Da-Woon Heo

PhD student, Korea University

Joined

October 2022

Names

Da-Woon Heo (Preferred)

Emails

****@korea.ac.kr (Confirmed)

Personal Links

Career & Education History

PhD student

Korea University (korea.ac.kr)

2020 – Present

Advisors, Relations & Conflicts

PhD Advisor

2020 – Present

Expertise

deep learning

Present

neuroscience

,

brain engineering

,

fMRI

,

DTI

,

sMRI

Present

Publications

Complex wavelet-based Transformer for neurodevelopmental disorder diagnosis via direct modeling of real and imaginary components
Ah-Yeong Jeong, Da-Woon Heo, Heung-Il Suk
- Medical Image Analysis
- Readers: Everyone
Explainable Normative Modeling for Brain Disorder Identification in Resting-State fMRI
Yeajin Shon, Eunsong Kang, Da-Woon Heo, Heung-Il Suk
- IEEE Transactions on Medical Imaging
- Readers: Everyone
FIESTA: Fourier-Based Semantic Augmentation With Uncertainty Guidance for Enhanced Domain Generalizability in Medical Image Segmentation
Kwanseok Oh, Eunjin Jeon, Da-Woon Heo, Yooseung Shin, Heung-Il Suk
- IEEE Transactions on Neural Networks and Learning Systems
- Readers: Everyone
DyBraSS: Dynamic Brain State Modeling with State-Space Model
Ah-Yeong Jeong, Seungwoo Jeong, Da-Woon Heo, Heung-Il Suk
- Submitted to ICLR 2026
- Readers: Everyone
A quantitatively interpretable model for Alzheimer’s disease prediction using deep counterfactuals
Kwanseok Oh, Da-Woon Heo, Ahmad Wisnu Mulyadi, Wonsik Jung, Eunsong Kang, Kun Ho Lee, Heung-Il Suk
- NeuroImage
- Readers: Everyone
BrainWaveNet: Wavelet-Based Transformer for Autism Spectrum Disorder Diagnosis
Ah-Yeong Jeong, Da-Woon Heo, Eunsong Kang, Heung-Il Suk
- Crossref
- Readers: Everyone
A Learnable Counter-Condition Analysis Framework for Functional Connectivity-Based Neurological Disorder Diagnosis
Eunsong Kang, Da-Woon Heo, Jiwon Lee, Heung-II Suk
- IEEE Transactions on Medical Imaging
- Readers: Everyone
Deep Learning-based Brain Age Prediction in Patients With Schizophrenia Spectrum Disorders
Woo-Sung Kim, Da-Woon Heo, Junyeong Maeng, Jie Shen, Uyanga Tsogt, Soyolsaikhan Odkhuu, Xuefeng Zhang, Sahar Cheraghi, Sung-Wan Kim, Byung-Joo Ham, Fatima Zahra Rami, Jing Sui, Chae Yeong Kang, Heung-Il Suk, Young-Chul Chung
- Schizophrenia Bulletin
- Readers: Everyone
Medical Transformer: Universal Encoder for 3-D Brain MRI Analysis
Eunji Jun, Seungwoo Jeong, Da-Woon Heo, Heung-Il Suk
- IEEE Transactions on Neural Networks and Learning Systems
- Readers: Everyone
Site-Invariant Meta-Modulation Learning for Multisite Autism Spectrum Disorders Diagnosis
Jaein Lee, Eunsong Kang, Da-Woon Heo, Heung-Il Suk
- IEEE Transactions on Neural Networks and Learning Systems
- Readers: Everyone

View all 12 publications

Co-Authors

View all 28 co-authors