| Contrastive learning of global and local features for medical image segmentation with limited annotations | Jun 18, 2020 | Contrastive LearningData Augmentation | CodeCode Available | 1 | 5 |
| CENet: Context Enhancement Network for Medical Image Segmentation | May 23, 2025 | DecoderImage Segmentation | CodeCode Available | 1 | 5 |
| ConceptCLIP: Towards Trustworthy Medical AI via Concept-Enhanced Contrastive Langauge-Image Pre-training | Jan 26, 2025 | ArticlesConcept Alignment | CodeCode Available | 1 | 5 |
| A Systematic Benchmarking Analysis of Transfer Learning for Medical Image Analysis | Aug 12, 2021 | BenchmarkingMedical Image Analysis | CodeCode Available | 1 | 5 |
| A Systematic Collection of Medical Image Datasets for Deep Learning | Jun 24, 2021 | Deep LearningMedical Image Analysis | CodeCode Available | 1 | 5 |
| Adapting Pre-trained Vision Transformers from 2D to 3D through Weight Inflation Improves Medical Image Segmentation | Feb 8, 2023 | Image SegmentationMedical Image Analysis | CodeCode Available | 1 | 5 |
| ConTEXTual Net: A Multimodal Vision-Language Model for Segmentation of Pneumothorax | Mar 2, 2023 | DescriptiveImage Captioning | CodeCode Available | 1 | 5 |
| Continual Self-supervised Learning: Towards Universal Multi-modal Medical Data Representation Learning | Nov 29, 2023 | Continual LearningContinual Self-Supervised Learning | CodeCode Available | 1 | 5 |
| CheXplaining in Style: Counterfactual Explanations for Chest X-rays using StyleGAN | Jul 15, 2022 | counterfactualMedical Image Analysis | CodeCode Available | 1 | 5 |
| FluoroSAM: A Language-aligned Foundation Model for X-ray Image Segmentation | Mar 12, 2024 | DiagnosticImage Segmentation | CodeCode Available | 1 | 5 |
| Latent Diffusion Autoencoders: Toward Efficient and Meaningful Unsupervised Representation Learning in Medical Imaging | Apr 11, 2025 | AttributeComputational Efficiency | CodeCode Available | 1 | 5 |
| COVID-19-CT-CXR: a freely accessible and weakly labeled chest X-ray and CT image collection on COVID-19 from biomedical literature | Jun 11, 2020 | Anomaly DetectionArticles | CodeCode Available | 1 | 5 |
| Learning Deformable Registration of Medical Images with Anatomical Constraints | Jan 20, 2020 | AnatomyImage Registration | CodeCode Available | 1 | 5 |
| Learning Diffeomorphism for Image Registration with Time-Continuous Networks using Semigroup Regularization | May 29, 2024 | Image RegistrationMedical Image Analysis | CodeCode Available | 1 | 5 |
| Learning Site-specific Styles for Multi-institutional Unsupervised Cross-modality Domain Adaptation | Nov 21, 2023 | Domain AdaptationMedical Image Analysis | CodeCode Available | 1 | 5 |
| Augmenting Chest X-ray Datasets with Non-Expert Annotations | Sep 5, 2023 | DiagnosticMedical Image Analysis | CodeCode Available | 1 | 5 |
| FIBA: Frequency-Injection based Backdoor Attack in Medical Image Analysis | Dec 2, 2021 | Artifact DetectionBackdoor Attack | CodeCode Available | 1 | 5 |
| Follow My Eye: Using Gaze to Supervise Computer-Aided Diagnosis | Apr 6, 2022 | Medical Image Analysis | CodeCode Available | 1 | 5 |
| Adaptive Latent Diffusion Model for 3D Medical Image to Image Translation: Multi-modal Magnetic Resonance Imaging Study | Nov 1, 2023 | Image GenerationImage-to-Image Translation | CodeCode Available | 1 | 5 |
| Autoencoders for Unsupervised Anomaly Segmentation in Brain MR Images: A Comparative Study | Apr 7, 2020 | AnatomyAnomaly Detection | CodeCode Available | 1 | 5 |
| Foreground-Background Separation through Concept Distillation from Generative Image Foundation Models | Jan 1, 2023 | Conditional Image GenerationImage Generation | CodeCode Available | 1 | 5 |
| Federated Multi-organ Segmentation with Inconsistent Labels | Jun 14, 2022 | DecoderFederated Learning | CodeCode Available | 1 | 5 |
| Unified Focal loss: Generalising Dice and cross entropy-based losses to handle class imbalanced medical image segmentation | Feb 8, 2021 | Image SegmentationMedical Image Analysis | CodeCode Available | 1 | 5 |
| Automated Chest CT Image Segmentation of COVID-19 Lung Infection based on 3D U-Net | Jun 24, 2020 | Data AugmentationImage Segmentation | CodeCode Available | 1 | 5 |
