| Segment Anything Model for Medical Image Segmentation: Current Applications and Future Directions | Jan 7, 2024 | BenchmarkingImage Segmentation | CodeCode Available | 5 |
| Diffusion Models for Medical Image Analysis: A Comprehensive Survey | Nov 14, 2022 | DenoisingMedical Image Analysis | CodeCode Available | 4 |
| Mamba-UNet: UNet-Like Pure Visual Mamba for Medical Image Segmentation | Feb 7, 2024 | Cardiac SegmentationComputational Efficiency | CodeCode Available | 4 |
| How to build the best medical image segmentation algorithm using foundation models: a comprehensive empirical study with Segment Anything Model | Apr 15, 2024 | DecoderImage Segmentation | CodeCode Available | 3 |
| VoCo: A Simple-yet-Effective Volume Contrastive Learning Framework for 3D Medical Image Analysis | Feb 27, 2024 | Contrastive LearningMedical Image Analysis | CodeCode Available | 3 |
| M3D: Advancing 3D Medical Image Analysis with Multi-Modal Large Language Models | Mar 31, 2024 | Image-text RetrievalLanguage Modeling | CodeCode Available | 3 |
| MedSegDiff-V2: Diffusion based Medical Image Segmentation with Transformer | Jan 19, 2023 | Image GenerationImage Segmentation | CodeCode Available | 3 |
| SA-Med2D-20M Dataset: Segment Anything in 2D Medical Imaging with 20 Million masks | Nov 20, 2023 | DiversityImage Segmentation | CodeCode Available | 3 |
| UNetFormer: A Unified Vision Transformer Model and Pre-Training Framework for 3D Medical Image Segmentation | Apr 1, 2022 | Brain Tumor SegmentationImage Segmentation | CodeCode Available | 3 |
| Computation-Efficient Era: A Comprehensive Survey of State Space Models in Medical Image Analysis | Jun 5, 2024 | MambaMedical Image Analysis | CodeCode Available | 3 |
| Large-Scale 3D Medical Image Pre-training with Geometric Context Priors | Oct 13, 2024 | Contrastive LearningMedical Image Analysis | CodeCode Available | 3 |
| Open-Source Skull Reconstruction with MONAI | Nov 25, 2022 | C++ codeDeep Learning | CodeCode Available | 3 |
| Anatomy-informed Data Augmentation for Enhanced Prostate Cancer Detection | Sep 7, 2023 | AnatomyData Augmentation | CodeCode Available | 3 |
| Swin-UMamba: Mamba-based UNet with ImageNet-based pretraining | Feb 5, 2024 | Image SegmentationMamba | CodeCode Available | 3 |
| EMCAD: Efficient Multi-scale Convolutional Attention Decoding for Medical Image Segmentation | May 11, 2024 | Computational EfficiencyDecoder | CodeCode Available | 3 |
| A Comprehensive Survey of Mamba Architectures for Medical Image Analysis: Classification, Segmentation, Restoration and Beyond | Oct 3, 2024 | MambaMedical Image Analysis | CodeCode Available | 2 |
| VoxelPrompt: A Vision-Language Agent for Grounded Medical Image Analysis | Oct 10, 2024 | Medical Image AnalysisQuestion Answering | CodeCode Available | 2 |
| Vision Mamba: A Comprehensive Survey and Taxonomy | May 7, 2024 | MambaMedical Image Analysis | CodeCode Available | 2 |
| SegVol: Universal and Interactive Volumetric Medical Image Segmentation | Nov 22, 2023 | Computed Tomography (CT)Image Segmentation | CodeCode Available | 2 |
| SF2Former: Amyotrophic Lateral Sclerosis Identification From Multi-center MRI Data Using Spatial and Frequency Fusion Transformer | Feb 21, 2023 | Deep LearningMedical Image Analysis | CodeCode Available | 2 |
| nnMamba: 3D Biomedical Image Segmentation, Classification and Landmark Detection with State Space Model | Feb 5, 2024 | 3D Medical Imaging SegmentationImage Segmentation | CodeCode Available | 2 |
| Rethinking Boundary Detection in Deep Learning-Based Medical Image Segmentation | May 6, 2025 | Boundary DetectionDecoder | CodeCode Available | 2 |
| MobileUNETR: A Lightweight End-To-End Hybrid Vision Transformer For Efficient Medical Image Segmentation | Sep 4, 2024 | Image SegmentationLesion Segmentation | CodeCode Available | 2 |
| Swin UNETR: Swin Transformers for Semantic Segmentation of Brain Tumors in MRI Images | Jan 4, 2022 | 3D Semantic SegmentationBrain Tumor Segmentation | CodeCode Available | 2 |
