주제로 연구실 찾기

1. SNU·AI for Science

   이동헌BiLab

   관련도관련 논문 11편비중 22%연구 분야에 명시
   • 2026AMFG: Anatomy-grounded Multi-Finding Guidance for Training-Free Chest X-Ray GenerationMICCAI
   • 2026Reformulating Radiology Report Error Detection as Sentence-Level Vision-Language LearningEMNLP Findings
   • 2026Adaptive Thresholding for CT Metal Artifact Reduction via LangGraphPhysics in Medicine and Biology
2. KU·AI for Science

   서현석IMPEL Lab

   관련도관련 논문 9편비중 39%연구 분야에 명시
   • 2026Cyclic Conditional Diffusion Models for CT-to-MR Synthetic Image Segmentation with Misaligned Image PairsExpert Systems with Applications
   • 2026Physics-informed optimization of saturation-transfer MRI protocols using non-differentiable Bloch modelsPhysics in Medicine and Biology
   • 2026Taming Gradient Perturbations: Probabilistic Reparameterization for Robust Physics-Informed MRI Protocol OptimizationICML
3. KAIST·AI for Science

   예종철BISPL

   관련도관련 논문 10편비중 9%연구 분야에 명시
   • 2026Read like a radiologist: Efficient vision-language model for 3d medical imaging interpretationMedical Image Analysis
   • 2026Image quality improvement of liver ultrasound using unsupervised deep learningPLOS ONE
   • 2025Steerable conditional diffusion for out-of-distribution adaptation in medical image reconstructionIEEE TMI
4. KU·AI for Science

   석흥일Machine Intelligence Lab

   관련도관련 논문 8편비중 15%연구 분야에 명시
   • 2026DAMEC: Disease-Aware Multi-Expert Consensus Framework for Study-Level Radiology Report GenerationCIKM
   • 2026FIESTA: Fourier-Based Semantic Augmentation with Uncertainty Guidance for Enhanced Domain Generalizability in Medical Image SegmentationIEEE TNNLS
   • 2026PaT-Diff: Pathology-Aware Residual Diffusion Framework for MRI-to-PET Translation in Alzheimer's DiseaseISBI
5. KAIST·AI for Science

   최윤재

   관련도관련 논문 10편비중 16%
   • 2026Instruction-Guided Lesion Segmentation for Chest X-rays with Automatically Generated Large-Scale DatasetCVPR
   • 2026Modeling Clinical Uncertainty in Radiology Reports: from Explicit Uncertainty Markers to Implicit Reasoning PathwaysLREC
   • 2026Large Language Model–Generated Expansion of the RadLex Ontology: Application to Multinational Datasets of Chest CT ReportsAmerican Journal of Roentgenology
6. Yonsei·컴퓨터 비전

   황성재MICV Lab

   관련도관련 논문 7편비중 16%연구 분야에 명시
   • 2026Multimodal deep learning with anatomically constrained attention for screening MRI-detectable TMJ abnormalities from panoramic imagesnpj Digital Medicine
   • 2026Towards ROI-Free Modality Translation for MRI with Test-Time AugmentationISBI
   • 2025Mono-Modalizing Extremely Heterogeneous Multi-Modal Medical Image RegistrationMICCAI
7. SNU·AI for Science

   이종호LIST

   관련도관련 논문 7편비중 23%연구 분야에 명시
   • 2026In-vivo iron mapping in patients with Parkinson’s disease using deep learning-based susceptibility source separation MRInpj Parkinson's Disease
   • 2025Association of Iron Deposition in MS Lesion with Remyelination Capacity Using Susceptibility Source Separation MRINeuroImage: Clinical
   • 2025MIMOSA: Multi-parametric Imaging using Multiple-echoes with Optimized Simultaneous Acquisition for highly-efficient quantitative MRIMagnetic Resonance in Medicine
8. SNU·AI for Science

