| Exploring the Effect of Dataset Diversity in Self-Supervised Learning for Surgical Computer Vision | Jul 25, 2024 | DiversityMedical Image Analysis | CodeCode Available | 2 |
| FairDiff: Fair Segmentation with Point-Image Diffusion | Jul 8, 2024 | FairnessImage Generation | 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 |
| Vision Mamba: A Comprehensive Survey and Taxonomy | May 7, 2024 | MambaMedical 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 |
| MedCLIP-SAM: Bridging Text and Image Towards Universal Medical Image Segmentation | Mar 29, 2024 | Image SegmentationMedical Image Analysis | CodeCode Available | 2 |
| A Survey on Domain Generalization for Medical Image Analysis | Feb 7, 2024 | Domain GeneralizationMedical 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 |
| MambaMorph: a Mamba-based Framework for Medical MR-CT Deformable Registration | Jan 25, 2024 | Computed Tomography (CT)Image Registration | CodeCode Available | 2 |
| CLIP in Medical Imaging: A Survey | Dec 12, 2023 | Medical Image AnalysisSurvey | CodeCode Available | 2 |
| SegVol: Universal and Interactive Volumetric Medical Image Segmentation | Nov 22, 2023 | Computed Tomography (CT)Image Segmentation | CodeCode Available | 2 |
| Implicit Neural Representation in Medical Imaging: A Comparative Survey | Jul 30, 2023 | Domain AdaptationImage Reconstruction | CodeCode Available | 2 |
| MedLSAM: Localize and Segment Anything Model for 3D CT Images | Jun 26, 2023 | Image SegmentationMedical 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 |
| 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 |
| Advances in Medical Image Analysis with Vision Transformers: A Comprehensive Review | Jan 9, 2023 | Medical 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 |
| Swin UNETR: Swin Transformers for Semantic Segmentation of Brain Tumors in MRI Images | Jan 4, 2022 | 3D Semantic SegmentationBrain Tumor Segmentation | CodeCode Available | 2 |
| MedMNIST Classification Decathlon: A Lightweight AutoML Benchmark for Medical Image Analysis | Oct 28, 2020 | AutoMLGeneral Classification | CodeCode Available | 2 |
| Taming Vision-Language Models for Medical Image Analysis: A Comprehensive Review | Jun 23, 2025 | Medical Image AnalysisPrompt Learning | CodeCode Available | 1 |
| DrVD-Bench: Do Vision-Language Models Reason Like Human Doctors in Medical Image Diagnosis? | May 30, 2025 | DiagnosticMedical Image Analysis | CodeCode Available | 1 |
| CENet: Context Enhancement Network for Medical Image Segmentation | May 23, 2025 | DecoderImage Segmentation | CodeCode Available | 1 |
| MIPHEI-ViT: Multiplex Immunofluorescence Prediction from H&E Images using ViT Foundation Models | May 15, 2025 | Image-to-Image TranslationMedical Image Analysis | CodeCode Available | 1 |
| SilVar-Med: A Speech-Driven Visual Language Model for Explainable Abnormality Detection in Medical Imaging | Apr 14, 2025 | Anomaly DetectionDiagnostic | CodeCode Available | 1 |
| Latent Diffusion Autoencoders: Toward Efficient and Meaningful Unsupervised Representation Learning in Medical Imaging | Apr 11, 2025 | AttributeComputational Efficiency | CodeCode Available | 1 |
