CNA LabHanyang University

CNA Lab

Computational Neuroimaging & Analysis Lab

Neuroimaging, brain disorders & SaMD, and AI for medical image analysis.

Research

Where Neuroimaging Meets AI

01

Brain Disorder and SaMD

01 / 03Brain Disorders
Brain Disorders
02 / 03SaMD (Software as Medical Device)
SaMD (Software as Medical Device)
03 / 03Trends in SaMD
Trends in SaMD
02

NeuroImages

01 / 08Why NeuroImage Matters
Why NeuroImage Matters
02 / 08NeuroImage
NeuroImage
03 / 08Multi-modal NeuroImage
Multi-modal NeuroImage
04 / 08T1 MRI
T1 MRI
05 / 08Cortical surface model
Cortical surface model
06 / 08DTI-TBSS (Tract-based spatial statistics)
DTI-TBSS (Tract-based spatial statistics)
07 / 08Resting-state fMRI
Resting-state fMRI
08 / 08Beyond NeuroImage
Beyond NeuroImage
03

The Integration of Neuroimaging and AI

01 / 10Research Topics
Research Topics
02 / 10Multi-modal Precision Diagnosis
Multi-modal Precision Diagnosis
03 / 10How to combine Multi-modal NeuroImage
How to combine Multi-modal NeuroImage
04 / 10NeuroImage Foundation Model
NeuroImage Foundation Model
05 / 10The importance of a Brain Foundation Model
The importance of a Brain Foundation Model
06 / 10Generative AI
Generative AI
07 / 10Neuro-symbolic AI
Neuro-symbolic AI
08 / 10Hype Cycle for AI
Hype Cycle for AI
09 / 10Why Neuro-Symbolic AI for Medical Applications
Why Neuro-Symbolic AI for Medical Applications
10 / 10What is Neuro-Symbolic AI
What is Neuro-Symbolic AI

CNA Lab · Intellectual Property

Patents

Registered patents from our research

  1. KR10-2026-0023275

    수면 단계 모니터링 방법 및 그 방법을 이용한 수면 분석 장치

    양한열,박의인,이종민

    Year
    2026
    Registered
  2. KR10-2025-0085535

    인공지능 모델을 이용한 유전자 특징 정보 생성 장치 및 그 방법

    김경호,이종민

    Year
    2025
    Registered
  3. KR10-2025-0136379

    다중 데이터의 순차적 융합을 이용한 질병 예측 장치 및 방법

    김소희,이종민

    Year
    2025
    Registered
  4. KR10-2024-0186478

    인공지능을 활용한 뇌 분석을 수행하는 방법 및 그 장치

    임재민,이종민

    Year
    2024
    Registered
  5. KR10-2024-0032115

    인공지능 알고리즘의 자가 지도 학습 장치 및 그 방법

    권혁진,이종민

    Year
    2024
    Registered
  6. KR10-2024-0060476

    대뇌 피질 모델 기반 정신질환 진단을 위한 심플리셜 네트워크

    이지양,이종민

    Year
    2024
    Registered
  7. KR10-2024-0179257

    다중 사이트 MRI 하모나이제이션을 위한 신경 스타일 전이 기반 생성적 적대 신경망

    유용선,이종민

    Year
    2024
    Registered
  8. KR10-2023-0126035

    확률 맵 앙상블을 이용한 맞춤형 연합 학습 모델 제공 방법 및 이를 수행하는 전자 장치

    임양희,이종민

    Year
    2023
    Registered
  9. KR10-2023-0126070

    재귀적 특징 제거법을 이용한 멀티모달 MRI 데이터 기반 자폐 스펙트럼 장애 분류 방법 및 장치

    방성규,이종민

    Year
    2023
    Registered
    2025.12.26
  10. KR10-2023-0018304

    인공지능을 이용한 영상의 텍스트 인식 장치 및 그 방법

    박동우,이종민

    Year
    2023
    Registered
  11. KR10-2023-0072559

    어텐션 매커니즘 및 메타 학습 기반의 객체 검출 방법(OBJECT DETECTION METHOD BASEDON ATTENTION MECHANISM AND META-LEARNING)

