONS.
17,
1
(2026)
Visual Prompt Tuning for Task-flexible Medical Image Synthesis.
COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE.
1,
1
(2026)
Imaging biomarkers for early prediction of the transition from idiopathic late-onset cerebellar ataxia to multiple system atrophy.
PARKINSONISM & RELATED DISORDERS.
1,
1
(2025)
Association Between Internal Carotid Artery Tortuosity and Hemorrhagic Transformation in Patients with Acute Ischemic Stroke.
EUROPEAN NEUROLOGY.
1,
1
(2025)
Enhancing intracranial vessel segmentation using diffusion models without manual annotation for 3D Time-of-Flight Magnetic Resonance Angiography.
COMPUTERIZED MEDICAL IMAGING AND GRAPHICS.
125,
(2025)
Spatiotemporal Characterization of the Functional MRI Latency Structure with Respect to Neural Signaling and Brain Hierarchy.
ADVANCED SCIENCE.
12,
43
(2025)
Weakly-supervised segmentation using sparse single point annotations for lumen and wall of carotid arteries in 3D MRI.
COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE.
269,
(2025)
Enhancing radiomics features via a large language model for classifying benign and malignant breast tumors in mammography.
COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE.
265,
(2025)
Association of APOC1 with cortical atrophy during conversion to Alzheimer's disease.
GEROSCIENCE.
47,
6
(2025)
Revealing the Multivariate Associations Between Autistic Traits and Principal Functional Connectome.
NEUROINFORMATICS.
23,
2
(2025)
Atypical maturation of the functional connectome hierarchy in autism.
MOLECULAR AUTISM.
16,
1
(2024)
Comparison of different group-level templates in gradient-based multimodal connectivity analysis.
NETWORK NEUROSCIENCE.
8,
4
(2024)
Integrating Multimodal Neuroimaging and Genetics: A Structurally-Linked Sparse Canonical Correlation Analysis Approach.
IEEE JOURNAL OF TRANSLATIONAL ENGINEERING IN HEALTH AND MEDICINE.
12,
(2024)
Prognostic model for predicting Alzheimer's disease conversion using functional connectome manifolds.
ALZHEIMERS RESEARCH & THERAPY.
16,
1
특허/프로그램
뇌혈관 영상에서 뇌혈관 분지를 분류하는 방법 및 분석장치(CEREBROVASCULAR BRANCH CLASSIFICATION METHOD IN CEREBROVASCULAR IMAGE AND ANALYSIS APPARATUS).
10-2822-3820000.
20250613.
대한민국
뇌 혈관 모델링을 이용한 병변 분석 방법 및 그 장치.
10-2021-0093128.
20231121.
대한민국
APPARATUS AND METHOD FOR LESION ANALYSIS BASED ON MARGINAL FEATURE.
17/332,380.
20230912.
미국
경계특성 기반의 병변 분석 장치 및 방법.
10-2020-0110864.
20220602.
대한민국
치과용 CT 이미지들을 이용한 3차원 이미지의 재구성 방법 및 장치.
10-2015-0162302.
20170517.
대한민국
초음파 영상과 자기공명 영상 간의 영상정합 방법(Image registration method of ultrasound imaging and magnetic resonance imaging).
10-2011-0027223.
20121005.
대한민국
수상/공훈
국제 로타리 장학생, 1998
학술회의논문
(2025)
Harmonizing multi-domain heterogeneity in medical imaging via Gaussian mixture model.
IEEE Conference on Bioinformatics and Biomedicine.
중국
(2025)
Blood Pressure Assisted Cerebral Microbleed Segmentation via Meta-matching.
International Conference on Medical Image Computing and Computer Assisted Interventions.
대한민국
(2025)
Integrating meta-analysis in multi-modal brain studies with graph-based attention transformer.
International Conference on Medical Image Computing and Computer Assisted Interventions.
대한민국
(2025)
PMIL: Prompt enhanced Multimodal Integrative analysis of fMRI combining functional connectivity and temporal Latency.
International Conference on Medical Image Computing and Computer Assisted Interventions.
대한민국
(2025)
Privacy-Preserving Chest X-ray Classification in Latent Space with Homomorphically Encrypted Neural Inference.
International Conference on Medical Image Computing and Computer Assisted Interventions.
대한민국
(2025)
RadiomicsRetrieval: A Customizable Framework for Medical Image Retrieval Using Radiomics Features.
International Conference on Medical Image Computing and Computer Assisted Interventions.
대한민국
(2024)
Domain Aware Multi-Task Pretraining of 3D Swin Transformer for T1-weighted Brain MRI.
Asian Conference on Computer Vision.
베트남
(2024)
DeAFusion: Detail-Aware Image Fusion for Whitematter Hyperintensity Segmentation.
IEEE Conference on Bioinformatics and Biomedicine.
포르투갈
(2024)
Enhancing Cerebral Microbleed Segmentation with Pretrained UNETR++.
IEEE Conference on Bioinformatics and Biomedicine.
포르투갈
(2024)
Anatomically-Guided Segmentation of Cerebral Microbleeds in T1-weighted and T2*-weighted MRI.
International Conference on Medical Image Computing and Computer Assisted Interventions.
모로코
(2024)
RadiomicsFill-Mammo: Synthetic Mammogram Mass Manipulation with Radiomics Features.
International Conference on Medical Image Computing and Computer Assisted Interventions.
모로코
(2024)
Semi-supervised Segmentation through Rival Networks Collaboration with Saliency Map in Diabetic Retinopathy.
International Conference on Medical Image Computing and Computer Assisted Interventions.
모로코
(2024)
Adaptive Latent Diffusion Model for 3D Medical Image to Image Translation: Multi-Modal Magnetic Resonance Imaging Study.
winter conference on applications of computer vision.
미국
(2023)
Joint Learning of Segmentation and Overall Survival for Brain Tumor based on U-Net.
International Symposium on Computer-Based Medical Systems.
이탈리아
(2022)
Region-of-interest Attentive Heteromodal Variational Encoder-Decoder for Segmentation with Missing Modalities.
Asian Conference on Computer Vision.
마카오
(2022)
Semi-supervised Breast Lesion Segmentation using Local Cross Triplet Loss for Ultrafast Dynamic Contrast-Enhanced MRI.
Asian Conference on Computer Vision.
마카오
(2022)
멀티모달 자기공명영상 의 뇌종양 등급 분류를 위한 EfficientNet 기반 Attention Network.
한국정보통신학회 추계학술대회.
대한민국
(2022)
합성곱 신경망 모델을 이용한 악성 뇌교종 환자 예후 예측.
한국정보통신학회 추계학술대회.
대한민국
(2022)
신경교종 환자의 전체생존기간 예측을 위한 심층 멀티모달 MRI 통합 모델.
대한전자공학회 학술대회.
대한민국
(2022)
TDM-STARGAN: STARGAN USING TIME DIFFERENCE MAP TO GENERATE DYNAMIC CONTRAST-ENHANCED MRI FROM ULTRAFAST DYNAMIC CONTRAST-ENHANCED MRI.
2022 IEEE 19th International Symposium on Biomedical Imaging (ISBI).
미국
