| STPNet: Scale-aware Text Prompt Network for Medical Image Segmentation | Apr 2, 2025 | Image SegmentationLanguage Modeling | CodeCode Available | 1 |
| Efficient Self-Supervised Adaptation for Medical Image Analysis | Mar 24, 2025 | GPUMedical Image Analysis | CodeCode Available | 1 |
| Automatic quality control in multi-centric fetal brain MRI super-resolution reconstruction | Mar 13, 2025 | Medical Image AnalysisSuper-Resolution | CodeCode Available | 1 |
| Interactive Medical Image Analysis with Concept-based Similarity Reasoning | Mar 10, 2025 | Medical Image Analysis | CodeCode Available | 1 |
| H3DE-Net: Efficient and Accurate 3D Landmark Detection in Medical Imaging | Feb 20, 2025 | Computational EfficiencyMedical Image Analysis | CodeCode Available | 1 |
| MedFuncta: Modality-Agnostic Representations Based on Efficient Neural Fields | Feb 20, 2025 | Medical Image AnalysisMeta-Learning | CodeCode Available | 1 |
| Medical Image Registration Meets Vision Foundation Model: Prototype Learning and Contour Awareness | Feb 17, 2025 | Image RegistrationMedical Image Analysis | CodeCode Available | 1 |
| QMaxViT-Unet+: A Query-Based MaxViT-Unet with Edge Enhancement for Scribble-Supervised Segmentation of Medical Images | Feb 14, 2025 | DecoderImage Segmentation | CodeCode Available | 1 |
| SegX: Improving Interpretability of Clinical Image Diagnosis with Segmentation-based Enhancement | Feb 14, 2025 | Decision MakingMedical Image Analysis | CodeCode Available | 1 |
| ConceptCLIP: Towards Trustworthy Medical AI via Concept-Enhanced Contrastive Langauge-Image Pre-training | Jan 26, 2025 | ArticlesConcept Alignment | CodeCode Available | 1 |
| Unraveling Normal Anatomy via Fluid-Driven Anomaly Randomization | Jan 23, 2025 | AnatomyAnomaly Detection | CodeCode Available | 1 |
| MedFILIP: Medical Fine-grained Language-Image Pre-training | Jan 18, 2025 | Contrastive LearningDiagnostic | CodeCode Available | 1 |
| Fréchet Radiomic Distance (FRD): A Versatile Metric for Comparing Medical Imaging Datasets | Dec 2, 2024 | Computational EfficiencyImage Generation | CodeCode Available | 1 |
| Medical Slice Transformer: Improved Diagnosis and Explainability on 3D Medical Images with DINOv2 | Nov 24, 2024 | ClassificationDiagnostic | CodeCode Available | 1 |
| UTSRMorph: A Unified Transformer and Superresolution Network for Unsupervised Medical Image Registration | Oct 27, 2024 | DecoderImage Registration | CodeCode Available | 1 |
| STA-Unet: Rethink the semantic redundant for Medical Imaging Segmentation | Oct 13, 2024 | Medical Image AnalysisMedical Image Segmentation | CodeCode Available | 1 |
| FACMIC: Federated Adaptative CLIP Model for Medical Image Classification | Oct 8, 2024 | Domain AdaptationFederated Learning | CodeCode Available | 1 |
| MONICA: Benchmarking on Long-tailed Medical Image Classification | Oct 2, 2024 | BenchmarkingClassification | CodeCode Available | 1 |
| Structure-Aware Single-Source Generalization with Pixel-Level Disentanglement for Joint Optic Disc and Cup Segmentation | Sep 10, 2024 | DisentanglementDomain Generalization | CodeCode Available | 1 |
| Aligning Medical Images with General Knowledge from Large Language Models | Aug 31, 2024 | General KnowledgeMedical Image Analysis | CodeCode Available | 1 |
| Evaluating Reliability in Medical DNNs: A Critical Analysis of Feature and Confidence-Based OOD Detection | Aug 30, 2024 | counterfactualMedical Image Analysis | CodeCode Available | 1 |
| PromptSmooth: Certifying Robustness of Medical Vision-Language Models via Prompt Learning | Aug 29, 2024 | Medical Image AnalysisPrompt Learning | CodeCode Available | 1 |
| Deep Generative Classification of Blood Cell Morphology | Aug 16, 2024 | Anomaly DetectionClassification | CodeCode Available | 1 |
| Yucca: A Deep Learning Framework For Medical Image Analysis | Jul 29, 2024 | Deep LearningHippocampus | CodeCode Available | 1 |
| FastSAM-3DSlicer: A 3D-Slicer Extension for 3D Volumetric Segment Anything Model with Uncertainty Quantification | Jul 17, 2024 | CPUDomain Adaptation | CodeCode Available | 1 |
| MoSt-DSA: Modeling Motion and Structural Interactions for Direct Multi-Frame Interpolation in DSA Images | Jul 9, 2024 | Medical Image AnalysisSSIM | CodeCode Available | 1 |