    박동우,이종민

    Year
    2023
    Registered
  12. KR10-2023-0107018

    MRI와 FDG PET 영상을 이용한 알츠하이머 루이소체 및 혼합형 치매 진단 의료기기와 진단 방법

    김성규,이종민

    Year
    2023
    Registered
    2026.01.07
  13. KR10-2022-0093846

    인간 뇌 네트워크 데이터 분석 방법 및 장치

    권혁진,이종민

    Year
    2022
    Registered
    2024.12.09

CNA Lab · Members

People

The researchers behind Computational Neuroimaging & Analysis Lab

Jong-Min Lee, PhD

Principal Investigator

Jong-Min Lee, PhD

Professor

ljm@hanyang.ac.kr

Current Members

Sungkyu Bang

Sungkyu Bang

Ph.D. Candidate Dept. of Biomedical Engineering, Hanyang University

alpanis@hanyang.ac.kr
Han Yeol Yang

Han Yeol Yang

PhD course Dept. of Artificial Intelligence, Hanyang University

dfgtyrui@hanyang.ac.kr
Kyeongho Kim

Kyeongho Kim

PhD course Dept. of Artificial Intelligence, Hanyang University

hoya1212@hanyang.ac.kr
Eui-In Park

Eui-In Park

PhD course Dept. of Artificial Intelligence, Hanyang University

cube1371@hanyang.ac.kr
Seung-Yeon Son

Seung-Yeon Son

PhD course Dept. of Artificial Intelligence, Hanyang University

airis@hanyang.ac.kr
Zhiyang Li

Zhiyang Li

PhD Course in the Dept. of Artificial Intelligence, Hanyang University

justinalone@hanyang.ac.kr
Jaemin Lim

Jaemin Lim

PhD Course in the Dept. of Artificial Intelligence, Hanyang University

hanwha1231@hanyang.ac.kr
Jaeeun Choi

Jaeeun Choi

PhD Course in the Dept. of Artificial Intelligence, Hanyang University

cje0232@hanyang.ac.kr
Yongseon Yoo

Yongseon Yoo

PhD Course in the Dept. of Artificial Intelligence, Hanyang University

rs21140@hanyang.ac.kr
Hyungjun Tak

Hyungjun Tak

PhD course in the Dept. of Artificial Intelligence, Hanyang University

hyungjun1023@hanyang.ac.kr
Keun-mo Park

Keun-mo Park

MS Course in the Dept. of Artificial Intelligence, Hanyang University

rmsah32@hanyang.ac.kr
Woori Bae

Woori Bae

MS Course in the Dept. of Artificial Intelligence, Hanyang University

dodls04@hanyang.ac.kr
Jaehyuk Lee

Jaehyuk Lee

MS Course in the Dept. of Artificial Intelligence, Hanyang University

ljh0321@hanyang.ac.kr
You-rim KoH

You-rim KoH

MS Course in the Dept. of Artificial Intelligence, Hanyang University

urim02@hanyang.ac.kr

Alumni

Post Doc.6

Seong-gyu Kim

Seong-gyu Kim

Ph.D, Dept. of Electronic Engineering Engineering, Hanyang University

Yoon Chang Sung, PhD

Yoon Chang Sung, PhD

Ph.D., Dept. of Computer Engineering, Chunagnam National University, Taejon, South Korea