   김경수AIBL

   관련도관련 논문 10편비중 29%
   • 2025Improved Unsupervised 3D Lung Lesion Detection and Localization by Fusing Global and Local Features: Validation in 3D Low-Dose Computed TomographyMedical Image Analysis
   • 2025OFF-CLIP: Improving Normal Detection Confidence in Radiology CLIP with Simple Off-Diagonal Term Auto-AdjustmentMICCAI
   • 2025ARANet: Adaptive Resolution Attention Network for Precise MRI-based Segmentation and Quantification of Fetal Size and Amniotic Fluid VolumeJournal of Imaging Informatics in Medicine
9. POSTECH·AI for Science

   김원화, 류일우MIP Lab

   관련도관련 논문 6편비중 8%연구 분야에 명시
   • 2026Learning Robust Medical Image Segmentation under Mixed-Quality AnnotationMICCAI
   • 2026HiMix : Hierarchical Visual-Textual Mixing Network for Lesion SegmentationWACV
   • 2026Is Exchangeability better than I.I.D. to handle Data Distribution Shifts while Pooling Data for Data-scarce Medical image segmentation?MIDL
10. SNU·컴퓨터 비전

    전세영ICL

    관련도관련 논문 5편비중 7%연구 분야에 명시
    • 2026Patch-to-Global: Random Patch Diffusion for Globally Consistent Megapixel Artifact Inpainting in Whole Slide ImagesMICCAI
    • 2025Continual Multiple Instance Learning with Enhanced Localization for Histopathological Whole Slide Image AnalysisICCV
    • 2025Convergent Complex Quasi-Newton Proximal Methods for Gradient-Driven Denoisers in Compressed Sensing MRI ReconstructionIEEE TCI
11. KU·AI for Science

    감태의Medical AI Lab

    관련도관련 논문 6편비중 8%
    • 2026Tumor-Aware Direct Preference Optimization for Longitudinal Post-Operative MRI GenerationMICCAI
    • 2026Anatomy-Guided Abnormality Token Proposal for 3D CT Visual Question AnsweringIEEE SMC
    • 2025DART: Disease-aware Image-Text Alignment and Self-correcting Re-alignment for Trustworthy Radiology Report GenerationCVPR
12. Yonsei·컴퓨터 비전

    오유진OMAEL

    관련도관련 논문 3편비중 27%연구 분야에 명시
    • 2026Improving Factuality of 3D Brain MRI Report Generation with Paired Image-domain Retrieval and Text-domain AugmentationMICCAI
    • 2025Cascaded 3D Diffusion Models for Whole-body 3D 18-F FDG PET/CT synthesis from DemographicsMICCAI
    • 2025Distribution-aware Fairness Learning in Medical Image Segmentation From A Control-Theoretic PerspectiveICML
13. Yonsei·AI for Science

    김호진LESSON Lab

    관련도관련 논문 3편비중 10%연구 분야에 명시
    • 2025Validating clinical feasibility of MRCAT and deep learning‐based synthetic CT images for cervical cancer patientJournal 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 MRCATScientific Reports
    • 2023Acute coronary event (ACE) prediction following breast radiotherapy by features extracted from 3D CT, dose and cardiac structuresMedical Physics
14. SNU·머신러닝2026 업데이트 중

    강명주NCIA Lab

    관련도관련 논문 3편비중 8%연구 분야에 명시
    • 2025Efficient sparse-view medical image classification for low radiation and rapid COVID-19 diagnosisBiomedical Engineering Letters
    • 2024Towards long-tailed, multi-label disease classification from chest X-ray: Overview of the CXR-LT challengeMedical Image Analysis
    • 2023Enhancing Multi-Label Long-Tailed Classification on Chest X-Rays through ML-GCN AugmentationICCV
15. KU·머신러닝

