Publications

2026

Patch-to-Global: Random Patch Diffusion for Globally Consistent Megapixel Artifact Inpainting in Whole Slide Images

Medical Image Computing and Computer Assisted Intervention–MICCAI 2026 ( 정보과학회 S급 최우수국제학술대회 )

Non-Stationary Spectral State-Space Networks with Region-Wise Frequency Routing for Robust Fundus Vessel Segmentation

Medical Image Computing and Computer Assisted Intervention–MICCAI 2026 ( 정보과학회 S급 최우수국제학술대회 )

TeDyS: Temporal Dynamics with Spatial Context for Longitudinal Progression Prediction

Medical Image Computing and Computer Assisted Intervention–MICCAI 2026 ( 정보과학회 S급 최우수국제학술대회 )

Frequency-Aware Post-Training Quantization for Medical Image Denoising

Medical Image Computing and Computer Assisted Intervention–MICCAI 2026 ( 정보과학회 S급 최우수국제학술대회 , Early Accept, acceptance rate < 9% )

MOCDT: Multi-Cancer Detection and Tissue-of-Origin Classification via cfDNA Multi-modal Integration

Intelligent Systems for Molecular Biology (ISMB 2026) ( 정보과학회 S급 최우수국제학술대회, acceptance rate < 17% ) & Bioinformatics ( JCR top 8% journal )
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2025

SeqDA-HLA: Language model and dual attention-based network to predict peptide-HLA class I binding

IEEE Transactions on Computational Biology and Bioinformatics (2025) ( JCR top 6% journal )

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MARSeg: Enhancing Medical Image Segmentation with MAR and Adaptive Feature Fusion

Medical Image Computing and Computer Assisted Intervention–MICCAI 2025 (정보과학회 S급 최우수국제학술대회, Oral )

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Unsupervised motion artifacts reduction for cone-beam CT via enhanced landmark detection

Expert Systems with Applications ( JCR top 5% journal )

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FMD: Comprehensive Data Compression in Medical Domain via Fused Matching Distillation

IEEE/CVF Winter Conference on Applications of Computer Vision (WACV 2025) (정보과학회 A급 우수국제학술대회)

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Riemannian Geometric-based Meta Learning

AAAI Conference on Artificial Intelligence (AAAI 2025)

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2024

D-Cube: Exploiting Hyper-Features of Diffusion Model for Robust Medical Classification

IEEE International Conference on Data Mining (ICDM 2024) (정보과학회 S급 최우수국제학술대회)

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Unsupervised Training of a Dynamic Context-Aware Deep Denoising Framework for Low-Dose Fluoroscopic Imaging

IEEE Transactions on Instrumentation and Measurement (2024) (JCR top 8% journal)

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GeoRefineNet: A Multistage Framework for Enhanced Cephalometric Landmark Detection in CBCT Images Using 3D Geometric Information

Asian Conference on Computer Vision (ACCV 2024) (정보과학회 A급 우수국제학술대회)

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Low-dose computed tomography perceptual image quality assessment

Medical Image Analysis (2024): 103343 (JCR top 1% journal)

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A systematic review of deep learning-based denoising for low-dose computed tomography from a perceptual quality perspective

Biomedical Engineering Letters (2024): 1-21

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Efficient Deep-detector Image Quality Assessment Based on Knowledge Distillation

IEEE Transactions on Instrumentation and Measurement (2024) (JCR top 8% journal)

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2023

Advancing diabetes prediction with a progressive self-transfer learning framework for discrete time series data

Scientific Reports volume 13, Article number: 21044 (2023)

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Unsupervised Visual Representation Learning Based on Segmentation of Geometric Pseudo-shapes for Transformer-based Medical Tasks

IEEE Journal of Biomedical and Health Informatics (JCI top 1% journal)

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Noise2Contrast: Multi-contrast Fusion Enables Self-supervised Tomographic Image Denoising

International Conference on Information Processing in Medical Imaging – IPMI 2023 (정보과학회 A급 우수국제학술대회)

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Anatomical Landmark Detection Using a Multiresolution Learning Approach with a Hybrid Transformer-CNN Model

Medical Image Computing and Computer Assisted Intervention–MICCAI 2023 (정보과학회 S급 최우수국제학술대회)

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An Unsupervised Two-step Training Framework for Low-dose Computed Tomography Denoising

Medical Physics

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MM-net: Multi-frame and Multi-mask-based Unsupervised Deep Denoising for Low-dose Computed Tomography

IEEE Transactions on Radiation and Plasma Medical Sciences (JCR top 8% journal)

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Annotation-Efficient Deep Learning Model for Pancreatic Cancer Diagnosis and Classification Using CT Images: A Retrospective Diagnostic Study

