Visual Intelligence Visual Intelligence

Publications

Publications

Peer-reviewed work, newest first. Lab members are in bold.

2026

SFXGraph: Causal-Compositional Graph Learning for Stylized Sound Effects in Webtoons

Sakang Hong, Haeyun Lee, Gunha Hong, Jinyoung Jung, Sanga Ahn, Kyungsu Lee

18th Asian Conference on Computer Vision (ACCV) 2026

AI Top Conference

QueCo: Query-Conditioned Consensus over Unverified Evidence for Training-Free Zero-Shot Anomaly Detection

Eunsun Yun, Heechul Lim, Haeyun Lee, Kang-Wook Chon, Minjoong Jeong

Knowledge-Based Systems

SCIE · I.F. 8.0 · JCR 84.0% (2025)

Gyro-based Deep Video Deblurring

Jaesung Rim, Woohyeok Kim, Haeyun Lee, Heemin Yang, Ke Wang, Sunghyun Cho

IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 2026

AI Top Conference

Augmenting Construction Safety Datasets with Training-Free Diffusion-Based PPE Editing

Seong-Hyun Kim, Mingseong Kim, Sewoong Kim, Haeyun Lee

The Journal of Korean Institute of Communications and Information Sciences

Scopus

†Corresponding author

Enhancing Trajectory Estimation with Convolutional IMU Transformer

Sung-Hyun Kim, Sooyoung Noh, Seungick Jung, Changhyun Kim, Haeyun Lee, Jihun Kim

IEEE Sensors Journal

SCIE · I.F. 4.5 · JCR 80.8% (2024)

†Corresponding authors

Bayesian Multi-Class Segmentation for Remote Sensing, Integrating User Priors and Uncertainty

Yeongsu Kim*, Haeyun Lee*, Seo-Yeon Choi, Kyungsu Lee

IEEE Transactions on Geoscience and Remote Sensing

SCIE · I.F. 8.6 · JCR 96.5% (2024)

*Equally contributed

Enhancing Reverse Distillation with Core Exemplar Learning for Unified Multi-Class Anomaly Detection

Heechul Lim, Minsoo Kim, Hyun-Boo Lee, Suk-Ju Kang, Kang-Wook Chon, Haeyun Lee

The IEEE/CVF Winter Conference on Applications of Computer Vision (WACV) 2026

AI Top Conference

†Corresponding authors

2025

Few-Shot Anomaly Detection for Medical Ultrasound Images Using Metric Learning and Multimodal BiomedCLIP Embeddings

Haeyun Lee, Kyunsu Lee, Jihun Kim

The Journal of Korean Institute of Communications and Information Sciences

Scopus

Expert-level differentiation of incomplete Kawasaki disease and pneumonia from echocardiography via multiple large receptive attention mechanisms

Haeyun Lee*, Kyungsu Lee*, Moon Hwan Lee, Sewoong Kim, Yongsoon Eun, Lucy Youngmin Eun, Jae Youn Hwang

Computers in Biology and Medicine

SCIE · I.F. 6.3 · JCR 94.8% (2024)

*Equally contributed

SoN: Selective Optimal Network for smartphone-based indoor localization in real-time

Kyungsu Lee*, Haeyun Lee*, Jae Youn Hwang

Expert Systems with Applications

SCIE · I.F. 7.5 · JCR 94.8% (2023)

*Equally contributed

Real-Time Self-Supervised Ultrasound Image Enhancement Using Test-Time Adaptation for Sophisticated Rotator Cuff Tear Diagnosis

Haeyun Lee*, Kyungsu Lee*, Jong Pil Yoon, Jihun Kim, Jun-Young Kim

IEEE Signal Processing Letters

SCIE · I.F. 3.2 · JCR 63.3% (2023)

*Equally contributed

Connectome Mapping: Shape-Memory Network via Interpretation of Contextual Semantic Information

Kyungsu Lee, Haeyun Lee, Jae Youn Hwang

The Thirteenth International Conference on Learning Representations (ICLR 2025)

AI Top Conference

2024

Fine-Grained Binary Object Segmentation in Remote Sensing Imagery via Path-Selective Test-Time Adaptation

Kyungsu Lee, Haeyun Lee, Juhum Park, Jae Youn Hwang

IEEE Transactions on Geoscience and Remote Sensing

SCIE · I.F. 8.2 · JCR 94.8% (2022)

Multi-Scale Self-Attention Network for Denoising Medical Images

Kyungsu Lee*, Haeyun Lee*, Moon Hwan Lee, C-C Jay Kuo, Seung-June Oh, Jonghye Woo, Jae Youn Hwang

APSIPA Transactions on Signal and Information Processing

SCOPUS · I.F. 3.2 (2022)

*Equally contributed

2023

Deep Learning–Based Diagnostic System for Velopharyngeal Insufficiency Based on Videofluoroscopy in Patients With Repaired Cleft Palates

Jeong Hyun Ha*, Haeyun Lee*, Seok Min Kwon*, Hyunjin Joo, Guang Lin, Deok-Yeol Kim, Sukwha Kim, Jae Youn Hwang, Jee-Hyeok Chung, Hyoun-Joong Kong

Journal of Craniofacial Surgery

SCIE · I.F. 0.9 · JCR 12.4% (2022)

