| 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 |
