| 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 |
| Large-Scale 3D Medical Image Pre-training with Geometric Context Priors | Oct 13, 2024 | Contrastive LearningMedical Image Analysis | CodeCode Available | 3 |
| EMCAD: Efficient Multi-scale Convolutional Attention Decoding for Medical Image Segmentation | May 11, 2024 | Computational EfficiencyDecoder | 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 |
| SA-Med2D-20M Dataset: Segment Anything in 2D Medical Imaging with 20 Million masks | Nov 20, 2023 | DiversityImage Segmentation | CodeCode Available | 3 |
| Swin-UMamba: Mamba-based UNet with ImageNet-based pretraining | Feb 5, 2024 | Image SegmentationMamba | 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 |
| M3D: Advancing 3D Medical Image Analysis with Multi-Modal Large Language Models | Mar 31, 2024 | Image-text RetrievalLanguage Modeling | 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 |
| A Survey on Domain Generalization for Medical Image Analysis | Feb 7, 2024 | Domain GeneralizationMedical 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 |
| 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 |
| MedCLIP-SAM: Bridging Text and Image Towards Universal Medical Image Segmentation | Mar 29, 2024 | Image SegmentationMedical Image Analysis | CodeCode Available | 2 |
| Med3DVLM: An Efficient Vision-Language Model for 3D Medical Image Analysis | Mar 25, 2025 | Contrastive LearningImage-text Retrieval | CodeCode Available | 2 |
| MedCLIP-SAMv2: Towards Universal Text-Driven Medical Image Segmentation | Sep 28, 2024 | Image SegmentationMedical Image Analysis | CodeCode Available | 2 |
| MedLSAM: Localize and Segment Anything Model for 3D CT Images | Jun 26, 2023 | Image SegmentationMedical Image Analysis | 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 |
| Implicit Neural Representation in Medical Imaging: A Comparative Survey | Jul 30, 2023 | Domain AdaptationImage Reconstruction | CodeCode Available | 2 |
| FairDiff: Fair Segmentation with Point-Image Diffusion | Jul 8, 2024 | FairnessImage Generation | CodeCode Available | 2 |
