| Synthesize then Compare: Detecting Failures and Anomalies for Semantic Segmentation | Mar 18, 2020 | Anomaly DetectionAnomaly Segmentation | CodeCode Available | 1 |
| Synthesis of Brain Tumor MR Images for Learning Data Augmentation | Mar 17, 2020 | Data AugmentationMedical Image Analysis | CodeCode Available | 1 |
| Deform-GAN:An Unsupervised Learning Model for Deformable Registration | Feb 26, 2020 | Medical Image Analysis | CodeCode Available | 1 |
| Roto-Translation Equivariant Convolutional Networks: Application to Histopathology Image Analysis | Feb 20, 2020 | BIG-bench Machine LearningBreast Tumour Classification | CodeCode Available | 1 |
| An interpretable classifier for high-resolution breast cancer screening images utilizing weakly supervised localization | Feb 13, 2020 | Breast Cancer DetectionGPU | CodeCode Available | 1 |
| Knowledge Distillation for Brain Tumor Segmentation | Feb 10, 2020 | Brain Tumor SegmentationKnowledge Distillation | CodeCode Available | 1 |
| Lesion Harvester: Iteratively Mining Unlabeled Lesions and Hard-Negative Examples at Scale | Jan 21, 2020 | Medical Image Analysis | CodeCode Available | 1 |
| Learning Deformable Registration of Medical Images with Anatomical Constraints | Jan 20, 2020 | AnatomyImage Registration | CodeCode Available | 1 |
| Image Segmentation Using Deep Learning: A Survey | Jan 15, 2020 | DecoderDeep Learning | CodeCode Available | 1 |
| Hidden Stratification Causes Clinically Meaningful Failures in Machine Learning for Medical Imaging | Sep 27, 2019 | BIG-bench Machine LearningMedical Image Analysis | CodeCode Available | 1 |
| Models Genesis: Generic Autodidactic Models for 3D Medical Image Analysis | Aug 19, 2019 | AnatomyBrain Tumor Segmentation | CodeCode Available | 1 |
| Generation of 3D Brain MRI Using Auto-Encoding Generative Adversarial Networks | Aug 7, 2019 | Image-to-Image TranslationMedical Image Analysis | CodeCode Available | 1 |
| Integrating Spatial Configuration into Heatmap Regression Based CNNs for Landmark Localization | Aug 2, 2019 | Medical Image Analysisregression | CodeCode Available | 1 |
| Med3D: Transfer Learning for 3D Medical Image Analysis | Apr 1, 2019 | 3D Medical Imaging SegmentationLiver Segmentation | CodeCode Available | 1 |
| Disentangled Representation Learning in Cardiac Image Analysis | Mar 22, 2019 | AnatomyComputed Tomography (CT) | CodeCode Available | 1 |
| Boundary loss for highly unbalanced segmentation | Dec 17, 2018 | Brain Lesion Segmentation From MriIschemic Stroke Lesion Segmentation | 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 |
| VoxelMorph: A Learning Framework for Deformable Medical Image Registration | Sep 14, 2018 | Deformable Medical Image RegistrationDiffeomorphic Medical Image Registration | CodeCode Available | 1 |
| Roto-Translation Covariant Convolutional Networks for Medical Image Analysis | Apr 10, 2018 | Data AugmentationMedical 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 |
| NiftyNet: a deep-learning platform for medical imaging | Sep 11, 2017 | Data AugmentationDeep Learning | CodeCode Available | 1 |
| MUPAX: Multidimensional Problem Agnostic eXplainable AI | Jul 17, 2025 | Anatomical Landmark DetectionAudio Classification | —Unverified | 0 |
| MedPrompt: LLM-CNN Fusion with Weight Routing for Medical Image Segmentation and Classification | Jun 26, 2025 | Image SegmentationLarge Language Model | —Unverified | 0 |
| U-R-VEDA: Integrating UNET, Residual Links, Edge and Dual Attention, and Vision Transformer for Accurate Semantic Segmentation of CMRs | Jun 25, 2025 | Edge DetectionMedical Image Analysis | —Unverified | 0 |
| A Deep Learning Based Method for Fast Registration of Cardiac Magnetic Resonance Images | Jun 23, 2025 | Image RegistrationMedical Image Analysis | —Unverified | 0 |
