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 )
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
MOCDT: Multi-Cancer Detection and Tissue-of-Origin Classification via cfDNA Multi-modal Integration
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 )
MARSeg: Enhancing Medical Image Segmentation with MAR and Adaptive Feature Fusion
Medical Image Computing and Computer Assisted Intervention–MICCAI 2025 (정보과학회 S급 최우수국제학술대회, Oral )
Unsupervised motion artifacts reduction for cone-beam CT via enhanced landmark detection
Expert Systems with Applications ( JCR top 5% journal )
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)
Riemannian Geometric-based Meta Learning
AAAI Conference on Artificial Intelligence (AAAI 2025)
D-Cube: Exploiting Hyper-Features of Diffusion Model for Robust Medical Classification
IEEE International Conference on Data Mining (ICDM 2024) (정보과학회 S급 최우수국제학술대회)
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)
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)
Low-dose computed tomography perceptual image quality assessment
Medical Image Analysis (2024): 103343 (JCR top 1% journal)
A systematic review of deep learning-based denoising for low-dose computed tomography from a perceptual quality perspective
Biomedical Engineering Letters (2024): 1-21
Efficient Deep-detector Image Quality Assessment Based on Knowledge Distillation
IEEE Transactions on Instrumentation and Measurement (2024) (JCR top 8% journal)
Advancing diabetes prediction with a progressive self-transfer learning framework for discrete time series data
Scientific Reports volume 13, Article number: 21044 (2023)
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)
Noise2Contrast: Multi-contrast Fusion Enables Self-supervised Tomographic Image Denoising
International Conference on Information Processing in Medical Imaging – IPMI 2023 (정보과학회 A급 우수국제학술대회)
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)
An Unsupervised Two-step Training Framework for Low-dose Computed Tomography Denoising
Medical Physics
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)
Annotation-Efficient Deep Learning Model for Pancreatic Cancer Diagnosis and Classification Using CT Images: A Retrospective Diagnostic Study
Cancers 15 (13), 3392
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
Intra-person multi-task learning method for chronic-disease prediction
Scientific Reports
A Multi-kernel and Multi-scale Learning Based Deep Ensemble Model for Predicting Recurrence of Non-small Cell Lung Cancer
PeerJ Computer Science
Object Detectors Involving a NAS-gate Convolutional Module and Capsule Attention Module
Scientific Reports
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)
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)
Unsupervised Domain Adaptation for Low-dose Computed Tomography Denoising
IEEE Access
MFA-net: Object Detection for Complex X-ray Cargo and Baggage Security Imagery
Plos One, (2022)
Botulinum neurotoxin type A improves vasti muscle balance, patellar tracking, and pain in patients with chronic patellofemoral pain
JOURNAL OF ORTHOPAEDIC RESEARCH, 2022
Wavelet Subband-specific Learning for Low-dose Computed Tomography Denoising
PLOS ONE, 2022
Acquisition of a single grid-based phase-contrast X-ray image using instantaneous frequency and noise filtering
Biomedical Engineering Online
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
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
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
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
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
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
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
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
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
NTIRE 2020 Challenge on Real Image Denoising: Dataset, Methods and Results Conference on Computer Vision and Pattern Recognition
A learning-based material decomposition pipeline for multi-energy x-ray imaging
MEDICAL PHYSICS, 2019, v.46 no.2 , 689-703
Automated stitching of microscope images of fluorescence in cells with minimal overlap
MICRON, 2019, v.126 no.0 , 102718-102718
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
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.