Jooman Han, PhD

Jooman Han, PhD

Ph.D., Biomedical Engineering, Seoul National University

Bo-Ruem Lee, MD, PhD

Bo-Ruem Lee, MD, PhD

Ph.D., Biomedical Engineering, Seoul National University

Byung Jun Kang, PhD

Byung Jun Kang, PhD

Ph.D. Dept. of Biomedical Engineering, Hanyang University

Seong A Shin

Seong A Shin

Ph.D. Dept. of Biomedical Engineering, Hanyang University

Ph.D.26

Sohui Kim

Sohui Kim

Ph.D. Dept. of Electronic Engineering, Hanyang University

June-Sic Kim, PhD

June-Sic Kim, PhD

PhD candidate in Biomedical Engineering, Hanyang Universit

Uicheul Yoon, PhD

Uicheul Yoon, PhD

PhD candidate in Biomedical Engineering, Hanyang Universit

Junki Lee, PhD

Junki Lee, PhD

PhD candidate in Biomedical Engineering, Hanyang Universit

Woosuk Tae, PhD

Woosuk Tae, PhD

PhD candidate in Biomedical Engineering, Hanyang Universit

Hang Joon Jo, PhD

Hang Joon Jo, PhD

PhD candidate in Biomedical Engineering, Hanyang Universit

Bang Bon Koo, PhD

Bang Bon Koo, PhD

PhD candidate in Biomedical Engineering, Hanyang Universit

Jae Hun Kim, PhD

Jae Hun Kim, PhD

PhD candidate in Biomedical Engineering, Hanyang Universit

Sun Hyung Kim, Ph.D

Sun Hyung Kim, Ph.D

PhD candidate in Biomedical Engineering, Hanyang Universit

Kiho Im, PhD

Kiho Im, PhD

PhD candidate in Biomedical Engineering, Hanyang Universit

Chi-Hoon Choi, MD, Ph.D

Chi-Hoon Choi, MD, Ph.D

PhD candidate in Biomedical Engineering, Hanyang Universit

Jun Sung Park, PhD

Jun Sung Park, PhD

PhD candidate in Biomedical Engineering, Hanyang Universit

Seun Jeon, PhD

Seun Jeon, PhD

PhD candidate in Biomedical Engineering, Hanyang Universit

Jungho Cha, PhD

Jungho Cha, PhD

PhD candidate in Biomedical Engineering, Hanyang Universit

Oh-Hun Kwon,PhD

Oh-Hun Kwon,PhD

PhD candidate in Biomedical Engineering, Hanyang Universit

Hyuk Jin Yun,PhD

Hyuk Jin Yun,PhD

PhD candidate in Biomedical Engineering, Hanyang Universit

Jin-Ju Yang, PhD

Jin-Ju Yang, PhD

PhD Candidate, Biomedical Engineering, Hanyang Univ.

Kichang Kwak ,PhD

Kichang Kwak ,PhD

Ph.D. Biomedical Engineering, Hanyang Univ.

Hunki Kwon, Ph.D.

Hunki Kwon, Ph.D.

PhD candidate in Biomedical Engineering, Hanyang Universit

Yongho Choi, PhD

Yongho Choi, PhD

PhD candidate in Biomedical Engineering, Hanyang Universit

Yeong-Hun Park, PhD

Yeong-Hun Park, PhD

B.S. in Biomedical Engineering, Hanyang University, Seoul, Korea

Gilsoon Park

Gilsoon Park

PhD candidate in Biomedical Engineering, Hanyang University

KY

Kyung-hoon Kang, (MD) Ph.D

PhD Candidate, Biomedical Engineering, Hanyang Univ.

Jinwoo Hong

Jinwoo Hong

PhD candidate in Biomedical Engineering, Hanyang University

Bohyun Kim

Bohyun Kim

PhD candidate in Biomedical Engineering, Hanyang University

Hyeokjin Kwon

Hyeokjin Kwon

PhD candidate in Dept. of Electronic Engineering, Hanyang University

M.S.31

Dae Won Kim, MS

Dae Won Kim, MS

M.S. Biomedical Engineering, Hanyang Univ.

Jin Woo Hwang, MS

Jin Woo Hwang, MS

M.S. Biomedical Engineering, Hanyang Univ.

Eun Joo Kim, MS

Eun Joo Kim, MS

M.S. Biomedical Engineering, Hanyang Univ.

Jung-Hyun Kim, MS

Jung-Hyun Kim, MS

M.S. Biomedical Engineering, Hanyang Univ.

Hyun Phil Kim,MS

Hyun Phil Kim,MS

M.S. Biomedical Engineering, Hanyang Univ.

Su Ran Yeon,MS

Su Ran Yeon,MS

M.S. Biomedical Engineering, Hanyang Univ.

Hye-Jeong Cho, MS

Hye-Jeong Cho, MS

M.S. Biomedical Engineering, Hanyang Univ.

Yoon-Jeong Koo, MS

Yoon-Jeong Koo, MS

M.S. Biomedical Engineering, Hanyang Univ.

Han-Soo Kim, MS

Han-Soo Kim, MS

M.S. Biomedical Engineering, Hanyang Univ.

Chan Mi Kim, MS

Chan Mi Kim, MS

M.S. Biomedical Engineering, Hanyang Univ.

