| Deep learning based registration using spatial gradients and noisy segmentation labels | Oct 21, 2020 | Image RegistrationMedical Image Analysis | CodeCode Available | 1 |
| Label-Efficient Self-Supervised Federated Learning for Tackling Data Heterogeneity in Medical Imaging | May 17, 2022 | Federated LearningMedical Image Analysis | CodeCode Available | 1 |
| Membership Leakage in Label-Only Exposures | Jul 30, 2020 | Face RecognitionInference Attack | CodeCode Available | 1 |
| Learning Deformable Image Registration from Optimization: Perspective, Modules, Bilevel Training and Beyond | Apr 30, 2020 | Image RegistrationImage Segmentation | CodeCode Available | 1 |
| Automatic Foot Ulcer Segmentation Using an Ensemble of Convolutional Neural Networks | Sep 3, 2021 | DecoderImage Segmentation | CodeCode Available | 1 |
| An Active Contour Model Using Matched Filter and Hessian Matrix for Retinal Vessels Segmentation | Jan 27, 2022 | DiagnosticImage Segmentation | CodeCode Available | 1 |
| Learning Anatomically Consistent Embedding for Chest Radiography | Dec 1, 2023 | AnatomyMedical Image Analysis | 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 |
| Learning Medical Image Denoising with Deep Dynamic Residual Attention Network | Dec 9, 2020 | DenoisingDiagnostic | CodeCode Available | 1 |
| Learning with Explicit Shape Priors for Medical Image Segmentation | Mar 31, 2023 | Image SegmentationMedical Image Analysis | CodeCode Available | 1 |
| Lesion Harvester: Iteratively Mining Unlabeled Lesions and Hard-Negative Examples at Scale | Jan 21, 2020 | Medical Image Analysis | CodeCode Available | 1 |
| Deep Anomaly Generation: An Image Translation Approach of Synthesizing Abnormal Banded Chromosome Images | Sep 20, 2021 | Data AugmentationImage-to-Image Translation | CodeCode Available | 1 |
| Decoupling Predictions in Distributed Learning for Multi-Center Left Atrial MRI Segmentation | Jun 10, 2022 | Medical Image AnalysisMRI segmentation | CodeCode Available | 1 |
| Anatomical Data Augmentation via Fluid-based Image Registration | Jul 5, 2020 | Data AugmentationImage Augmentation | CodeCode Available | 1 |
| Deep Generative Classification of Blood Cell Morphology | Aug 16, 2024 | Anomaly DetectionClassification | CodeCode Available | 1 |
| CTSpine1K: A Large-Scale Dataset for Spinal Vertebrae Segmentation in Computed Tomography | May 31, 2021 | Computed Tomography (CT)Image Super-Resolution | CodeCode Available | 1 |
| Big Self-Supervised Models Advance Medical Image Classification | Jan 13, 2021 | ClassificationContrastive Learning | CodeCode Available | 1 |
| Cutting-edge 3D Medical Image Segmentation Methods in 2020: Are Happy Families All Alike? | Jan 1, 2021 | AllImage Segmentation | CodeCode Available | 1 |
| MedContext: Learning Contextual Cues for Efficient Volumetric Medical Segmentation | Feb 27, 2024 | Medical Image AnalysisSegmentation | CodeCode Available | 1 |
| MedFILIP: Medical Fine-grained Language-Image Pre-training | Jan 18, 2025 | Contrastive LearningDiagnostic | CodeCode Available | 1 |
| Deep Learning Based Brain Tumor Segmentation: A Survey | Jul 18, 2020 | Brain Tumor SegmentationDeep Learning | 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 Analysis on Left Atrial LGE MRI for Atrial Fibrillation Studies: A Review | Jun 18, 2021 | Medical Image AnalysisSegmentation | 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 |
| CoReEcho: Continuous Representation Learning for 2D+time Echocardiography Analysis | Mar 15, 2024 | Medical Image AnalysisRepresentation Learning | CodeCode Available | 1 |
