| STPNet: Scale-aware Text Prompt Network for Medical Image Segmentation | Apr 2, 2025 | Image SegmentationLanguage Modeling | CodeCode Available | 1 |
| DBF-UNet: A Two-Stage Framework for Carotid Artery Segmentation with Pseudo-Label Generation | Apr 1, 2025 | Medical Image AnalysisPseudo Label | CodeCode Available | 0 |
| WaveFormer: A 3D Transformer with Wavelet-Driven Feature Representation for Efficient Medical Image Segmentation | Mar 31, 2025 | Image SegmentationMedical Image Analysis | —Unverified | 0 |
| EchoFlow: A Foundation Model for Cardiac Ultrasound Image and Video Generation | Mar 28, 2025 | Medical Image AnalysisPrivacy Preserving | —Unverified | 0 |
| iMedImage Technical Report | Mar 27, 2025 | Anomaly DetectionDiagnostic | —Unverified | 0 |
| SeLIP: Similarity Enhanced Contrastive Language Image Pretraining for Multi-modal Head MRI | Mar 25, 2025 | Contrastive LearningImage Segmentation | —Unverified | 0 |
| Med3DVLM: An Efficient Vision-Language Model for 3D Medical Image Analysis | Mar 25, 2025 | Contrastive LearningImage-text Retrieval | CodeCode Available | 2 |
| Efficient Self-Supervised Adaptation for Medical Image Analysis | Mar 24, 2025 | GPUMedical Image Analysis | CodeCode Available | 1 |
| UMIT: Unifying Medical Imaging Tasks via Vision-Language Models | Mar 20, 2025 | DiagnosticMedical Image Analysis | CodeCode Available | 0 |
| DCAT: Dual Cross-Attention Fusion for Disease Classification in Radiological Images with Uncertainty Estimation | Mar 14, 2025 | Diagnosticimage-classification | —Unverified | 0 |
| Automatic quality control in multi-centric fetal brain MRI super-resolution reconstruction | Mar 13, 2025 | Medical Image AnalysisSuper-Resolution | CodeCode Available | 1 |
| Fine-tuning Vision Language Models with Graph-based Knowledge for Explainable Medical Image Analysis | Mar 12, 2025 | DiagnosticGraph Neural Network | —Unverified | 0 |
| QuickDraw: Fast Visualization, Analysis and Active Learning for Medical Image Segmentation | Mar 12, 2025 | Active LearningImage Segmentation | CodeCode Available | 0 |
| Deep Perceptual Enhancement for Medical Image Analysis | Mar 11, 2025 | DenoisingImage Enhancement | CodeCode Available | 0 |
| Interactive Medical Image Analysis with Concept-based Similarity Reasoning | Mar 10, 2025 | Medical Image Analysis | CodeCode Available | 1 |
| Synthetic Lung X-ray Generation through Cross-Attention and Affinity Transformation | Mar 10, 2025 | Image GenerationMedical Image Analysis | —Unverified | 0 |
| Improving cognitive diagnostics in pathology: a deep learning approach for augmenting perceptional understanding of histopathology images | Mar 10, 2025 | DiagnosticImage Captioning | —Unverified | 0 |
| Keeping Representation Similarity in Finetuning for Medical Image Analysis | Mar 10, 2025 | image-classificationImage Classification | —Unverified | 0 |
| FMT:A Multimodal Pneumonia Detection Model Based on Stacking MOE Framework | Mar 7, 2025 | DiagnosticMedical Image Analysis | —Unverified | 0 |
| Partially Supervised Unpaired Multi-Modal Learning for Label-Efficient Medical Image Segmentation | Mar 7, 2025 | Image SegmentationMedical Image Analysis | —Unverified | 0 |
| SAS: Segment Anything Small for Ultrasound -- A Non-Generative Data Augmentation Technique for Robust Deep Learning in Ultrasound Imaging | Mar 7, 2025 | AnatomyData Augmentation | —Unverified | 0 |
| State-of-the-Art Stroke Lesion Segmentation at 1/1000th of Parameters | Mar 7, 2025 | ARCDecoder | —Unverified | 0 |
| FunBench: Benchmarking Fundus Reading Skills of MLLMs | Mar 2, 2025 | AnatomyBenchmarking | —Unverified | 0 |
| An Integrated Deep Learning Framework Leveraging NASNet and Vision Transformer with MixProcessing for Accurate and Precise Diagnosis of Lung Diseases | Feb 27, 2025 | DiagnosticMedical Image Analysis | —Unverified | 0 |
| A Residual Multi-task Network for Joint Classification and Regression in Medical Imaging | Feb 27, 2025 | image-classificationImage Classification | —Unverified | 0 |
