관련 연구실
등급은 학회·저널 분류이며 연구실 순위가 아닙니다.
- SNUAI for Science
이동헌BiLab
관련 논문 11편비중 22%연구 분야에 명시- 2026AMFG: Anatomy-grounded Multi-Finding Guidance for Training-Free Chest X-Ray Generation MICCAI
- 2026Reformulating Radiology Report Error Detection as Sentence-Level Vision-Language Learning EMNLP Findings
- 2026Adaptive Thresholding for CT Metal Artifact Reduction via LangGraph Physics in Medicine and Biology
- KUAI for Science
서현석IMPEL Lab
관련 논문 9편비중 39%연구 분야에 명시- 2026Cyclic Conditional Diffusion Models for CT-to-MR Synthetic Image Segmentation with Misaligned Image Pairs Expert Systems with Applications
- 2026Physics-informed optimization of saturation-transfer MRI protocols using non-differentiable Bloch models Physics in Medicine and Biology
- 2026Taming Gradient Perturbations: Probabilistic Reparameterization for Robust Physics-Informed MRI Protocol Optimization ICML
- KAISTAI for Science
예종철BISPL
관련 논문 10편비중 9%연구 분야에 명시- 2026Read like a radiologist: Efficient vision-language model for 3d medical imaging interpretation Medical Image Analysis
- 2026Image quality improvement of liver ultrasound using unsupervised deep learning PLOS ONE
- 2025Steerable conditional diffusion for out-of-distribution adaptation in medical image reconstruction IEEE TMI
- KUAI for Science
석흥일Machine Intelligence Lab
관련 논문 8편비중 15%연구 분야에 명시- 2026DAMEC: Disease-Aware Multi-Expert Consensus Framework for Study-Level Radiology Report Generation CIKM
- 2026FIESTA: Fourier-Based Semantic Augmentation with Uncertainty Guidance for Enhanced Domain Generalizability in Medical Image Segmentation IEEE TNNLS
- 2026PaT-Diff: Pathology-Aware Residual Diffusion Framework for MRI-to-PET Translation in Alzheimer's Disease ISBI
- KAISTAI for Science
최윤재
관련 논문 10편비중 16%- 2026Instruction-Guided Lesion Segmentation for Chest X-rays with Automatically Generated Large-Scale Dataset CVPR
- 2026Modeling Clinical Uncertainty in Radiology Reports: from Explicit Uncertainty Markers to Implicit Reasoning Pathways LREC
- 2026Large Language Model–Generated Expansion of the RadLex Ontology: Application to Multinational Datasets of Chest CT Reports American Journal of Roentgenology
- Yonsei컴퓨터 비전
황성재MICV Lab
관련 논문 7편비중 16%연구 분야에 명시- 2026Multimodal deep learning with anatomically constrained attention for screening MRI-detectable TMJ abnormalities from panoramic images npj Digital Medicine
- 2026Towards ROI-Free Modality Translation for MRI with Test-Time Augmentation ISBI
- 2025Mono-Modalizing Extremely Heterogeneous Multi-Modal Medical Image Registration MICCAI
- SNUAI for Science
이종호LIST
관련 논문 7편비중 23%연구 분야에 명시- 2026In-vivo iron mapping in patients with Parkinson’s disease using deep learning-based susceptibility source separation MRI npj Parkinson's Disease
- 2025Association of Iron Deposition in MS Lesion with Remyelination Capacity Using Susceptibility Source Separation MRI NeuroImage: Clinical
- 2025MIMOSA: Multi-parametric Imaging using Multiple-echoes with Optimized Simultaneous Acquisition for highly-efficient quantitative MRI Magnetic Resonance in Medicine
- SNUAI for Science
김경수AIBL
관련 논문 10편비중 29%- 2025Improved Unsupervised 3D Lung Lesion Detection and Localization by Fusing Global and Local Features: Validation in 3D Low-Dose Computed Tomography Medical Image Analysis
- 2025OFF-CLIP: Improving Normal Detection Confidence in Radiology CLIP with Simple Off-Diagonal Term Auto-Adjustment MICCAI
- 2025ARANet: Adaptive Resolution Attention Network for Precise MRI-based Segmentation and Quantification of Fetal Size and Amniotic Fluid Volume Journal of Imaging Informatics in Medicine
- POSTECHAI for Science
김원화, 류일우MIP Lab
관련 논문 6편비중 8%연구 분야에 명시- 2026Learning Robust Medical Image Segmentation under Mixed-Quality Annotation MICCAI
- 2026HiMix : Hierarchical Visual-Textual Mixing Network for Lesion Segmentation WACV
- 2026Is Exchangeability better than I.I.D. to handle Data Distribution Shifts while Pooling Data for Data-scarce Medical image segmentation? MIDL
