Taehoon Shin Professor
Department of Mechanical & Biomedical Engineering/
Professor Taehoon Shin obtained interdisciplinary academic background and research experience through undergraduate study in mechanical engineering, PhD research in electrical engineering and faculty career in radiology department at University of Maryland. Professor Shin’s research focus has been deep learning based diagnosis of human diseases, prediction of clinical outcomes and medical image reconstruction as well as development of the state-of-the-art MRI techniques. Research Lab URL: https://mil.ewha.ac.kr
- Research Cooperation Building #356
- 02-3277-6534
- Research Interests
- Deep learning, Machine learning, Medical image reconstruction, MRI, signal processing
Research Record
- Brain Age Prediction Using Multi-Hop Graph Attention Combined with Convolutional Neural Network Bioengineering, 2024, v.11 no.3, 265
- Effects of Tissue Relaxation, Eddy currents, and Acceleration on Velocity-Selective Preparation Pulses JOURNAL OF MAGNETICS, 2023, v.28 no.1, 49-55
- Spatially and velocity-selective magnetization preparation for noncontrast-enhanced peripheral MR angiography NMR in Biomedicine, 2023, v.36 no.7, e4901
- Velocity-selective excitation: Principles and applications NMR in Biomedicine, 2023, v.36 no.2, e4820
- Whole-Neck Non-Contrast-Enhanced MR Angiography Using Velocity Selective Magnetization Preparation TOMOGRAPHY, 2023, v.9 no.1, 60-69
- 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
- Generalized self-calibrating simultaneous multi-slice MR image reconstruction from 3D Fourier encoding perspective Medical Image Analysis, 2022, v.82, 102621
- Brain MRI radiomics analysis may predict poor psychomotor outcome in preterm neonates European Radiology, 2021, v.31 no.8, 6147-6155
- 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
- Improved acceleration of phase-contrast flow imaging with magnitude difference regularization Magnetic Resonance Imaging, 2020, v.67, 1-6
- Non-contrast-enhanced abdominal MRA at 3 T using velocity-selective pulse trains Magnetic Resonance in Medicine, 2020, v.84 no.3, 1173-1183
- 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
- Cerebral blood volume mapping using Fourier-transform–based velocity-selective saturation pulse trains Magnetic Resonance in Medicine, 2019, v.81 no.6, 3544-3554
- Noncontrast Magnetic Resonance Angiography for the Diagnosis of Peripheral Vascular Disease CIRCULATION-CARDIOVASCULAR IMAGING, 2019, v.12 no.5
- 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
- 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
- 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
- Two-Dimensional Image-Based Respiratory Navigator for Free- Breathing Coronary Magnetic Resonance Angiography Investigative Magnetic Resonance Imaging, 2018, v.22 no.1, 71~77
- Whole-brain arteriography and venography: Using improved velocity-selective saturation pulse trains Magnetic Resonance in Medicine, 2018, v.79 no.4, 2014-2023
- Accelerated electron paramagnetic resonance imaging using partial Fourier compressed sensing reconstruction MAGNETIC RESONANCE IMAGING, 2017, v.37, 90-99
- 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
- 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
- CNR improvement of MP2RAGE from slice encoding directional acceleration MAGNETIC RESONANCE IMAGING, 2016, v.34 no.6, 779-784
- 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
- Noncontrast-Enhanced Peripheral Venography Using Velocity-Selective Magnetization Preparation and Transient Balanced SSFP MAGNETIC RESONANCE IN MEDICINE, 2016, v.75 no.2, 653-664
- 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
- Combined Outer Volume Suppression and T-2 Preparation Sequence for Coronary Angiography MAGNETIC RESONANCE IN MEDICINE, 2015, v.74 no.6, 1632-1639
- 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
- Three-Dimensional Magnetization-Prepared Imaging Using a Concentric Cylinders Trajectory MAGNETIC RESONANCE IN MEDICINE, 2014, v.71 no.5, 1700-1710
- [학술지논문] Effects of Tissue Relaxation, Eddy currents, and Acceleration on Velocity-Selective Preparation Pulses JOURNAL OF MAGNETICS, 2023, v.28 no.1 , 49-55
- [학술지논문] Spatially and velocity-selective magnetization preparation for noncontrast-enhanced peripheral MR angiography NMR IN BIOMEDICINE, 2023, v.36 no.7 , 4901-4901
- [학술지논문] Velocity-selective excitation: Principles and applications NMR IN BIOMEDICINE, 2023, v.36 no.2 , 4820-4820
- [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
- [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
- [학술지논문] Brain MRI radiomics analysis may predict poor psychomotor outcome in preterm neonates EUROPEAN RADIOLOGY, 2021, v.31 no.8 , 6147-6155
- [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
- [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
- [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