| RURANET++: An Unsupervised Learning Method for Diabetic Macular Edema Based on SCSE Attention Mechanisms and Dynamic Multi-Projection Head Clustering | Feb 27, 2025 | ClusteringComputational Efficiency | —Unverified | 0 |
| Deep learning and classical computer vision techniques in medical image analysis: Case studies on brain MRI tissue segmentation, lung CT COPD registration, and skin lesion classification | Feb 26, 2025 | Image RegistrationLesion Classification | —Unverified | 0 |
| MedVLM-R1: Incentivizing Medical Reasoning Capability of Vision-Language Models (VLMs) via Reinforcement Learning | Feb 26, 2025 | Domain GeneralizationMedical Image Analysis | —Unverified | 0 |
| MedKAN: An Advanced Kolmogorov-Arnold Network for Medical Image Classification | Feb 25, 2025 | image-classificationImage Classification | —Unverified | 0 |
| TagGAN: A Generative Model for Data Tagging | Feb 25, 2025 | DiagnosticMedical Image Analysis | —Unverified | 0 |
| Fair Foundation Models for Medical Image Analysis: Challenges and Perspectives | Feb 24, 2025 | FairnessMedical Image Analysis | —Unverified | 0 |
| Applications of Large Models in Medicine | Feb 24, 2025 | DiagnosticDisease Prediction | —Unverified | 0 |
| GS-TransUNet: Integrated 2D Gaussian Splatting and Transformer UNet for Accurate Skin Lesion Analysis | Feb 23, 2025 | ClassificationDiagnostic | CodeCode Available | 0 |
| A Knowledge Distillation-Based Approach to Enhance Transparency of Classifier Models | Feb 21, 2025 | Decision MakingKnowledge Distillation | CodeCode Available | 0 |
| H3DE-Net: Efficient and Accurate 3D Landmark Detection in Medical Imaging | Feb 20, 2025 | Computational EfficiencyMedical Image Analysis | CodeCode Available | 1 |
| Vision Foundation Models in Medical Image Analysis: Advances and Challenges | Feb 20, 2025 | Domain AdaptationFederated Learning | —Unverified | 0 |
| MedFuncta: Modality-Agnostic Representations Based on Efficient Neural Fields | Feb 20, 2025 | Medical Image AnalysisMeta-Learning | CodeCode Available | 1 |
| UNGT: Ultrasound Nasogastric Tube Dataset for Medical Image Analysis | Feb 19, 2025 | Medical Image Analysis | CodeCode Available | 0 |
| Enhancing Chest X-ray Classification through Knowledge Injection in Cross-Modality Learning | Feb 19, 2025 | Caption GenerationClassification | —Unverified | 0 |
| MobileViM: A Light-weight and Dimension-independent Vision Mamba for 3D Medical Image Analysis | Feb 19, 2025 | DiagnosticMamba | CodeCode Available | 0 |
| Medical Image Registration Meets Vision Foundation Model: Prototype Learning and Contour Awareness | Feb 17, 2025 | Image RegistrationMedical Image Analysis | CodeCode Available | 1 |
| Optimizing CNN Architectures for Advanced Thoracic Disease Classification | Feb 15, 2025 | Binary ClassificationClassification | —Unverified | 0 |
| SegX: Improving Interpretability of Clinical Image Diagnosis with Segmentation-based Enhancement | Feb 14, 2025 | Decision MakingMedical 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 |
| ActiveSSF: An Active-Learning-Guided Self-Supervised Framework for Long-Tailed Megakaryocyte Classification | Feb 12, 2025 | Active LearningClustering | —Unverified | 0 |
| The Devil is in the Prompts: De-Identification Traces Enhance Memorization Risks in Synthetic Chest X-Ray Generation | Feb 11, 2025 | BenchmarkingDe-identification | CodeCode Available | 0 |
| Synthetic Poisoning Attacks: The Impact of Poisoned MRI Image on U-Net Brain Tumor Segmentation | Feb 6, 2025 | Brain Tumor SegmentationData Augmentation | —Unverified | 0 |
| MORPH-LER: Log-Euclidean Regularization for Population-Aware Image Registration | Feb 4, 2025 | Image RegistrationMedical Image Analysis | CodeCode Available | 0 |
| Extending SEEDS to a Supervoxel Algorithm for Medical Image Analysis | Feb 4, 2025 | Medical Image AnalysisSegmentation | CodeCode Available | 0 |
| Distribution-aware Fairness Learning in Medical Image Segmentation From A Control-Theoretic Perspective | Feb 2, 2025 | FairnessImage Segmentation | CodeCode Available | 0 |