| Generalizable Medical Image Segmentation via Random Amplitude Mixup and Domain-Specific Image Restoration | Aug 8, 2022 | Image RestorationImage Segmentation | CodeCode Available | 1 |
| Detection and Classification of Diabetic Retinopathy using Deep Learning Algorithms for Segmentation to Facilitate Referral Recommendation for Test and Treatment Prediction | Jan 5, 2024 | Data AugmentationDiagnostic | CodeCode Available | 1 |
| Comparing to Learn: Surpassing ImageNet Pretraining on Radiographs By Comparing Image Representations | Jul 15, 2020 | Medical Image Analysis | CodeCode Available | 1 |
| Few Shot Medical Image Segmentation with Cross Attention Transformer | Mar 24, 2023 | Few-Shot LearningImage Segmentation | CodeCode Available | 1 |
| Deep learning for photoacoustic imaging: a survey | Aug 10, 2020 | BIG-bench Machine LearningDeep Learning | CodeCode Available | 1 |
| CheXplaining in Style: Counterfactual Explanations for Chest X-rays using StyleGAN | Jul 15, 2022 | counterfactualMedical Image Analysis | CodeCode Available | 1 |
| DeepLesion: Automated Deep Mining, Categorization and Detection of Significant Radiology Image Findings using Large-Scale Clinical Lesion Annotations | Oct 4, 2017 | Lesion SegmentationMedical Image Analysis | 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 |
| DINOv2 based Self Supervised Learning For Few Shot Medical Image Segmentation | Mar 5, 2024 | Image SegmentationMedical Image Analysis | CodeCode Available | 1 |
| DiRA: Discriminative, Restorative, and Adversarial Learning for Self-supervised Medical Image Analysis | Apr 21, 2022 | Medical Image AnalysisRepresentation Learning | CodeCode Available | 1 |
| FACMIC: Federated Adaptative CLIP Model for Medical Image Classification | Oct 8, 2024 | Domain AdaptationFederated Learning | CodeCode Available | 1 |
| ConTEXTual Net: A Multimodal Vision-Language Model for Segmentation of Pneumothorax | Mar 2, 2023 | DescriptiveImage Captioning | CodeCode Available | 1 |
| ACPL: Anti-curriculum Pseudo-labelling for Semi-supervised Medical Image Classification | Nov 25, 2021 | image-classificationImage Classification | CodeCode Available | 1 |
| Contrastive learning of global and local features for medical image segmentation with limited annotations | Jun 18, 2020 | Contrastive LearningData Augmentation | CodeCode Available | 1 |
| Medical Image Registration Meets Vision Foundation Model: Prototype Learning and Contour Awareness | Feb 17, 2025 | Image RegistrationMedical Image Analysis | CodeCode Available | 1 |
| Efficient Self-Supervised Adaptation for Medical Image Analysis | Mar 24, 2025 | GPUMedical Image Analysis | CodeCode Available | 1 |
| Retina U-Net: Embarrassingly Simple Exploitation of Segmentation Supervision for Medical Object Detection | Nov 21, 2018 | Medical Image AnalysisMedical Object Detection | CodeCode Available | 1 |
| Evaluating Reliability in Medical DNNs: A Critical Analysis of Feature and Confidence-Based OOD Detection | Aug 30, 2024 | counterfactualMedical 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 |
| Evidential Concept Embedding Models: Towards Reliable Concept Explanations for Skin Disease Diagnosis | Jun 27, 2024 | Decision MakingMedical Image Analysis | CodeCode Available | 1 |
| COLosSAL: A Benchmark for Cold-start Active Learning for 3D Medical Image Segmentation | Jul 22, 2023 | Active LearningImage Segmentation | CodeCode Available | 1 |
| CheXLearner: Text-Guided Fine-Grained Representation Learning for Progression Detection | May 11, 2025 | Decision MakingMedical Image Analysis | —Unverified | 0 |
| ChatRadio-Valuer: A Chat Large Language Model for Generalizable Radiology Report Generation Based on Multi-institution and Multi-system Data | Oct 8, 2023 | Decision MakingLanguage Modeling | —Unverified | 0 |
| A Quantitative Comparison of Epistemic Uncertainty Maps Applied to Multi-Class Segmentation | Sep 22, 2021 | Medical Image Analysis | —Unverified | 0 |