Jungmin Hwnag,MS

Jungmin Hwnag,MS

M.S. Biomedical Engineering, Hanyang Univ.

Collins Boahen, MS

Collins Boahen, MS

M.S. Biomedical Engineering, Hanyang Univ.

Jinsung Lee, MS

Jinsung Lee, MS

M.S. Biomedical Engineering, Hanyang Univ.

Mijin Park, MS

Mijin Park, MS

M.S. Biomedical Engineering, Hanyang Univ.

Janghoon Hwang, MS

Janghoon Hwang, MS

M.S. Biomedical Engineering, Hanyang Univ.

Hyunju Park

Hyunju Park

M.S. Electronic Engineering, Hanyang Univ.

DO

Dong-Kyun Lee, MS

M.S. Biomedical Engineering, Hanyang Univ.

Minseo Kim

Minseo Kim

MS course Dept. of Electronic Engineering, Hanyang University

YoonJi Lee

YoonJi Lee

MS course Dept. of Electronic Engineering, Hanyang University

Park Dongwoo

Park Dongwoo

MS course Dept. of Artificial Intelligence, Hanyang University

Yanghee Im

Yanghee Im

MS course Dept. of Electronic Engineering, Hanyang University

Minji Kim

Minji Kim

MS course in the Dept. of Electronic Engineering, Hanyang University

Taeho Kim

Taeho Kim

MS course in the Dept. of Artificial Intelligence, Hanyang University

Yeji Kim

Yeji Kim

MS course in the Dept. of Artificial Intelligence, Hanyang University

Hyunjin Kim

Hyunjin Kim

MS course in the Dept. of Artificial Intelligence, Hanyang University

Jihwan Min

Jihwan Min

MS Course in the Dept. of Artificial Intelligence, Hanyang University

Yeonju Park

Yeonju Park

MS Course in the Dept. of Artificial Intelligence, Hanyang University

Ugeun Ji

Ugeun Ji

MS Course in the Dept. of Artificial Intelligence, Hanyang University

Minkyeong Kwon

Minkyeong Kwon

MS Course in the Dept. of Artificial Intelligence, Hanyang University

Sangwoo Ra

Sangwoo Ra

MS Course in the Dept. of Artificial Intelligence, Hanyang University

Kwonhwi Cho

Kwonhwi Cho

MS Course in the Dept. of Artificial Intelligence, Hanyang University

Visiting2

Ted Taesoo Lee

Ted Taesoo Lee

2007~: Brown University, undergrad

Wanqing Xie

Wanqing Xie

-

CNA Lab · Invited Talks

Seminars

Guest lectures & research seminars hosted by the lab

2025

  1. 2025.11.25

    Google Vertex AI & Agent

    Google Cloud, Korea 정명훈이사

    ITBT 911호

  2. 2025.11.10

    High-throughput, high-purity exosome isolation

    고려대학교 천홍구교수

    ITBT 911호

  3. 2025.09.04

    Toward Enhancing Cognitive Function in Epilepsy

    Johns Hopkins University 권훈기박사

    산학기술관 608호

  4. 2025.07.17

    Toward early neurodevelopmental biomarkers: Comprehensive fetal brain MRI analysis

    Harvard Medical School 임기호교수

    ITBT 902호

  5. 2025.05.26

    Variant Interpretation in Genomic Medicine

    서울대병원 소아청소년학과 이승복교수

    산학기술관 608호

  6. 2025.04.28

    AI Model Development in Neonatal Intensive Care Unit

    서울대병원소아청소년학과 김세현교수

    학기술관 608호

2024

  1. 2024.11.04

    Advanced Biometrics and On-Device AI Technology

    슈프리마 송봉섭대표

    ITBT 911

  2. 2024.10.28

    Brain imaging biomarker for Neuro-developmental disorder

    한국뇌연구원 정민영박사

    ITBT 911호

  3. 1월 15일(월) 13:00

    Single-cell multi-omics analysis to decipher somatic mosaicism along bone marrow aging

    정효빈 교수(한양대학병원)

    ITBT관 207호

  4. 1월 8일(월) 13:00

    Behavioral and brain phenotypes of Young Children with Autism Spectrum Disorders

    김소현 교수(고려대학교)

    ITBT관 207호

2023

  1. 12월 18일(월) 16:00

    Glymphatic system and its clinical implications

    박미나 교수(연세대학병원)