- [학술지논문] Noncontrast Magnetic Resonance Angiography for the Diagnosis of Peripheral Vascular Disease CIRCULATION-CARDIOVASCULAR IMAGING, 2019, v.12 no.5 , 008844-008844
- [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
- [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
- [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
- [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
- [학술지논문] Whole-brain arteriography and venography: Using improved velocity-selective saturation pulse trains MAGNETIC RESONANCE IN MEDICINE, 2018, v.79 no.4 , 2014-2023
- [학술지논문] Accelerated electron paramagnetic resonance imaging using partial Fourier compressed sensing reconstruction MAGNETIC RESONANCE IMAGING, 2017, v.37 no.1 , 90-99
- [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
- [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
- [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
- [학술지논문] Being BOLD in Critical Limb Ischemia JOURNAL OF THE AMERICAN COLLEGE OF CARDIOLOGY, 2016, v.67 no.4 , 432-434
- [학술지논문] CNR improvement of MP2RAGE from slice encoding directional acceleration MAGNETIC RESONANCE IMAGING, 2016, v.34 no.6 , 779-784
- [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
- [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
- [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
- [학술지논문] Combined Outer Volume Suppression and T-2 Preparation Sequence for Coronary Angiography MAGNETIC RESONANCE IN MEDICINE, 2015, v.74 no.6 , 1632-1639
- [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
- [학술지논문] Three-Dimensional Magnetization-Prepared Imaging Using a Concentric Cylinders Trajectory MAGNETIC RESONANCE IN MEDICINE, 2014, v.71 no.5 , 1700-1710
- [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
- [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
- [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
- [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
- [학술지논문] Three dimensional first-pass myocardial perfusion imaging at 3T: feasibility study JOURNAL OF CARDIOVASCULAR MAGNETIC RESONANCE, 2008, v.10 no.1 , 57-57
- [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
- [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
Courses
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2023-2nd
-
Electrical Engineering for Mechanical Engineers
- Subject No 38658Class No 01
- 2Year ( 3Credit , 3Hour) Mon 4~4 (ESEA) , Thu 5~5 (CH)
-
Smart Factory Capstone Design
- Subject No G18163Class No 01
- Year ( 3Credit , 3Hour)
-
Big data analysis using deep learning
- Subject No G18167Class No 01
- Year ( 3Credit , 3Hour) Fri 6~7 (ENG )
-
-
2023-1st
-
Pattern Recognition and Machine Learning
- Subject No 38660Class No 01
- 4Year ( 3Credit , 3Hour) Tue 5~5 (ESEA) , Thu 6~6 (CH)
-
Computational Medicine; Translating Models to Medicine 강의 계획서 상세보기
- Subject No 38920Class No 01
- Year ( 3Credit , 3Hour) Mon 3~4
- Major Requisite
-
Smart Factory Capstone Design
- Subject No G18163Class No 01
- Year ( 3Credit , 3Hour)
-
Deep Learning
- Subject No G18425Class No 01
- Year ( 3Credit , 3Hour) Fri 5~6 (ENG )
-
-
2022-2nd
-
Electrical Engineering for Mechanical Engineers
- Subject No 38658Class No 01
- 2Year ( 3Credit , 3Hour) Tue 7~7 (ENG A107) , Fri 6~6 (ENG A107)
-
Biomedical image reconstruction
- Subject No G17565Class No 01
- Year ( 3Credit , 3Hour) Thu 5~6 (ENG )
-
-
2022-1st
-
HOKMA Seminar
- Subject No 11302Class No 28
- 1Year ( 1Credit Mon 7~7
-
Mechanical and Biomedical Engineering Experiment I
- Subject No 38571Class No 02
- 3Year ( 3Credit , 4.5Hour) Fri 5~7 (ENG )
-
Capstone Project in Content Convergence
- Subject No 38588Class No 01
- 4Year ( 3Credit , 4.5Hour) Mon 2~2 (ENG A) , Thu 2~3 (101)
-
Biomedical Signal Processing
- Subject No 38659Class No 01
- 3Year ( 3Credit , 3Hour) Mon 5~5 , Wed 4~4
-
Pattern Recognition and Machine Learning
- Subject No 38660Class No 01
- 4Year ( 3Credit , 3Hour) Tue 6~6 (ESEA) , Thu 4~4 (CH)
-
Computational Medicine; Translating Models to Medicine
- Subject No 38920Class No 01
- Year ( 3Credit , 3Hour) Mon 3~4
- Major Requisite
-
-
2021-2nd
-
Electrical Engineering for Mechanical Engineers
- Subject No 38658Class No 01
- 2Year ( 3Credit , 3Hour) Tue 7~7 , Fri 6~6
-
Big data analysis using deep learning
- Subject No G18167Class No 01
- Year ( 3Credit , 3Hour) Wed 5~6 (ESEA)
-
-
2021-1st
-
Numerical Methods
- Subject No 20642Class No 02
- 2Year ( 3Credit , 3Hour) Mon 3~3 , Wed 2~2
-
Capstone Project in Content Convergence
- Subject No 38588Class No 01
- 4Year ( 3Credit , 4.5Hour) Mon 7~8 , Fri 3~3
-
Pattern Recognition and Machine Learning
- Subject No 38660Class No 01
- 4Year ( 3Credit , 3Hour) Wed 6~6 , Fri 4~4
-
Academic Background
Seoul Nat'l Univ. 공학석사(기계설계학과)
University of Southern California Ph.D.(Electrical Engineering)
University of Southern California M.S.(Electrical Engineering)
Seoul Nat'l Univ. 공학사(기계설계학과)
Work Experience
Division Chair, Mechanical and Biomedical Engineering 2018-03-01 ~ 2019-02-28
University of Maryland 2013-04-17 ~ 2017-02-28
Stanford University 2010-02-01 ~ 2013-04-15