*Equally contributed

Outlier Robust Disease Classification via Stochastic Confidence Network

Kyungsu Lee, Haeyun Lee, Georges El Fakhri, Jorge Sepulcre, Xiaofeng Liu, Fangxu Xing, Jae Youn Hwang, Jonghye Woo

Workshop on MICCAI 2023

Self-Supervised Domain Adaptive Segmentation of Breast Cancer via Test-Time Fine-Tuning

Kyungsu Lee, Haeyun Lee, Georges El Fakhri, Jonghye Woo, Jae Youn Hwang

International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI) 2023

AI Top Conference

Fine-Tuning Network in Federated Learning for Personalized Skin Diagnosis

Kyungsu Lee*, Haeyun Lee*, Thiago Coutinho Cavalcanti, Sewoong Kim, Georges El Fakhri, Dong Hun Lee, Jonghye Woo, Jae Youn Hwang

International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI) 2023

AI Top Conference

*Equally contributed

USIM Gate: UpSampling Module for Segmenting Precise Boundaries concerning Entropy

Kyungsu Lee, Haeyun Lee, Jae Youn Hwang

International Conference on Artificial Intelligence and Statistics (AISTAT) 2023

AI Top Conference

2022

Stochastic Adaptive Activation Function

Kyungsu Lee, Jaeseung Yang, Haeyun Lee, Jae Youn Hwang

The Thirty-sixth Annual Conference on Neural Information Processing Systems (Neurips) 2022

AI Top Conference

Explainable deep learning algorithm for distinguishing incomplete Kawasaki disease by coronary artery lesions on echocardiographic imaging

Haeyun Lee, Yongsoon Eun, Jae Youn Hwang, Lucy Youngmin Eun

Computer Methods and Programs in Biomedicine

SCIE · I.F. 7.027 · JCR 89.5% (2021)

Speckle Reduction via Deep Content-Aware Image Prior for Precise Breast Tumor Segmentation in an Ultrasound Image

Haeyun Lee*, Moon Hwan Lee*, Sangyeon Youn, Kyungsu Lee, Hah Min Lew, Jae Youn Hwang

IEEE Transactions on Ultrasonics, Ferroelectrics, and Frequency Control

SCIE · I.F. 3.267 · JCR 73.44% (2021)

*Equally contributed

2021

Self-Mutating Network for Domain Adaptive Segmentation in Aerial Images

Kyungsu Lee, Haeyun Lee, Jae Youn Hwang

International Conference on Computer Vision (ICCV 2021)

AI Top Conference

Boundary-Oriented Binary Building Segmentation Model With Two Scheme Learning for Aerial Images

Kyungsu Lee, Jun Hee Kim, Haeyun Lee, Juhum Park, Jihwan P. Choi, Jae Youn Hwang

IEEE Transactions on Geoscience and Remote Sensing

SCIE · I.F. 5.6 · JCR 94.89% (2020)

Federated Learning for Thyroid Ultrasound Image Analysis to Protect Personal Information: Validation Study in a Real Health Care Environment

Haeyun Lee*, Young Jun Chai*, Hyunjin Joo, Kyungsu Lee, Jae Youn Hwang, Seok-Mo Kim, Kwangsoon Kim, Inn-Chul Nam, June Young Choi, Hyeong Won Yu, Myung-Chul Lee, Hiroo Masuoka, Akira Miyauchi, Kyu Eun Lee, Sungwan Kim, Hyoun-Joong Kong

JMIR Medical Informatics

SCIE · I.F. 2.577 · JCR 53.7% (2019)

*Equally contributed

Local Similarity Siamese Network for Urban Land Change Detection on Remote Sensing Images

Haeyun Lee, Kyungsu Lee, Jun Hee Kim, Younghwan Na, Juhum Park, Jihwan P. Choi, Jae Youn Hwang

IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

SCIE · I.F. 3.827 · JCR 85% (2019)

2020

Real-World Blur Dataset for Learning and Benchmarking Deblurring Algorithms

Jaesung Rim, Haeyun Lee, Jucheol Won, Sunghyun Cho

European Conference on Computer Vision (ECCV) 2020

AI Top Conference

Locally Adaptive Channel Attention-Based Network for Denoising Images

Haeyun Lee, Sunghyun Cho

IEEE ACCESS

SCIE · I.F. 4.098 · JCR 85.48% (2018)

Channel Attention Module with Multi-scale Grid Average Pooling for Breast Cancer Segmentation in an Ultrasound Image

Haeyun Lee, Jinhyoung Park, Jae Youn Hwang

IEEE Transactions on Ultrasonics, Ferroelectrics, and Frequency Control

SCIE · I.F. 2.989 · JCR 73.44% (2018)

2019

Image Restoration Network with Adaptive Channel Attention Modules for Combined Distortions

Haeyun Lee, Sunghyun Cho

Journal of the Korea Computer Graphics Society

KCI

2018

Objects Segmentation From High-Resolution Aerial Images Using U-Net With Pyramid Pooling Layers

Jun Hee Kim*, Haeyun Lee*, Seonghwan J. Hong, Sewoong Kim, Juhum Park, Jae Youn Hwang, Jihwan P. Choi

IEEE Geoscience and Remote Sensing Letters

SCIE · I.F. 2.893 · JCR 75.93% (2017)

*Equally contributed