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H

Heung‐Il Suk

korea university

42H-index
244Paper Count
1.3WCitation Count
Published Papers 47
Publication Date
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DyMix: Dynamic frequency mixup scheduler based unsupervised domain adaptation for enhancing Alzheimer’s disease prediction
errPattern Recognition
IF7.6
err2026-08-25
err0
PREAI
errKwanseok Oh; Yooseung Shin; Heung-Il Suk
errShare
errSave
SIGMAformer: a spatiotemporal Gaussian mixture correlation transformer for global weather forecasting
errnpj Climate and Atmospheric Science
IF8.4
err2026-03-23
err0
errOAAI
errKim, Do-Yeon; Suk, Heung-Il
errShare
errSave
Complex Wavelet-Based Transformer for Neurodevelopmental Disorder Diagnosis via Direct Modeling of Real and Imaginary Components
errMedical Image Analysis
IF11.8
err2025-12-14
err0
errOAAI
errAh-Yeong Jeong; Da-Woon Heo; Heung-Il Suk
errShare
errSave
Explainable Normative Modeling for Brain Disorder Identification in Resting-State fMRI
errIEEE Transactions on Medical Imaging
IF9.8
err2025-11-10
err0
errOAAI
errYeajin Shon; Eunsong Kang; Da-Woon Heo; Heung-Il Suk
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errSave
FIESTA: Fourier-Based Semantic Augmentation With Uncertainty Guidance for Enhanced Domain Generalizability in Medical Image Segmentation
errIEEE Transactions on Neural Networks and Learning Systems
IF8.9
err2025-11-03
err0
PREAI
errKwanseok Oh; Eunjin Jeon; Da-Woon Heo; Yooseung Shin; Heung-Il Suk
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errSave
IdenBAT: Disentangled representation learning for identity-preserved brain age transformation
errARTIFICIAL INTELLIGENCE IN MEDICINE
IF6.2
err2025-06-01
err0
errOAAI
errMaeng, Junyeong; Oh, Kwanseok; Jung, Wonsik; Suk, Heung-Il
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errSave
Site-Invariant Meta-Modulation Learning for Multisite Autism Spectrum Disorders Diagnosis
errIEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS
IF8.9
err2024-12-01
err5
PREAI
errLee, Jaein; Kang, Eunsong; Heo, Da-Woon; Suk, Heung-Il
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errSave
Medical Transformer: Universal Encoder for 3-D Brain MRI Analysis
errIEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS
IF8.9
err2024-12-01
err2
PREAI
errJun, Eunji; Jeong, Seungwoo; Heo, Da-Woon; Suk, Heung-Il
errShare
errSave
EEG-Oriented Self-Supervised Learning With Triple Information Pathways Network
errIEEE TRANSACTIONS ON CYBERNETICS
IF10.5
err2024-11-01
err0
PREAI
errKo, Wonjun; Jeong, Seungwoo; Song, Sa-Kwang; Suk, Heung-Il
errShare
errSave
Domain Generalization for Medical Image Analysis: A Review
errPROCEEDINGS OF THE IEEE
IF25.9
err2024-10-01
err0
PREAI
errYoon, Jee Seok; Oh, Kwanseok; Shin, Yooseung; Mazurowski, Maciej A.; Suk, Heung-Il
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errSave
Neurodevelopmental imprints of sociomarkers in adolescent brain connectomes
errSCIENTIFIC REPORTS
IF3.9
err2024-09-09
err0
errOAAI
errKang, Eunsong; Yun, Byungyeon; Cha, Jiook; Suk, Heung-Il; Shin, Eun Kyong
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errSave
Deep learning model for individualized trajectory prediction of clinical outcomes in mild cognitive impairment
errFRONTIERS IN AGING NEUROSCIENCE
IF4.5
err2024-05-15
err2
errOAAI
errJung, Wonsik; Kim, Si Eun; Kim, Jun Pyo; Jang, Hyemin; Park, Chae Jung; Kim, Hee Jin; Na, Duk L.; Seo, Sang Won; Suk, Heung-Il
errShare
errSave
EAG-RS: A Novel Explainability-Guided ROI-Selection Framework for ASD Diagnosis via Inter-Regional Relation Learning
errIEEE TRANSACTIONS ON MEDICAL IMAGING
IF9.8
err2024-04-01
err1
errOAAI
errJung, Wonsik; Jeon, Eunjin; Kang, Eunsong; Suk, Heung-Il
errShare
errSave
ADT2R: Adaptive Decision Transformer for Dynamic Treatment Regimes in Sepsis
errIEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS
IF8.9
err2024-01-01
err0
PREAI
errJeon, Eunjin; Choi, Jae-Hun; Suk, Heung-Il
errShare
errSave
Deep Geometric Learning With Monotonicity Constraints for Alzheimer's Disease Progression
errIEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS
IF8.9
err2024-01-01
err0
errOAAI
errJeong, Seungwoo; Jung, Wonsik; Sohn, Junghyo; Suk, Heung-Il
errShare
errSave
Deep Learning-based Brain Age Prediction in Patients With Schizophrenia Spectrum Disorders
errSCHIZOPHRENIA BULLETIN
IF4.8
err2023-12-26
err3
PREAI
errKim, Woo-Sung; Heo, Da-Woon; Maeng, Junyeong; Shen, Jie; Tsogt, Uyanga; Odkhuu, Soyolsaikhan; Zhang, Xuefeng; Cheraghi, Sahar; Kim, Sung-Wan; Ham, Byung-Joo; Rami, Fatima Zahra; Sui, Jing; Kang, Chae Yeong; Suk, Heung-Il; Chung, Young-Chul
errShare
errSave
Spatiotemporal graph neural networks for predicting mid-to-long-term PM2.5 concentrations
errJOURNAL OF CLEANER PRODUCTION
IF10
err2023-11-01
err5
errOAAI
errKim, Do-Yeon; Jin, Dae-Yong; Suk, Heung-Il
errShare
errSave
Module of Axis-based Nexus Attention for weakly supervised object localization
errSCIENTIFIC REPORTS
IF3.9
err2023-10-30
err0
errOAAI
errSohn, Junghyo; Jeon, Eunjin; Jung, Wonsik; Kang, Eunsong; Suk, Heung-Il
errShare
errSave
Deep joint learning of pathological region localization and Alzheimer's disease diagnosis
errSCIENTIFIC REPORTS
IF3.9
err2023-07-19
err5
errOAAI
errPark, Changhyun; Jung, Wonsik; Suk, Heung-Il
errShare
errSave
TransSleep: Transitioning-Aware Attention-Based Deep Neural Network for Sleep Staging
errIEEE TRANSACTIONS ON CYBERNETICS
IF10.5
err2023-07-01
err20
errOAAI
errPhyo, Jaeun; Ko, Wonjun; Jeon, Eunjin; Suk, Heung-Il
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errSave

Research Directions

No research directions
Co-authors
Cooperation Journals
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Dinggang Shen
H-index: 143 · Papers: 2.1K
王
王俐 (Li Wang)
H-index: 87 · Papers: 1.4K
S
Seong‐Whan Lee
H-index: 78 · Papers: 826
J
J. Alison Noble
H-index: 67 · Papers: 748
D
Duk L. Na
H-index: 65 · Papers: 779
View more