    성준경BREIN Lab

    관련도관련 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 metastasisScientific Reports
    • 2026Distinct spatial patterns of perivascular spaces enlargement for multiple and Co-existing pathologies of cognitive impairmentThe Journal of Prevention of Alzheimer's Disease
    • 2025Occipital Enlarged Perivascular Spaces Associated with Cognitive Decline, Neurodegeneration and Tau Pathology in Aging and Alzheimer's DiseaseJournal of Cerebral Blood Flow and Metabolism
16. SNU·AI for Science

    차지욱Connectome Lab

    관련도관련 논문 4편비중 12%
    • 2025Polygenic architecture of brain structure and function, behaviors, and psychopathologies in childrenNature Communications
    • 2025NeuroMamba: A State-Space Foundation Model for Functional MRINeurIPS
    • 2025Polygenic scores for psychiatric traits mediate the impact of multigenerational history of depression on offspring psychopathologyMolecular Psychiatry
17. KAIST·머신러닝

    양은호MLI Lab

    관련도관련 논문 4편비중 5%
    • 2026Instruction-Guided Lesion Segmentation for Chest X-rays with Automatically Generated Large-Scale DatasetCVPR
    • 2025CXReasonBench: A Benchmark for Evaluating Structured Diagnostic Reasoning in Chest X-raysNeurIPS
    • 2024Data-Efficient Unsupervised Interpolation Without Any Intermediate Frame for 4D Medical ImagesCVPR
18. Yonsei·데이터 마이닝

    박상현DELAB

    관련도관련 논문 2편비중 4%
    • 2026Segment Anything Model Guided Dual-Mask Framework for Anatomically Faithful Medical Image TranslationScientific Reports
    • 2024Dual Stream Fusion U-Net Transformers for 3D Medical Image SegmentationBigComp
19. SNU·컴퓨터 비전

    이준석VIP Lab

    관련도관련 논문 2편비중 4%
    • 2026Channel-wise Latent Space Decorrelation for 3D Brain MRI GenerationMIUA
    • 2023Perspective Projection-Based 3D CT Reconstruction from Biplanar X-raysICASSP
20. SNU·컴퓨터 비전

    조남익ISPL

    관련도관련 논문 2편비중 3%
    • 20253D CT Slice Image-Based Algorithm for Non-Wet Defect Inspection in Solder JointsIEEE Access
    • 2024Enhancing Semiconductor X-RAY Images: A Framework Combining Denoising and Super-Resolution Modules With a Novel DatasetAPSIPA ASC
21. KAIST·컴퓨터 비전

    주재걸DAVIAN Lab

    관련도관련 논문 3편비중 2%
    • 2024Prediction of Treatment Response after Stereotactic Radiosurgery of Brain Metastasis using Deep Learning and Radiomics on Longitudinal MRI DataScientific Reports
    • 2023Perspective Projection-Based 3D CT Reconstruction from Biplanar X-raysICASSP
    • 2023Training Auxiliary Prototypical Classifiers for Explainable Anomaly Detection in Medical Image SegmentationWACV
22. SNU·머신러닝

    이정우CML Lab

    관련도관련 논문 2편비중 4%
    • 2025A Plug-In Curriculum Scheduler for Improved Deformable Medical Image RegistrationIEEE Access
    • 2023MRI Imputation based on Fused Index and Intensity RegistrationWACV
23. Yonsei·자연어처리·LLM

    여진영Language & AGI Lab

    관련도관련 논문 2편비중 4%
    • 2025Predicting Branch Retinal Vein Occlusion Development using Multimodal Deep Learning and Pre-onset Fundus Hemisection ImagesScientific Reports
    • 2023Natural Language Processing to Predict Isocitrate Dehydrogenase Genotype in Diffuse Glioma using MR Radiology ReportsEuropean Radiology
24. SNU·AI for Science

    이승근

    관련도관련 논문 1편비중 4%
    • 2026Channel-wise Latent Space Decorrelation for 3D Brain MRI GenerationMIUA
25. SNU·자연어처리·LLM

