이화여자대학교

신태훈(申泰勳) 교수

휴먼기계바이오공학과 /스마트팩토리융합전공[대학원]

신태훈 프로필 사진 
신태훈 교수는 기계공학 전공으로 학부를, 전자공학 전공으로 박사과정을 마친 후 University of Maryland 영상의학과에서 교수로 재직하면서 융합적인 학문적 바탕 및 다학제간 연구 경험을 쌓았다. 주요 기술적 연구주제로는 머신러닝/딥러닝을 이용한 조기 정밀진단, 예후 예측 및 의료영상화질 개선, 질병 맞춤형 MRI 기법 개발 등이 있으며, 임상 테마로는 조영제를 사용하지 않는 혈관영상 (angiography), 치매진단용 뇌영상, 삼차원 심장이미징 (cardiac imaging) 등을 포함한다. 연구실 홈페이지:  https://mil.ewha.ac.kr
  • 연구협력관 356호
  • 02-3277-6534
  • 연구관심분야
    • 딥러닝, 기계학습, 의료영상복원, 자기공명영상, 신호처리
연구실적
  • Brain Age Prediction Using Multi-Hop Graph Attention Combined with Convolutional Neural Network Bioengineering, 2024, v.11 no.3, 265
    SCIE Scopus dColl.
  • Enhancement of artery visualization in contrast-enhanced cerebral MR angiography using generative neural networks Biomedical Signal Processing and Control, 2024, v.96, 106652
    SCIE Scopus dColl.
  • Effects of Tissue Relaxation, Eddy currents, and Acceleration on Velocity-Selective Preparation Pulses JOURNAL OF MAGNETICS, 2023, v.28 no.1, 49-55
    SCIE Scopus KCI dColl.
  • Spatially and velocity-selective magnetization preparation for noncontrast-enhanced peripheral MR angiography NMR in Biomedicine, 2023, v.36 no.7, e4901
    SCIE Scopus dColl.
  • Velocity-selective excitation: Principles and applications NMR in Biomedicine, 2023, v.36 no.2, e4820
    SCIE Scopus dColl.
  • Whole-Neck Non-Contrast-Enhanced MR Angiography Using Velocity Selective Magnetization Preparation TOMOGRAPHY, 2023, v.9 no.1, 60-69
    SCIE Scopus dColl.
  • FID-calibrated simultaneous multi-slice fast spin echo with long trains of hard pulses Physics in Medicine and Biology, 2022, v.67 no.3, 35002
    SCIE Scopus dColl.
  • Generalized self-calibrating simultaneous multi-slice MR image reconstruction from 3D Fourier encoding perspective Medical Image Analysis, 2022, v.82, 102621
    SCIE Scopus dColl.
  • Brain MRI radiomics analysis may predict poor psychomotor outcome in preterm neonates European Radiology, 2021, v.31 no.8, 6147-6155
    SCIE Scopus dColl.
  • Ensuring both velocity and spatial responses robust to B0/B1+ field inhomogeneities for velocity-selective arterial spin labeling through dynamic phase-cycling Magnetic Resonance in Medicine, 2021 , 2723-2734
    SCIE Scopus dColl.
  • Improved acceleration of phase-contrast flow imaging with magnitude difference regularization Magnetic Resonance Imaging, 2020, v.67, 1-6
    SCIE Scopus dColl.
  • Non-contrast-enhanced abdominal MRA at 3 T using velocity-selective pulse trains Magnetic Resonance in Medicine, 2020, v.84 no.3, 1173-1183
    SCIE Scopus dColl.
  • Perceived Dark Rim Artifact in First-Pass Myocardial Perfusion Magnetic Resonance Imaging Due to Visual Illusion KOREAN JOURNAL OF RADIOLOGY, 2020, v.21 no.4, 462-470
    SCIE Scopus KCI dColl.
  • Cerebral blood volume mapping using Fourier-transform–based velocity-selective saturation pulse trains Magnetic Resonance in Medicine, 2019, v.81 no.6, 3544-3554
    SCIE Scopus dColl.
  • Noncontrast Magnetic Resonance Angiography for the Diagnosis of Peripheral Vascular Disease CIRCULATION-CARDIOVASCULAR IMAGING, 2019, v.12 no.5
    SCIE Scopus dColl.
