Image processing methods for medical imagery including image registration and segmentation.
Medical image analysis for cancer management.
Computer vision (including deep learning) application to medical imagery.
Applications in neuroimaging analysis, radiomics, and imaging genetics.
Education
B.S. Electrical Engineering, Seoul National University, Seoul, South Korea, 1997
M.S. Biomedical Engineering, University of Michigan, Ann Arbor, MI, 2000
M.S. Electrical Engineering, University of Michigan, Ann Arbor, MI, 2000
Ph.D. Biomedical Engineering, University of Michigan, Ann Arbor, MI, 2003
Experience
Assistant/Associate/Full Prof: School of Electronic Electrical Engineering, Sungkyunkwan University, Korea, (2012 - current)
(2024)
Whole-brain structural connectome asymmetry in autism.
NEUROIMAGE.
288,
1
(2024)
Distinct spatiotemporal patterns of cortical thinning in Alzheimer’s disease-type cognitive impairment and subcortical vascular cognitive impairment.
COMMUNICATIONS BIOLOGY.
7,
1
(2024)
Identifying subgroups of eating behavior traits unrelated to obesity using functional connectivity and feature representation learning.
HUMAN BRAIN MAPPING.
45,
1
(2024)
Combined radiomics-clinical model to predict platinum-sensitivity in advanced high-grade serous ovarian carcinoma using multimodal MRI.
FRONTIERS IN ONCOLOGY.
14,
1
(2024)
Structural connectome alterations between individuals with autism and neurotypical controls using feature representation learning.
BEHAVIORAL AND BRAIN FUNCTIONS.
20,
1
(2023)
Waiting impulsivity in progressive supranuclear palsy-Richardson's syndrome.
FRONTIERS IN NEUROSCIENCE.
17,
1
(2023)
Novel multi-parametric magnetic resonance imaging-based deep learning and clinical parameter integration for the prediction of long- term biochemical recurrence-free survival in prostate cancer after radical prostatectomy.
CANCERS.
15,
13
(2023)
Whole-brain functional gradients reveal cortical and subcortical alterations in patients with episodic migraine.
HUMAN BRAIN MAPPING.
44,
6
(2023)
The effect of intensive statin therapy in non-symptomatic intracranial arteries: The STAMINA-MRI sub-study.
FRONTIERS IN NEUROLOGY.
14,
1
(2023)
Automated in-depth cerebral arterial labelling using cerebrovascular vasculature reframing and deep neural networks.
SCIENTIFIC REPORTS.
13,
1
(2023)
Current and Emerging Knowledge in COVID-19.
RADIOLOGY.
306,
2
(2023)
Extra-Basal Ganglia Brain Structures Are Related to Motor Reserve in Parkinson's Disease.
JOURNAL OF PARKINSONS DISEASE.
13,
1
(2022)
Editorial: Deep learning techniques and their applications to the healthy and disordered brain - during development through adulthood and beyond.
FRONTIERS IN NEUROSCIENCE.
16,
1
(2022)
Overview of radiomics in prostate imaging and future directions.
BRITISH JOURNAL OF RADIOLOGY.
95,
1131
(2022)
Incremental benefits of size-zone matrix-based radiomics features for the prognosis of lung adenocarcinoma: advantage of spatial partitioning on tumor evaluation.
EUROPEAN RADIOLOGY.
32,
11
(2022)
Robust multimodal fusion network using adversarial learning for brain tumor grading.
COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE.
226,
11
(2022)
Tumor-attentive segmentation-guided GAN for synthesizing breast contrast-enhanced MRI without contrast agents.
IEEE JOURNAL OF TRANSLATIONAL ENGINEERING IN HEALTH AND MEDICINE.
11,
1
(2022)
Cerebrovascular reactivity and deep white matter hyperintensities in migraine: A prospective CO2 targeting study.
JOURNAL OF CEREBRAL BLOOD FLOW AND METABOLISM.
42,
10
Patent/Intellectual Property
뇌 혈관 모델링을 이용한 병변 분석 방법 및 그 장치.
10-2021-0093128.