    산학기술관 608호

  2. 12월 11일(월) 17:00

    초음파 기반의 전자약 기술

    이현주 교수(KAIST)

    ITBT관 207호

  3. 11월 27일(월) 17:00

    New System & New Hope for ASD in Korea

    김붕년 교수(서울대학병원)

    ITBT관 911호(국제회의실)

  4. 3월 8일(수) 11:00

    Sleep, Glymphatic function, and Brain aging

    김호성 교수(서던캘리포니아 대학교)

    산학기술관 307호

  5. 1월 31일(화) 13:00

    Stroke subject analysis based on cortical thickness-based brain age

    박길순 박사(서던캘리포니아 대학교)

    산학기술관 307호

  6. 1월 17일(화) 13:00

    Electrophysiological Biomarkers of Cognitive Dysfunction in Epilepsy

    권훈기 박사(미국 하버드의과대학 메사추세추병원)

    산학기술관 307호

  7. 날짜

    제목

    강연자

    장소

2022

  1. 10월 17일(월) 17:00

    DNA read/write

    천홍구 교수(고려대학교 바이오의공학부)

    산학기술관 307호

  2. 9월 27일(화) 16:00

    Harmonization of cortical thickness measurements across scanners and sites

    양진주 박사(한양대 의과대학 의학과 안과학교실)

    산학기술관 307호

  3. 9월 19일(월) 17:00

    Systems Bioinformatics ‐ enabling precision medicine

    노광식 교수(미국 인디애나 대학교 의과대학 방사선 및 영상 과학과)

    산학기술관 307호

  4. 8월 19일(금) 17:00

    Neuroimaging Biomarker for Idiopathic Normal Pressure Hydrocephalus (INPH)

    윤의철 교수(대구 가톨릭대 의공학과)

    ITBT관 502호

  5. 8월 19일(금) 15:30

    Spinal cord fMRI

    안성준 교수(연세대 의과대학 영상의학과)

    ITBT관 502호

  6. 8월 19일(금) 14:00

    Gait Research, Neuroimaging Research, Normal Pressure Hydrocephalus

    강경훈 교수(경북의대 칠곡 경북대학교 병원 신경과)

    ITBT관 502호

  7. 7월 28일(목) 10:30

    Efficient morphometric analysis to understand the structural changes in Alzheimer’s disease

    곽기창 박사(미국 노스캐롤라이나 대학교 채플 힐 캠퍼스 바이오메디컬 연구 이미징 센터)

    산학기술관 307호

  8. 7월 21일(목) 10:30

    Novel insights into human brain development: From methods to clinical applications

    임기호 교수(미국 하버드 의과대학)

    산학기술관 307호

  9. 7월 14일(목) 10:00

    Depression: Brain Imaging Biomarker & Deep Brain Stimulation

    차정호 박사(미국 마운트 시나이 아이칸 의과대학)

    산학기술관 307호

  10. 7월 11일(월) 11:00

    How much to aggregate? - Learning Adaptive Node-wise Scales on Graphs for Brain Network Analysis

    김원화 교수(포스텍 컴퓨터공학과)

    산학기술관 307호

  11. 5월 9일(월) 11:00

    Medical image segmentation

    박길순 박사(미국 서던 캘리포니아 대학교 USC Mark and Mary Stevens Neuroimaging and Informatics Institute)

    산학기술관 307호

  12. 3월 28일(월) 13:00

    Deep learning for fetal brain MRI processing and analysis

    윤혁진 박사(미국 하버드 의과대학)

    산학기술관 307호

2021

  1. 11월 25일(목) 17:00

    Spatial Distribution of Brain Metastases

    안성준 교수(연세대 의과대학 영상의학과)

    산학기술관 307호

  2. 11월 11일(목) 11:00

    Brain Disease Research in CBNUH

    최치훈 교수(충북대 의학과 영상의학교실)

    산학기술관 307호

  3. 11월 1일(월) 10:00

    Regional analysis of fetal brain development with structural MRI

    윤혁진 박사(미국 하버드 의과대학)

    산학기술관 307호

  4. 10월 18일(월) 10:00

    Regional analysis of fetal brain development with structural MRI

    임기호 교수(미국 하버드 의과대학)

    산학기술관 307호