  • Unenhanced Velocity-Selective MR Angiography (VS-MRA): Initial Clinical Evaluation in Patients With Peripheral Artery Disease JOURNAL OF MAGNETIC RESONANCE IMAGING, 2019, v.49 no.3, 744-751
    SCIE Scopus dColl.
  • A Robust Self-navigation for Respiratory Gating in 3D Radial Ultrashort Echo-time Lung MRI using Concurrent Dephasing and Excitation JOURNAL OF THE KOREAN PHYSICAL SOCIETY, 2018, v.73 no.1, 138-144
    SCIE Scopus KCI dColl.
  • Characterization and suppression of stripe artifact in velocity-selective magnetization-prepared unenhanced MR angiography MAGNETIC RESONANCE IN MEDICINE, 2018, v.80 no.5, 1997-2005
    SCIE Scopus dColl.
  • Two-Dimensional Image-Based Respiratory Navigator for Free- Breathing Coronary Magnetic Resonance Angiography Investigative Magnetic Resonance Imaging, 2018, v.22 no.1, 71~77
    KCI dColl.
  • Whole-brain arteriography and venography: Using improved velocity-selective saturation pulse trains Magnetic Resonance in Medicine, 2018, v.79 no.4, 2014-2023
    SCIE Scopus dColl.
  • Accelerated electron paramagnetic resonance imaging using partial Fourier compressed sensing reconstruction MAGNETIC RESONANCE IMAGING, 2017, v.37, 90-99
    SCIE Scopus dColl.
  • Free Breathing Three-Dimensional Late Gadolinium Enhancement Cardiovascular Magnetic Resonance Using Outer Volume Suppressed Projection Navigators MAGNETIC RESONANCE IN MEDICINE, 2017, v.77 no.4, 1533-1543
    SCIE Scopus dColl.
  • A radial sampling strategy for uniform k-space coverage with retrospective respiratory gating in 3D ultrashort-echo-time lung imaging NMR IN BIOMEDICINE, 2016, v.29 no.5, 576-587
    SCIE Scopus dColl.
  • CNR improvement of MP2RAGE from slice encoding directional acceleration MAGNETIC RESONANCE IMAGING, 2016, v.34 no.6, 779-784
    SCIE Scopus dColl.
  • Identification and Reduction of Image Artifacts in Non-Contrast-Enhanced Velocity-Selective Peripheral Angiography at 3T MAGNETIC RESONANCE IN MEDICINE, 2016, v.76 no.2, 466-477
    SCIE Scopus dColl.
  • Noncontrast-Enhanced Peripheral Venography Using Velocity-Selective Magnetization Preparation and Transient Balanced SSFP MAGNETIC RESONANCE IN MEDICINE, 2016, v.75 no.2, 653-664
    SCIE Scopus dColl.
  • Velocity-selective magnetization-prepared non-contrast-enhanced cerebral MR angiography at 3 Tesla: Improved immunity to B0/B1 inhomogeneity MAGNETIC RESONANCE IN MEDICINE, 2016, v.75 no.3, 1232-1241
    SCIE Scopus dColl.
  • Combined Outer Volume Suppression and T-2 Preparation Sequence for Coronary Angiography MAGNETIC RESONANCE IN MEDICINE, 2015, v.74 no.6, 1632-1639
    SCIE Scopus dColl.
  • Rapid Single-Breath-Hold 3D Late Gadolinium Enhancement Cardiac MRI Using a Stack-of-Spirals Acquisition JOURNAL OF MAGNETIC RESONANCE IMAGING, 2014, v.40 no.6, 1496-1502
    SCIE Scopus dColl.
  • Three-Dimensional Magnetization-Prepared Imaging Using a Concentric Cylinders Trajectory MAGNETIC RESONANCE IN MEDICINE, 2014, v.71 no.5, 1700-1710
    SCIE Scopus dColl.
  • [학술지논문] Effects of Tissue Relaxation, Eddy currents, and Acceleration on Velocity-Selective Preparation Pulses JOURNAL OF MAGNETICS, 2023, v.28 no.1 , 49-55
    SCIE