| Channel Scaling: A Scale-and-Select Approach for Transfer Learning | Mar 22, 2021 | Medical Image AnalysisTransfer Learning | —Unverified | 0 |
| Challenge Results Are Not Reproducible | Jul 14, 2023 | BenchmarkingImage Segmentation | —Unverified | 0 |
| Applications of Large Models in Medicine | Feb 24, 2025 | DiagnosticDisease Prediction | —Unverified | 0 |
| Adversarial Attack Driven Data Augmentation for Accurate And Robust Medical Image Segmentation | May 25, 2021 | Adversarial AttackData Augmentation | —Unverified | 0 |
| Application of Tensorized Neural Networks for Cloud Classification | Mar 21, 2024 | Autonomous DrivingClassification | —Unverified | 0 |
| APPLE: Adversarial Privacy-aware Perturbations on Latent Embedding for Unfairness Mitigation | Mar 8, 2024 | DecoderFairness | —Unverified | 0 |
| CD2-pFed: Cyclic Distillation-Guided Channel Decoupling for Model Personalization in Federated Learning | Jan 1, 2022 | Federated LearningMedical Image Analysis | —Unverified | 0 |
| A Cooperative Autoencoder for Population-Based Regularization of CNN Image Registration | Aug 16, 2019 | Computational EfficiencyImage Registration | —Unverified | 0 |
| PINNs for Medical Image Analysis: A Survey | Aug 2, 2024 | AnatomyBenchmarking | —Unverified | 0 |
| Deep Learning for Automated Medical Image Analysis | Mar 12, 2019 | AnatomyDeep Learning | —Unverified | 0 |
| CD^2-pFed: Cyclic Distillation-guided Channel Decoupling for Model Personalization in Federated Learning | Apr 8, 2022 | Federated LearningMedical Image Analysis | —Unverified | 0 |
| A Polarization and Radiomics Feature Fusion Network for the Classification of Hepatocellular Carcinoma and Intrahepatic Cholangiocarcinoma | Dec 27, 2023 | Cancer ClassificationMedical Image Analysis | —Unverified | 0 |
| Advancing Brain Tumor Detection: A Thorough Investigation of CNNs, Clustering, and SoftMax Classification in the Analysis of MRI Images | Oct 26, 2023 | Medical Image AnalysisSpecificity | —Unverified | 0 |
| Catalyzing Clinical Diagnostic Pipelines Through Volumetric Medical Image Segmentation Using Deep Neural Networks: Past, Present, & Future | Mar 27, 2021 | Deep LearningDiagnostic | —Unverified | 0 |
| Anyprefer: An Agentic Framework for Preference Data Synthesis | Apr 27, 2025 | Medical Image AnalysisText Generation | —Unverified | 0 |
| Cascaded Robust Learning at Imperfect Labels for Chest X-ray Segmentation | Apr 5, 2021 | Image SegmentationMedical Image Analysis | —Unverified | 0 |
| Cascaded Feature Warping Network for Unsupervised Medical Image Registration | Mar 15, 2021 | Image RegistrationMedical Image Analysis | —Unverified | 0 |
| An overview of deep learning in medical imaging | Feb 17, 2022 | Deep LearningDiagnostic | —Unverified | 0 |
| CAR-Net: Unsupervised Co-Attention Guided Registration Network for Joint Registration and Structure Learning | Jun 11, 2021 | Image RegistrationMedical Image Analysis | —Unverified | 0 |
| Carbon Footprint of Selecting and Training Deep Learning Models for Medical Image Analysis | Mar 4, 2022 | Image SegmentationMedical Image Analysis | —Unverified | 0 |
| 3D Inception-based CNN with sMRI and MD-DTI data fusion for Alzheimer's Disease diagnostics | Jul 17, 2018 | Medical Image Analysis | —Unverified | 0 |
| Deep Learning for Chest X-ray Analysis: A Survey | Mar 15, 2021 | Deep LearningDomain Adaptation | —Unverified | 0 |
| A Novel and Efficient Tumor Detection Framework for Pancreatic Cancer via CT Images | Feb 11, 2020 | Computed Tomography (CT)Medical Image Analysis | —Unverified | 0 |
| A Novel Momentum-Based Deep Learning Techniques for Medical Image Classification and Segmentation | Aug 11, 2024 | Benchmarkingimage-classification | —Unverified | 0 |
| Deep Learning Based Cardiac MRI Segmentation: Do We Need Experts? | Jul 23, 2021 | Deep LearningMedical Image Analysis | —Unverified | 0 |
| Can non-specialists provide high quality gold standard labels in challenging modalities? | Jul 30, 2021 | Deep LearningMedical Image Analysis | —Unverified | 0 |