| CLIP in Medical Imaging: A Survey | Dec 12, 2023 | Medical Image AnalysisSurvey | CodeCode Available | 2 |
| vesselFM: A Foundation Model for Universal 3D Blood Vessel Segmentation | Nov 26, 2024 | Image SegmentationMedical Image Analysis | CodeCode Available | 2 |
| Revisiting Weak-to-Strong Consistency in Semi-Supervised Semantic Segmentation | Aug 21, 2022 | Medical Image AnalysisSemantic Segmentation | CodeCode Available | 2 |
| MedLSAM: Localize and Segment Anything Model for 3D CT Images | Jun 26, 2023 | Image SegmentationMedical Image Analysis | CodeCode Available | 2 |
| GSCo: Towards Generalizable AI in Medicine via Generalist-Specialist Collaboration | Apr 23, 2024 | Collaborative InferenceIn-Context Learning | CodeCode Available | 2 |
| MedMNIST Classification Decathlon: A Lightweight AutoML Benchmark for Medical Image Analysis | Oct 28, 2020 | AutoMLGeneral Classification | CodeCode Available | 2 |
| RWKV-UNet: Improving UNet with Long-Range Cooperation for Effective Medical Image Segmentation | Jan 14, 2025 | Computational EfficiencyImage Segmentation | CodeCode Available | 2 |
| mAIstro: an open-source multi-agentic system for automated end-to-end development of radiomics and deep learning models for medical imaging | Apr 30, 2025 | AI AgentClassification | CodeCode Available | 2 |
| Med3DVLM: An Efficient Vision-Language Model for 3D Medical Image Analysis | Mar 25, 2025 | Contrastive LearningImage-text Retrieval | CodeCode Available | 2 |
| FairDiff: Fair Segmentation with Point-Image Diffusion | Jul 8, 2024 | FairnessImage Generation | CodeCode Available | 2 |
| Exploring the Effect of Dataset Diversity in Self-Supervised Learning for Surgical Computer Vision | Jul 25, 2024 | DiversityMedical Image Analysis | CodeCode Available | 2 |
| Correlation-aware Coarse-to-fine MLPs for Deformable Medical Image Registration | May 31, 2024 | Deformable Medical Image RegistrationImage Registration | CodeCode Available | 2 |
| Implicit Neural Representation in Medical Imaging: A Comparative Survey | Jul 30, 2023 | Domain AdaptationImage Reconstruction | CodeCode Available | 2 |
| MambaMorph: a Mamba-based Framework for Medical MR-CT Deformable Registration | Jan 25, 2024 | Computed Tomography (CT)Image Registration | CodeCode Available | 2 |
| MedCLIP-SAMv2: Towards Universal Text-Driven Medical Image Segmentation | Sep 28, 2024 | Image SegmentationMedical Image Analysis | CodeCode Available | 2 |
| Advances in Medical Image Analysis with Vision Transformers: A Comprehensive Review | Jan 9, 2023 | Medical Image Analysis | CodeCode Available | 2 |
| MedFMC: A Real-world Dataset and Benchmark For Foundation Model Adaptation in Medical Image Classification | Jun 16, 2023 | Diabetic Retinopathy Gradingimage-classification | CodeCode Available | 2 |
| A Survey on Domain Generalization for Medical Image Analysis | Feb 7, 2024 | Domain GeneralizationMedical Image Analysis | CodeCode Available | 2 |
| MedM-VL: What Makes a Good Medical LVLM? | Apr 6, 2025 | Medical Image AnalysisQuestion Answering | CodeCode Available | 2 |
| MedCLIP-SAM: Bridging Text and Image Towards Universal Medical Image Segmentation | Mar 29, 2024 | Image SegmentationMedical Image Analysis | CodeCode Available | 2 |
| ConceptCLIP: Towards Trustworthy Medical AI via Concept-Enhanced Contrastive Langauge-Image Pre-training | Jan 26, 2025 | ArticlesConcept Alignment | CodeCode Available | 1 |
| A comprehensive survey on deep active learning in medical image analysis | Oct 22, 2023 | Active LearningInformativeness | CodeCode Available | 1 |
| ConTEXTual Net: A Multimodal Vision-Language Model for Segmentation of Pneumothorax | Mar 2, 2023 | DescriptiveImage Captioning | CodeCode Available | 1 |
| Comparing to Learn: Surpassing ImageNet Pretraining on Radiographs By Comparing Image Representations | Jul 15, 2020 | Medical 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 |
| CircleFormer: Circular Nuclei Detection in Whole Slide Images with Circle Queries and Attention | Aug 30, 2023 | DecoderMedical Image Analysis | CodeCode Available | 1 |