  • [학술지논문] Spatially and velocity-selective magnetization preparation for noncontrast-enhanced peripheral MR angiography NMR IN BIOMEDICINE, 2023, v.36 no.7 , 4901-4901
    SCIE
  • [학술지논문] Velocity-selective excitation: Principles and applications NMR IN BIOMEDICINE, 2023, v.36 no.2 , 4820-4820
    SCIE
  • [학술지논문] FID-calibrated simultaneous multi-slice fast spin echo with long trains of hard pulses PHYSICS IN MEDICINE AND BIOLOGY, 2022, v.67 no.3 , 035002-035002
    SCI
  • [학술지논문] Generalized self-calibrating simultaneous multi-slice MR image reconstruction from 3D Fourier encoding perspective MEDICAL IMAGE ANALYSIS, 2022, v.82 no.0 , 102621-102621
    SCI
  • [학술지논문] Brain MRI radiomics analysis may predict poor psychomotor outcome in preterm neonates EUROPEAN RADIOLOGY, 2021, v.31 no.8 , 6147-6155
    SCI
  • [학술지논문] Ensuring both velocity and spatial responses robust to B-0/B-1(+) field inhomogeneities for velocity-selective arterial spin labeling through dynamic phase-cycling MAGNETIC RESONANCE IN MEDICINE, 2021, v.85 no.5 , 2723-2734
    SCI
  • [학술지논문] Non-contrast-enhanced abdominal MRA at 3 T using velocity-selective pulse trains MAGNETIC RESONANCE IN MEDICINE, 2020, v.84 no.3 , 1173-1183
    SCI
  • [학술지논문] Cerebral blood volume mapping using Fourier-transform-based velocity-selective saturation pulse trains MAGNETIC RESONANCE IN MEDICINE, 2019, v.81 no.6 , 3544-3554
    SCI
  • [학술지논문] Noncontrast Magnetic Resonance Angiography for the Diagnosis of Peripheral Vascular Disease CIRCULATION-CARDIOVASCULAR IMAGING, 2019, v.12 no.5 , 008844-008844
    SCI
  • [학술지논문] Unenhanced Velocity-Selective MR Angiography (VS-MRA): Initial Clinical Evaluation in Patients With Peripheral Artery Disease JOURNAL OF MAGNETIC RESONANCE IMAGING, 2019, v.49 no.3 , 744-751
    SCI
  • [학술지논문] A Robust Self-navigation for Respiratory Gating in 3D Radial Ultrashort Echo-time Lung MRI using Concurrent Dephasing and Excitation JOURNAL OF THE KOREAN PHYSICAL SOCIETY, 2018, v.73 no.1 , 138-144
    SCI
  • [학술지논문] Characterization and suppression of stripe artifact in velocity-selective magnetization-prepared unenhanced MR angiography MAGNETIC RESONANCE IN MEDICINE, 2018, v.80 no.5 , 1997-2005
    SCI
  • [학술지논문] Two-Dimensional Image-Based Respiratory Navigator for Free- Breathing Coronary Magnetic Resonance Angiography Investigative Magnetic Resonance Imaging, 2018, v.22 no.1 , 71-77
    KCI
  • [학술지논문] Whole-brain arteriography and venography: Using improved velocity-selective saturation pulse trains MAGNETIC RESONANCE IN MEDICINE, 2018, v.79 no.4 , 2014-2023
    SCI
  • [학술지논문] Accelerated electron paramagnetic resonance imaging using partial Fourier compressed sensing reconstruction MAGNETIC RESONANCE IMAGING, 2017, v.37 no.1 , 90-99
    SCI
  • [학술지논문] Free Breathing Three-Dimensional Late Gadolinium Enhancement Cardiovascular Magnetic Resonance Using Outer Volume Suppressed Projection Navigators MAGNETIC RESONANCE IN MEDICINE, 2017, v.77 no.4 , 1533-1543
    SCI
  • [학술지논문] Novel, non-gadolinium-enhanced magnetic resonance imaging technique of pedal artery aneurysms Journal of Vascular Surgery Cases and Innovative Techniques, 2017, v.3 no.2 , 87-89
