| CheXplaining in Style: Counterfactual Explanations for Chest X-rays using StyleGAN | Jul 15, 2022 | counterfactualMedical Image Analysis | 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 |
| Integrating Spatial Configuration into Heatmap Regression Based CNNs for Landmark Localization | Aug 2, 2019 | Medical Image Analysisregression | 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 |
| Contrastive learning of global and local features for medical image segmentation with limited annotations | Jun 18, 2020 | Contrastive LearningData Augmentation | 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 |
| FluoroSAM: A Language-aligned Foundation Model for X-ray Image Segmentation | Mar 12, 2024 | DiagnosticImage Segmentation | 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 |
| FIBA: Frequency-Injection based Backdoor Attack in Medical Image Analysis | Dec 2, 2021 | Artifact DetectionBackdoor Attack | 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 |
| 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 |
| Follow My Eye: Using Gaze to Supervise Computer-Aided Diagnosis | Apr 6, 2022 | Medical Image Analysis | CodeCode Available | 1 | 5 |
| CTSpine1K: A Large-Scale Dataset for Spinal Vertebrae Segmentation in Computed Tomography | May 31, 2021 | Computed Tomography (CT)Image Super-Resolution | 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 |
| Federated Modality-specific Encoders and Multimodal Anchors for Personalized Brain Tumor Segmentation | Mar 18, 2024 | Brain Tumor SegmentationFederated Learning | 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 |
| FetMRQC: Automated Quality Control for fetal brain MRI | Apr 12, 2023 | Image Quality AssessmentMedical Image Analysis | 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 Brain Tumor Segmentation: A Survey | Jul 18, 2020 | Brain Tumor SegmentationDeep Learning | CodeCode Available | 1 | 5 |
| Deep Learning-Based Concurrent Brain Registration and Tumor Segmentation | Mar 20, 2020 | Brain Tumor SegmentationDeep Learning | CodeCode Available | 1 | 5 |
| CASS: Cross Architectural Self-Supervision for Medical Image Analysis | Jun 8, 2022 | ClassificationMedical 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 |
| An Active Contour Model Using Matched Filter and Hessian Matrix for Retinal Vessels Segmentation | Jan 27, 2022 | DiagnosticImage Segmentation | CodeCode Available | 1 | 5 |
| Deep learning for photoacoustic imaging: a survey | Aug 10, 2020 | BIG-bench Machine LearningDeep Learning | 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 |
| MedContext: Learning Contextual Cues for Efficient Volumetric Medical Segmentation | Feb 27, 2024 | Medical Image AnalysisSegmentation | 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 |
| 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 Data Augmentation via Fluid-based Image Registration | Jul 5, 2020 | Data AugmentationImage Augmentation | 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 |
| 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 |
| Metrics reloaded: Recommendations for image analysis validation | Jun 3, 2022 | Instance SegmentationMedical Image Analysis | CodeCode Available | 1 | 5 |
| MFSNet: A Multi Focus Segmentation Network for Skin Lesion Segmentation | Mar 27, 2022 | DecoderLesion Segmentation | 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 |
| DINOv2 based Self Supervised Learning For Few Shot Medical Image Segmentation | Mar 5, 2024 | Image SegmentationMedical Image Analysis | 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 |
| Boundary-assisted Region Proposal Networks for Nucleus Segmentation | Jun 4, 2020 | Boundary DetectionInstance Segmentation | CodeCode Available | 1 | 5 |
| Directional Connectivity-based Segmentation of Medical Images | Mar 31, 2023 | DisentanglementImage Segmentation | CodeCode Available | 1 | 5 |
| ACPL: Anti-curriculum Pseudo-labelling for Semi-supervised Medical Image Classification | Nov 25, 2021 | image-classificationImage Classification | CodeCode Available | 1 | 5 |