Cancers 15 (13), 3392

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A motion-level-aware denoising framework for x-ray fluoroscopic images

(* Equal contribution) SPIE Medical Imaging, 2023, San Diego, California, United States, Proceedings Volume 12463, Medical Imaging 2023: Physics of Medical Imaging

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Intra-person multi-task learning method for chronic-disease prediction

Scientific Reports

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A Multi-kernel and Multi-scale Learning Based Deep Ensemble Model for Predicting Recurrence of Non-small Cell Lung Cancer

PeerJ Computer Science

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2022

Object Detectors Involving a NAS-gate Convolutional Module and Capsule Attention Module

Scientific Reports

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No-reference perceptual CT image quality assessment based on a self-supervised learning framework

Machine Learning: Science and Technology, 1, 1 (2022) (JCR top 10% journal)

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Rigid and Non-rigid Motion Compensation in Weight-bearing CBCT of the Knee using Simulated Inertial Measurements

IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, (2022) (JCR top 15% journal)

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Unsupervised Domain Adaptation for Low-dose Computed Tomography Denoising

IEEE Access

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MFA-net: Object Detection for Complex X-ray Cargo and Baggage Security Imagery

Plos One, (2022)

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Botulinum neurotoxin type A improves vasti muscle balance, patellar tracking, and pain in patients with chronic patellofemoral pain

JOURNAL OF ORTHOPAEDIC RESEARCH, 2022

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Wavelet Subband-specific Learning for Low-dose Computed Tomography Denoising

PLOS ONE, 2022

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Acquisition of a single grid-based phase-contrast X-ray image using instantaneous frequency and noise filtering

Biomedical Engineering Online

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Deep Denoising Network for X-Ray Fluoroscopic Image Sequences of Moving Objects

International Workshop on Machine Learning for Medical Image Reconstruction, Held in Conjunction with MICCAI 2022

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2021

3D Non-Rigid Alignment of Low-Dose Scans Allows to Correct for Saturation in Lower Extremity Cone-Beam CT

IEEE ACCESS, 2021, v.9 no.0 , 71821-71831 SCIE

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Integration of 2D Iteration and a 3D CNN-Based Model for Multi-Type Artifact Suppression in C-arm Cone-Beam CT

Machine Vision and Applications, 2021, SCIE

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A Sequential and Intensive Weighted Language Modeling Scheme for Multi-Task Learning-Based Natural Language Understanding

APPLIED SCIENCES-BASEL, 2021, v.11 no.7 , 3095-3095 SCIE

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2020

Analysis of Understanding Using Deep Learning Facial Expression Recognition for Real time Online Lectures

Journal of Korea Multimedia Society, 2020, v.23 no.12 , 1464-1475 KCI

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The effect of patellofemoral pain syndrome on patellofemoral joint kinematics under upright weight-bearing conditions

PLOS ONE, 2020, v.15 no.9 , 0239907-0239907 SCIE

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Machine learning-powered prediction of recurrence in patients with non-small cell lung cancer using quantitative clinical and radiomic biomarkers

SPIE Medical Imaging 2020, USA, Houston, 2020-02-17 Medical Imaging 2020: Computer-Aided Diagnosis

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Multi-Channel Volumetric Neural Network for Knee Cartilage Segmentation in Cone-beam CT

Bildverarbeitung für die Medizin 2020, 독일, Berlin, 2019-12-15 Informatik aktuell, 2019, 67-72

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Inertial Measurements for Motion Compensation in Weight-Bearing Cone-Beam CT of the Knee

MICCAI 2020, Peru, 2020-10-04 International Conference on Medical image computing and computer-assisted intervention, 2020, 14-23

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NTIRE 2020 Challenge on Real Image Denoising: Dataset, Methods and Results Conference on Computer Vision and Pattern Recognition

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2019

A learning-based material decomposition pipeline for multi-energy x-ray imaging

MEDICAL PHYSICS, 2019, v.46 no.2 , 689-703

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Automated stitching of microscope images of fluorescence in cells with minimal overlap

MICRON, 2019, v.126 no.0 , 102718-102718

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Multidimensional Noise Reduction in C-arm Cone-beam CT via 2D-based Landweber Iteration and 3D-based Deep Neural Network

SPIE Medical Imaging 2019, US, San Diego, Physics of Medical Imaging, PROCEEDINGS VOLUME 10948, 2019

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Deep Convolutional Neural Network-Based Automated Lesion Detection in Wireless Capsule Endoscopy

International Forum on Medical Imaging in Asia 2019, vol. 11050, pp. 292-296. SPIE, 2019.

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