- SNU컴퓨터 비전
전세영ICL
관련 논문 5편비중 7%연구 분야에 명시- 2026Patch-to-Global: Random Patch Diffusion for Globally Consistent Megapixel Artifact Inpainting in Whole Slide Images MICCAI
- 2025Continual Multiple Instance Learning with Enhanced Localization for Histopathological Whole Slide Image Analysis ICCV
- 2025Convergent Complex Quasi-Newton Proximal Methods for Gradient-Driven Denoisers in Compressed Sensing MRI Reconstruction IEEE TCI
- KUAI for Science
감태의Medical AI Lab
관련 논문 6편비중 8%- 2026Tumor-Aware Direct Preference Optimization for Longitudinal Post-Operative MRI Generation MICCAI
- 2026Anatomy-Guided Abnormality Token Proposal for 3D CT Visual Question Answering IEEE SMC
- 2025DART: Disease-aware Image-Text Alignment and Self-correcting Re-alignment for Trustworthy Radiology Report Generation CVPR
- Yonsei컴퓨터 비전
오유진OMAEL
관련 논문 3편비중 27%연구 분야에 명시- 2026Improving Factuality of 3D Brain MRI Report Generation with Paired Image-domain Retrieval and Text-domain Augmentation MICCAI
- 2025Cascaded 3D Diffusion Models for Whole-body 3D 18-F FDG PET/CT synthesis from Demographics MICCAI
- 2025Distribution-aware Fairness Learning in Medical Image Segmentation From A Control-Theoretic Perspective ICML
- YonseiAI for Science
김호진LESSON Lab
관련 논문 3편비중 10%연구 분야에 명시- 2025Validating clinical feasibility of MRCAT and deep learning‐based synthetic CT images for cervical cancer patient Journal of Applied Clinical Medical Physics
- 2024Clinical feasibility of deep learning-based synthetic CT images from T2-weighted MR images for cervical cancer patients compared to MRCAT Scientific Reports
- 2023Acute coronary event (ACE) prediction following breast radiotherapy by features extracted from 3D CT, dose and cardiac structures Medical Physics
- SNU머신러닝2026 업데이트 중
강명주NCIA Lab
관련 논문 3편비중 8%연구 분야에 명시- 2025Efficient sparse-view medical image classification for low radiation and rapid COVID-19 diagnosis Biomedical Engineering Letters
- 2024Towards long-tailed, multi-label disease classification from chest X-ray: Overview of the CXR-LT challenge Medical Image Analysis
- 2023Enhancing Multi-Label Long-Tailed Classification on Chest X-Rays through ML-GCN Augmentation ICCV
- KU머신러닝
성준경BREIN Lab
관련 논문 3편비중 17%- 2026Development of head-to-head and longitudinal CycleGAN algorithm for MRI harmonization: validation in follow-up MRI evaluation in patients with brain metastasis Scientific Reports
- 2026Distinct spatial patterns of perivascular spaces enlargement for multiple and Co-existing pathologies of cognitive impairment The Journal of Prevention of Alzheimer's Disease
- 2025Occipital Enlarged Perivascular Spaces Associated with Cognitive Decline, Neurodegeneration and Tau Pathology in Aging and Alzheimer's Disease Journal of Cerebral Blood Flow and Metabolism
- SNUAI for Science
차지욱Connectome Lab
관련 논문 4편비중 12%- 2025Polygenic architecture of brain structure and function, behaviors, and psychopathologies in children Nature Communications
- 2025NeuroMamba: A State-Space Foundation Model for Functional MRI NeurIPS
- 2025Polygenic scores for psychiatric traits mediate the impact of multigenerational history of depression on offspring psychopathology Molecular Psychiatry
- KAIST머신러닝
양은호MLI Lab
관련 논문 4편비중 5%- 2026Instruction-Guided Lesion Segmentation for Chest X-rays with Automatically Generated Large-Scale Dataset CVPR
- 2025CXReasonBench: A Benchmark for Evaluating Structured Diagnostic Reasoning in Chest X-rays NeurIPS
- 2024Data-Efficient Unsupervised Interpolation Without Any Intermediate Frame for 4D Medical Images CVPR
- Yonsei데이터 마이닝
박상현DELAB
관련 논문 2편비중 4%- 2026Segment Anything Model Guided Dual-Mask Framework for Anatomically Faithful Medical Image Translation Scientific Reports
- 2024Dual Stream Fusion U-Net Transformers for 3D Medical Image Segmentation BigComp
- SNU컴퓨터 비전
이준석VIP Lab
관련 논문 2편비중 4%- 2026Channel-wise Latent Space Decorrelation for 3D Brain MRI Generation MIUA
- 2023Perspective Projection-Based 3D CT Reconstruction from Biplanar X-rays ICASSP