| Federated Modality-specific Encoders and Multimodal Anchors for Personalized Brain Tumor Segmentation | Mar 18, 2024 | Brain Tumor SegmentationFederated Learning | CodeCode Available | 1 | 5 |
| Automated Learning for Deformable Medical Image Registration by Jointly Optimizing Network Architectures and Objective Functions | Mar 14, 2022 | Deformable Medical Image RegistrationImage Registration | CodeCode Available | 1 | 5 |
| Deep Generative Classification of Blood Cell Morphology | Aug 16, 2024 | Anomaly DetectionClassification | CodeCode Available | 1 | 5 |
| Deep Learning Based Brain Tumor Segmentation: A Survey | Jul 18, 2020 | Brain Tumor SegmentationDeep Learning | CodeCode Available | 1 | 5 |
| FetMRQC: Automated Quality Control for fetal brain MRI | Apr 12, 2023 | Image Quality AssessmentMedical Image Analysis | CodeCode Available | 1 | 5 |
| Automatic Foot Ulcer Segmentation Using an Ensemble of Convolutional Neural Networks | Sep 3, 2021 | DecoderImage Segmentation | CodeCode Available | 1 | 5 |
| CircleFormer: Circular Nuclei Detection in Whole Slide Images with Circle Queries and Attention | Aug 30, 2023 | DecoderMedical Image Analysis | CodeCode Available | 1 | 5 |
| Deep learning based registration using spatial gradients and noisy segmentation labels | Oct 21, 2020 | Image RegistrationMedical Image Analysis | CodeCode Available | 1 | 5 |
| CASS: Cross Architectural Self-Supervision for Medical Image Analysis | Jun 8, 2022 | ClassificationMedical Image Analysis | CodeCode Available | 1 | 5 |
| FastSAM-3DSlicer: A 3D-Slicer Extension for 3D Volumetric Segment Anything Model with Uncertainty Quantification | Jul 17, 2024 | CPUDomain Adaptation | CodeCode Available | 1 | 5 |
| MedFILIP: Medical Fine-grained Language-Image Pre-training | Jan 18, 2025 | Contrastive LearningDiagnostic | CodeCode Available | 1 | 5 |
| Few Shot Medical Image Segmentation with Cross Attention Transformer | Mar 24, 2023 | Few-Shot LearningImage Segmentation | CodeCode Available | 1 | 5 |
| Generalizable Medical Image Segmentation via Random Amplitude Mixup and Domain-Specific Image Restoration | Aug 8, 2022 | Image RestorationImage Segmentation | CodeCode Available | 1 | 5 |
| Medical Image Registration Meets Vision Foundation Model: Prototype Learning and Contour Awareness | Feb 17, 2025 | Image RegistrationMedical Image Analysis | CodeCode Available | 1 | 5 |
| Brain Imaging Generation with Latent Diffusion Models | Sep 15, 2022 | Medical Image Analysis | CodeCode Available | 1 | 5 |
| Deform-GAN:An Unsupervised Learning Model for Deformable Registration | Feb 26, 2020 | Medical Image Analysis | CodeCode Available | 1 | 5 |
| Anatomical Invariance Modeling and Semantic Alignment for Self-supervised Learning in 3D Medical Image Analysis | Feb 11, 2023 | Contrastive LearningImage Segmentation | CodeCode Available | 1 | 5 |
| Bayesian Optimization Meets Self-Distillation | Apr 25, 2023 | Bayesian Optimizationimage-classification | CodeCode Available | 1 | 5 |
| DINOv2 based Self Supervised Learning For Few Shot Medical Image Segmentation | Mar 5, 2024 | Image SegmentationMedical Image Analysis | CodeCode Available | 1 | 5 |
| Dive into Self-Supervised Learning for Medical Image Analysis: Data, Models and Tasks | Sep 25, 2022 | Medical Image AnalysisSelf-Supervised Learning | CodeCode Available | 1 | 5 |
| MICA: Towards Explainable Skin Lesion Diagnosis via Multi-Level Image-Concept Alignment | Jan 16, 2024 | Concept AlignmentExplainable artificial intelligence | CodeCode Available | 1 | 5 |
| 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 | 5 |
| Boundary loss for highly unbalanced segmentation | Dec 17, 2018 | Brain Lesion Segmentation From MriIschemic Stroke Lesion Segmentation | CodeCode Available | 1 | 5 |
| FairTune: Optimizing Parameter Efficient Fine Tuning for Fairness in Medical Image Analysis | Oct 8, 2023 | FairnessMedical Diagnosis | CodeCode Available | 1 | 5 |
| DiRA: Discriminative, Restorative, and Adversarial Learning for Self-supervised Medical Image Analysis | Apr 21, 2022 | Medical Image AnalysisRepresentation Learning | CodeCode Available | 1 | 5 |
| Boundary-assisted Region Proposal Networks for Nucleus Segmentation | Jun 4, 2020 | Boundary DetectionInstance Segmentation | CodeCode Available | 1 | 5 |