    Scopus
  • [학술지논문] A radial sampling strategy for uniform k-space coverage with retrospective respiratory gating in 3D ultrashort-echo-time lung imaging NMR IN BIOMEDICINE, 2016, v.29 no.5 , 576-587
    SCI
  • [학술지논문] Being BOLD in Critical Limb Ischemia JOURNAL OF THE AMERICAN COLLEGE OF CARDIOLOGY, 2016, v.67 no.4 , 432-434
    SCI
  • [학술지논문] CNR improvement of MP2RAGE from slice encoding directional acceleration MAGNETIC RESONANCE IMAGING, 2016, v.34 no.6 , 779-784
    SCI
  • [학술지논문] Identification and Reduction of Image Artifacts in Non-Contrast-Enhanced Velocity-Selective Peripheral Angiography at 3T MAGNETIC RESONANCE IN MEDICINE, 2016, v.76 no.2 , 466-477
    SCI
  • [학술지논문] Noncontrast-Enhanced Peripheral Venography Using Velocity-Selective Magnetization Preparation and Transient Balanced SSFP MAGNETIC RESONANCE IN MEDICINE, 2016, v.75 no.2 , 653-664
    SCI
  • [학술지논문] Velocity-selective magnetization-prepared non-contrast-enhanced cerebral MR angiography at 3 Tesla: Improved immunity to B0/B1 inhomogeneity MAGNETIC RESONANCE IN MEDICINE, 2016, v.75 no.3 , 1232-1241
    SCI
  • [학술지논문] Combined Outer Volume Suppression and T-2 Preparation Sequence for Coronary Angiography MAGNETIC RESONANCE IN MEDICINE, 2015, v.74 no.6 , 1632-1639
    SCI
  • [학술지논문] Rapid Single-Breath-Hold 3D Late Gadolinium Enhancement Cardiac MRI Using a Stack-of-Spirals Acquisition JOURNAL OF MAGNETIC RESONANCE IMAGING, 2014, v.40 no.6 , 1496-1502
    SCI
  • [학술지논문] Three-Dimensional Magnetization-Prepared Imaging Using a Concentric Cylinders Trajectory MAGNETIC RESONANCE IN MEDICINE, 2014, v.71 no.5 , 1700-1710
    SCI
  • [학술지논문] Non-contrast-enhanced renal and abdominal MR angiography using velocity-selective inversion preparation MAGNETIC RESONANCE IN MEDICINE, 2013, v.69 no.5 , 1268-1275
    SCI
  • [학술지논문] Off-Resonance-Robust Velocity-Selective Magnetization Preparation for Non-Contrast-Enhanced Peripheral MR Angiography MAGNETIC RESONANCE IN MEDICINE, 2013, v.70 no.5 , 1229-1240
    SCI
  • [학술지논문] Three-dimensional first-pass myocardial perfusion MRI using a stack-of-spirals acquisition MAGNETIC RESONANCE IN MEDICINE, 2013, v.69 no.3 , 839-844
    SCI
  • [학술지논문] Systolic 3D First-Pass Myocardial Perfusion MRI: Comparison With Diastolic Imaging in Healthy Subjects MAGNETIC RESONANCE IN MEDICINE, 2010, v.63 no.4 , 858-864
    SCI
  • [학술지논문] Three dimensional first-pass myocardial perfusion imaging at 3T: feasibility study JOURNAL OF CARDIOVASCULAR MAGNETIC RESONANCE, 2008, v.10 no.1 , 57-57
    SCI
  • [학술지논문] Accelerating dynamic spiral MRI by algebraic reconstruction from undersampled k-t space IEEE TRANSACTIONS ON MEDICAL IMAGING, 2007, v.26 no.7 , 917-924
    SCI
  • [학술발표] 3D body composition segmentation in abdomen and pelvis CT using subdivided labels and random patch Medical Imaging with Deep Learning (MIDL), 미국, Nashville, 2023-07-12 Proceedings of MIDL2023, 2023
  • [학술발표] Brain age prediction using multi-hop graph attention module (MGA) with convolutional neural network Medical Imaging with Deep Learning (MIDL) Annual Meeting, 미국, 2023-07-12 Proceedings of MIDL2023, 2023
더보기
강의