    도재영AIDAS Lab

    관련도관련 논문 1편비중 3%
    • 2026MI-CXR: A Benchmark for Longitudinal Reasoning over Multi-Interval Chest X-raysACL Findings
26. KU·컴퓨터 비전

    박경문VGI Lab

    관련도관련 논문 1편비중 2%
    • 2026Unsupervised Domain Adaptation for Medical Image Segmentation Using Adaptogen-PerturbationMedical Image Analysis
27. KAIST·컴퓨터 비전

    심현정CVML Lab

    관련도관련 논문 2편비중 4%
    • 2024Adapting Low-Dose CT Denoisers for Texture Preservation using Zero-Shot Local Noise-level MatchingMedical Physics
    • 2023Utilization of an Attentive Map to Preserve Anatomical Features for Training Convolutional Neural Network based Low-dose CT DenoiserMedical Physics
28. Yonsei·머신러닝

    조성배SCLAB

    관련도관련 논문 1편비중 1%
    • 2025A federated learning approach for classifying chest diseases from chest X-ray imagesBiomedical Signal Processing and Control
29. KU·머신러닝

    이성환PRML Lab

    관련도관련 논문 1편비중 1%
    • 2025Estimation of Stroke’s Motor Function Ability Using Multimodal Biomarkers and the Role of Contralesional Motor AreaBrain and Behavior
30. SNU·자연어처리·LLM

    유영재PI Lab

    관련도관련 논문 1편비중 1%
    • 2024How well do large language model-based chatbots perform in oral and maxillofacial radiology?DMFR
31. KU·머신러닝

    이창희AIX

    관련도관련 논문 1편비중 3%
    • 2024Deep Survival Analysis from Whole Slide Images: A Multiple Instance Learning ApproachICTC
32. Yonsei·데이터 마이닝

    장백철ANDLab

    관련도관련 논문 1편비중 3%
    • 2024FTT: fourier transform based transformer for brain CT report generationICAIIC
33. Yonsei·로보틱스

    최종은MLCS Lab

    관련도관련 논문 1편비중 5%
    • 2023Explainable deep learning-based clinical decision support engine for MRI-based automated diagnosis of temporomandibular joint anterior disk displacementComputer Methods and Programs in Biomedicine
34. SNU·컴퓨터 비전

    박재식Visual & Geometric Intelligence Lab

    관련도관련 논문 1편비중 2%
    • 2023Deep 3D Reconstruction of Synchrotron X-ray Computed Tomography for Intact LungsScientific Reports
35. SNU·AI 시스템

    안정호SCALable Computer Architecture Lab

    관련도관련 논문 1편비중 2%
    • 2023X-ray: Discovering DRAM Internal Structure and Error Characteristics by Issuing Memory CommandsIEEE Computer Architecture Letters
36. KAIST·자연어처리·LLM

    임경태MLP Lab

    관련도관련 논문 1편비중 3%
    • 2023Data Augmentation of X-ray Images for Automatic Cargo Inspection of Nuclear ItemsSensors
37. SNU·머신러닝

    윤성로AI Lab

    관련도관련 논문 1편비중 1%
    • 2023Robust End-to-End Focal Liver Lesion Detection using Unregistered Multiphase Computed Tomography ImagesIEEE Transactions on Emerging Topics in Computational Intelligence
38. SNU·컴퓨터 비전

    이경무, 한보형CV Lab

    관련도관련 논문 1편비중 1%
    • 2023Abnormality Detection in Chest X-Ray via Residual-Saliency From Normal GenerationIEEE Access
39. KAIST·컴퓨터 비전

    김현우MLV Lab

    관련도관련 논문 1편비중 1%
    • 2023Concept Bottleneck with Visual Concept Filtering for Explainable Medical Image ClassificationMICCAI

2026 논문이 아직 반영되지 않은 연구실은 결과에서 불리할 수 있어요.