20231121.
KOREA, REPUBLIC OF
APPARATUS AND METHOD FOR LESION ANALYSIS BASED ON MARGINAL FEATURE.
17/332,380.
20230912.
UNITED STATES
경계특성 기반의 병변 분석 장치 및 방법.
10-2020-0110864.
20220602.
KOREA, REPUBLIC OF
치과용 CT 이미지들을 이용한 3차원 이미지의 재구성 방법 및 장치.
10-2015-0162302.
20170517.
KOREA, REPUBLIC OF
초음파 영상과 자기공명 영상 간의 영상정합 방법(Image registration method of ultrasound imaging and magnetic resonance imaging).
10-2011-0027223.
20121005.
KOREA, REPUBLIC OF
Honors / Awards
Rotary International Ambassadorial Scholarship, Korea, 1998
Conference Paper
(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.
UNITED STATES
(2023)
Joint Learning of Segmentation and Overall Survival for Brain Tumor based on U-Net.
International Symposium on Computer-Based Medical Systems.
ITALY
(2022)
Region-of-interest Attentive Heteromodal Variational Encoder-Decoder for Segmentation with Missing Modalities.
Asian Conference on Computer Vision.
MACAU
(2022)
Semi-supervised Breast Lesion Segmentation using Local Cross Triplet Loss for Ultrafast Dynamic Contrast-Enhanced MRI.
Asian Conference on Computer Vision.
MACAU
(2022)
멀티모달 자기공명영상 의 뇌종양 등급 분류를 위한 EfficientNet 기반 Attention Network.
한국정보통신학회 추계학술대회.
KOREA, REPUBLIC OF
(2022)
합성곱 신경망 모델을 이용한 악성 뇌교종 환자 예후 예측.
한국정보통신학회 추계학술대회.
KOREA, REPUBLIC OF
(2022)
신경교종 환자의 전체생존기간 예측을 위한 심층 멀티모달 MRI 통합 모델.
대한전자공학회 학술대회.
KOREA, REPUBLIC OF
(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).
UNITED STATES
(2021)
Autoencoder-based subtyping of eating behaviors using functional MRI.
IEEE EMBC 2021.
UNITED STATES
(2021)
Generative Adversarial Network with Local Discriminator for Synthesizing Breast Contrast-Enhanced MRI.
IEEE BHI 2021.
UNITED STATES
(2021)
기침 음성 데이터를 이용한 COVID-19 분류.
대한전자공학회 2021년도 하계학술대회.
TAIWAN
(2021)
다중 라벨 망막 영상 분석을 위한 두 갈래 분류기.
대한전자공학회 2021년도 하계학술대회.
KOREA, REPUBLIC OF
(2021)
망막 영상 분석을 위한 두 갈래 분류기.
한국정보통신학회 2021년 춘계 종합학술대회.
KOREA, REPUBLIC OF
(2021)
Individual-level parcellation of the human auditory cortex and comparison of their functional connectivity pattern.
ISMRM 2021.
UNITED STATES
(2020)
링크넷을 이용한 뇌영상 악성 신경교종 분할.
대한전자공학회 2020 하계학술대회.
KOREA, REPUBLIC OF
(2020)
심층신경망 네트워크의 잠재변수를 이용한 Glioblastoma 환자군 생존분석 알고리즘.
대한전자공학회 2020 하계학술대회.
KOREA, REPUBLIC OF
(2020)
폐 CT 영상 분할을 위한 다해상도 U-Net.
대한전자공학회 2020 하계학술대회.
KOREA, REPUBLIC OF
(2020)
Brain functional connectivity patterns for understanding obesity.
Organization for Human Brain Mapping 2020.
UNITED STATES
(2020)
Classifying insomnia with machine learning using magnetic resonance imaging of the brain.
IEEE Eurasia Conference on Biomedical Engineering,Healthcare and Sustainability 2020.
TAIWAN
(2019)
Prediction of overall survival for high-grade glioma patients using 3D convolutional neural
network.
대한뇌기능매핑학회 2019 추계학술대회.
KOREA, REPUBLIC OF
