| Segment Anything Model for Medical Image Segmentation: Current Applications and Future Directions | Jan 7, 2024 | BenchmarkingImage Segmentation | CodeCode Available | 5 |
| Mamba-UNet: UNet-Like Pure Visual Mamba for Medical Image Segmentation | Feb 7, 2024 | Cardiac SegmentationComputational Efficiency | CodeCode Available | 4 |
| Diffusion Models for Medical Image Analysis: A Comprehensive Survey | Nov 14, 2022 | DenoisingMedical Image Analysis | CodeCode Available | 4 |
| Large-Scale 3D Medical Image Pre-training with Geometric Context Priors | Oct 13, 2024 | Contrastive LearningMedical Image Analysis | 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 |
| EMCAD: Efficient Multi-scale Convolutional Attention Decoding for Medical Image Segmentation | May 11, 2024 | Computational EfficiencyDecoder | CodeCode Available | 3 |
| 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 |
| M3D: Advancing 3D Medical Image Analysis with Multi-Modal Large Language Models | Mar 31, 2024 | Image-text RetrievalLanguage Modeling | 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 |
| Swin-UMamba: Mamba-based UNet with ImageNet-based pretraining | Feb 5, 2024 | Image SegmentationMamba | 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 |
| Anatomy-informed Data Augmentation for Enhanced Prostate Cancer Detection | Sep 7, 2023 | AnatomyData Augmentation | CodeCode Available | 3 |
| MedSegDiff-V2: Diffusion based Medical Image Segmentation with Transformer | Jan 19, 2023 | Image GenerationImage Segmentation | CodeCode Available | 3 |
| Open-Source Skull Reconstruction with MONAI | Nov 25, 2022 | C++ codeDeep Learning | 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 |
| Rethinking Boundary Detection in Deep Learning-Based Medical Image Segmentation | May 6, 2025 | Boundary DetectionDecoder | 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 |
| MedM-VL: What Makes a Good Medical LVLM? | Apr 6, 2025 | Medical Image AnalysisQuestion Answering | CodeCode Available | 2 |
| Med3DVLM: An Efficient Vision-Language Model for 3D Medical Image Analysis | Mar 25, 2025 | Contrastive LearningImage-text Retrieval | 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 |
| vesselFM: A Foundation Model for Universal 3D Blood Vessel Segmentation | Nov 26, 2024 | Image SegmentationMedical 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 |
| A Comprehensive Survey of Mamba Architectures for Medical Image Analysis: Classification, Segmentation, Restoration and Beyond | Oct 3, 2024 | MambaMedical Image Analysis | CodeCode Available | 2 |
| MedCLIP-SAMv2: Towards Universal Text-Driven Medical Image Segmentation | Sep 28, 2024 | Image SegmentationMedical Image Analysis | 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 |