| Embedded Prompt Tuning: Towards Enhanced Calibration of Pretrained Models for Medical Images | Jul 1, 2024 | Cross-Domain Few-Shotimage-classification | CodeCode Available | 1 |
| Evidential Concept Embedding Models: Towards Reliable Concept Explanations for Skin Disease Diagnosis | Jun 27, 2024 | Decision MakingMedical Image Analysis | CodeCode Available | 1 |
| ImageFlowNet: Forecasting Multiscale Image-Level Trajectories of Disease Progression with Irregularly-Sampled Longitudinal Medical Images | Jun 20, 2024 | Decision MakingMedical Image Analysis | CodeCode Available | 1 |
| XctDiff: Reconstruction of CT Images with Consistent Anatomical Structures from a Single Radiographic Projection Image | Jun 7, 2024 | CT ReconstructionMedical Image Analysis | CodeCode Available | 1 |
| Learning Diffeomorphism for Image Registration with Time-Continuous Networks using Semigroup Regularization | May 29, 2024 | Image RegistrationMedical Image Analysis | CodeCode Available | 1 |
| Key Patches Are All You Need: A Multiple Instance Learning Framework For Robust Medical Diagnosis | May 2, 2024 | AllDiagnostic | CodeCode Available | 1 |
| Semi-Supervised Learning for Deep Causal Generative Models | Mar 27, 2024 | Causal Inferencecounterfactual | CodeCode Available | 1 |
| Federated Modality-specific Encoders and Multimodal Anchors for Personalized Brain Tumor Segmentation | Mar 18, 2024 | Brain Tumor SegmentationFederated Learning | CodeCode Available | 1 |
| CoReEcho: Continuous Representation Learning for 2D+time Echocardiography Analysis | Mar 15, 2024 | Medical Image AnalysisRepresentation Learning | CodeCode Available | 1 |
| FluoroSAM: A Language-aligned Foundation Model for X-ray Image Segmentation | Mar 12, 2024 | DiagnosticImage Segmentation | CodeCode Available | 1 |
| DINOv2 based Self Supervised Learning For Few Shot Medical Image Segmentation | Mar 5, 2024 | Image SegmentationMedical Image Analysis | CodeCode Available | 1 |
| MedContext: Learning Contextual Cues for Efficient Volumetric Medical Segmentation | Feb 27, 2024 | Medical Image AnalysisSegmentation | CodeCode Available | 1 |
| MICA: Towards Explainable Skin Lesion Diagnosis via Multi-Level Image-Concept Alignment | Jan 16, 2024 | Concept AlignmentExplainable artificial intelligence | CodeCode Available | 1 |
| Detection and Classification of Diabetic Retinopathy using Deep Learning Algorithms for Segmentation to Facilitate Referral Recommendation for Test and Treatment Prediction | Jan 5, 2024 | Data AugmentationDiagnostic | CodeCode Available | 1 |
| Prompt-driven Latent Domain Generalization for Medical Image Classification | Jan 5, 2024 | Domain Generalizationimage-classification | CodeCode Available | 1 |
| Building Universal Foundation Models for Medical Image Analysis with Spatially Adaptive Networks | Dec 12, 2023 | image-classificationImage Classification | CodeCode Available | 1 |
| ZePT: Zero-Shot Pan-Tumor Segmentation via Query-Disentangling and Self-Prompting | Dec 7, 2023 | Medical Image AnalysisOrgan Segmentation | CodeCode Available | 1 |
| Think Twice Before Selection: Federated Evidential Active Learning for Medical Image Analysis with Domain Shifts | Dec 5, 2023 | Active LearningDiversity | CodeCode Available | 1 |
| Evaluating General Purpose Vision Foundation Models for Medical Image Analysis: An Experimental Study of DINOv2 on Radiology Benchmarks | Dec 4, 2023 | Few-Shot LearningMedical Image Analysis | CodeCode Available | 1 |
| Learning Anatomically Consistent Embedding for Chest Radiography | Dec 1, 2023 | AnatomyMedical Image Analysis | CodeCode Available | 1 |
| Continual Self-supervised Learning: Towards Universal Multi-modal Medical Data Representation Learning | Nov 29, 2023 | Continual LearningContinual Self-Supervised Learning | CodeCode Available | 1 |
| PHG-Net: Persistent Homology Guided Medical Image Classification | Nov 28, 2023 | Classificationimage-classification | CodeCode Available | 1 |
| UAE: Universal Anatomical Embedding on Multi-modality Medical Images | Nov 25, 2023 | Medical Image AnalysisSelf-Supervised Learning | CodeCode Available | 1 |
| SAME++: A Self-supervised Anatomical eMbeddings Enhanced medical image registration framework using stable sampling and regularized transformation | Nov 25, 2023 | Image RegistrationMedical Image Analysis | CodeCode Available | 1 |