  • 2023-2학기

    • 기계전자공학

    • 스마트팩토리캡스톤디자인

      • 학수번호 G18163분반 01
      • 학년 ( 3학점 , 3시간)
      • 신설:엘텍공대-640(2021.4.27.)
        • 첨부파일

    • 딥러닝기반빅데이터분석

      • 학수번호 G18167분반 01
      • 학년 ( 3학점 , 3시간) 금 6~7 (공학)
        • 첨부파일

  • 2023-1학기

    • 패턴인식과머신러닝

    • 컴퓨터의학종합설계 강의 계획서 상세보기

      • 학수번호 38920분반 01
      • 학년 ( 3학점 , 3시간) 월 3~4
      • 전공필수,원격강의
        • 첨부파일

    • 스마트팩토리캡스톤디자인

      • 학수번호 G18163분반 01
      • 학년 ( 3학점 , 3시간)
        • 첨부파일

    • 딥러닝

      • 학수번호 G18425분반 01
      • 학년 ( 3학점 , 3시간) 금 5~6 (공학)
        • 첨부파일

  • 2022-2학기

    • 기계전자공학

      • 학수번호 38658분반 01
      • 2학년 ( 3학점 , 3시간) 화 7~7 (공학A107) , 금 6~6 (공학A107)
      • 영어강의
        • 영문계획안 첨부파일

    • 생체영상복원

      • 학수번호 G17565분반 01
      • 학년 ( 3학점 , 3시간) 목 5~6 (공학)
        • 첨부파일

  • 2022-1학기

    • 호크마세미나

      • 학수번호 11302분반 28
      • 1학년 ( 1학점 월 7~7
      • 휴먼기계바이오공학 입문 / 장소: 연구협력관 356호
        • 첨부파일

    • 휴먼기계바이오공학실험I

      • 학수번호 38571분반 02
      • 3학년 ( 3학점 , 4.5시간) 금 5~7 (공학)
        • 첨부파일

    • 융합캡스톤디자인I

      • 학수번호 38588분반 01
      • 4학년 ( 3학점 , 4.5시간) 월 2~2 (공대강당) , 목 2~3 (공대강당)
        • 첨부파일

    • 의용신호처리

      • 학수번호 38659분반 01
      • 3학년 ( 3학점 , 3시간) 월 5~5 , 수 4~4
      • 영어강의
        • 첨부파일

    • 패턴인식과머신러닝

      • 학수번호 38660분반 01
      • 4학년 ( 3학점 , 3시간) 화 6~6 (연구) , 목 4~4 (101)
        • 첨부파일

    • 컴퓨터의학종합설계

      • 학수번호 38920분반 01
      • 학년 ( 3학점 , 3시간) 월 3~4
      • 전공필수,원격강의
        • 첨부파일

  • 2021-2학기

    • 기계전자공학

      • 학수번호 38658분반 01
      • 2학년 ( 3학점 , 3시간) 화 7~7 , 금 6~6
      • 영어강의
        • 첨부파일

    • 딥러닝기반빅데이터분석

      • 학수번호 G18167분반 01
      • 학년 ( 3학점 , 3시간) 수 5~6 (연구)
        • 첨부파일

  • 2021-1학기

    • 수치해석

      • 학수번호 20642분반 02
      • 2학년 ( 3학점 , 3시간) 월 3~3 , 수 2~2
      • 영어강의 휴기바
        • 첨부파일

    • 융합캡스톤디자인I

      • 학수번호 38588분반 01
      • 4학년 ( 3학점 , 4.5시간) 월 7~8 , 금 3~3
        • 첨부파일

    • 패턴인식과머신러닝

      • 학수번호 38660분반 01
      • 4학년 ( 3학점 , 3시간) 수 6~6 , 금 4~4
        • 첨부파일
더보기
학력

서울대학교 공학석사(기계설계학과)

University of Southern California Ph.D.(Electrical Engineering)

University of Southern California M.S.(Electrical Engineering)

서울대학교 공학사(기계설계학과)

경력

휴먼기계바이오공학부장 2018-03-01 ~ 2019-02-28

University of Maryland 2013-04-17 ~ 2017-02-28

Stanford University 2010-02-01 ~ 2013-04-15