- SNU컴퓨터 비전
조남익ISPL
관련 논문 2편비중 3%- 20253D CT Slice Image-Based Algorithm for Non-Wet Defect Inspection in Solder Joints IEEE Access
- 2024Enhancing Semiconductor X-RAY Images: A Framework Combining Denoising and Super-Resolution Modules With a Novel Dataset APSIPA ASC
- KAIST컴퓨터 비전
주재걸DAVIAN Lab
관련 논문 3편비중 2%- 2024Prediction of Treatment Response after Stereotactic Radiosurgery of Brain Metastasis using Deep Learning and Radiomics on Longitudinal MRI Data Scientific Reports
- 2023Perspective Projection-Based 3D CT Reconstruction from Biplanar X-rays ICASSP
- 2023Training Auxiliary Prototypical Classifiers for Explainable Anomaly Detection in Medical Image Segmentation WACV
- SNU머신러닝
이정우CML Lab
관련 논문 2편비중 4%- 2025A Plug-In Curriculum Scheduler for Improved Deformable Medical Image Registration IEEE Access
- 2023MRI Imputation based on Fused Index and Intensity Registration WACV
- Yonsei자연어처리·LLM
여진영Language & AGI Lab
관련 논문 2편비중 4%- 2025Predicting Branch Retinal Vein Occlusion Development using Multimodal Deep Learning and Pre-onset Fundus Hemisection Images Scientific Reports
- 2023Natural Language Processing to Predict Isocitrate Dehydrogenase Genotype in Diffuse Glioma using MR Radiology Reports European Radiology
- SNUAI for Science
이승근
관련 논문 1편비중 4%- 2026Channel-wise Latent Space Decorrelation for 3D Brain MRI Generation MIUA
- SNU자연어처리·LLM
도재영AIDAS Lab
관련 논문 1편비중 3%- 2026MI-CXR: A Benchmark for Longitudinal Reasoning over Multi-Interval Chest X-rays ACL Findings
- KU컴퓨터 비전
박경문VGI Lab
관련 논문 1편비중 2%- 2026Unsupervised Domain Adaptation for Medical Image Segmentation Using Adaptogen-Perturbation Medical Image Analysis
- KAIST컴퓨터 비전
심현정CVML Lab
관련 논문 2편비중 4%- 2024Adapting Low-Dose CT Denoisers for Texture Preservation using Zero-Shot Local Noise-level Matching Medical Physics
- 2023Utilization of an Attentive Map to Preserve Anatomical Features for Training Convolutional Neural Network based Low-dose CT Denoiser Medical Physics
- Yonsei머신러닝
조성배SCLAB
관련 논문 1편비중 1%- 2025A federated learning approach for classifying chest diseases from chest X-ray images Biomedical Signal Processing and Control
- KU머신러닝
이성환PRML Lab
관련 논문 1편비중 1%- 2025Estimation of Stroke’s Motor Function Ability Using Multimodal Biomarkers and the Role of Contralesional Motor Area Brain and Behavior
- SNU자연어처리·LLM
유영재PI Lab
관련 논문 1편비중 1%- 2024How well do large language model-based chatbots perform in oral and maxillofacial radiology? DMFR
- KU머신러닝
이창희AIX
관련 논문 1편비중 3%- 2024Deep Survival Analysis from Whole Slide Images: A Multiple Instance Learning Approach ICTC
- Yonsei데이터 마이닝
장백철ANDLab
관련 논문 1편비중 3%- 2024FTT: fourier transform based transformer for brain CT report generation ICAIIC
- Yonsei로보틱스
최종은MLCS Lab
관련 논문 1편비중 5%- 2023Explainable deep learning-based clinical decision support engine for MRI-based automated diagnosis of temporomandibular joint anterior disk displacement Computer Methods and Programs in Biomedicine
- SNU컴퓨터 비전
박재식Visual & Geometric Intelligence Lab
관련 논문 1편비중 2%- 2023Deep 3D Reconstruction of Synchrotron X-ray Computed Tomography for Intact Lungs Scientific Reports
- SNUAI 시스템
안정호SCALable Computer Architecture Lab
관련 논문 1편비중 2%- 2023X-ray: Discovering DRAM Internal Structure and Error Characteristics by Issuing Memory Commands IEEE Computer Architecture Letters
- KAIST자연어처리·LLM
임경태MLP Lab
관련 논문 1편비중 3%- 2023Data Augmentation of X-ray Images for Automatic Cargo Inspection of Nuclear Items Sensors
- SNU머신러닝
윤성로AI Lab
관련 논문 1편비중 1%- 2023Robust End-to-End Focal Liver Lesion Detection using Unregistered Multiphase Computed Tomography Images IEEE Transactions on Emerging Topics in Computational Intelligence
- SNU컴퓨터 비전
이경무, 한보형CV Lab
관련 논문 1편비중 1%- 2023Abnormality Detection in Chest X-Ray via Residual-Saliency From Normal Generation IEEE Access
- KAIST컴퓨터 비전
김현우MLV Lab
관련 논문 1편비중 1%- 2023Concept Bottleneck with Visual Concept Filtering for Explainable Medical Image Classification MICCAI