| 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 |
| Multimodal Medical Image Binding via Shared Text Embeddings | Jun 22, 2025 | Cross-Modal RetrievalMedical Image Analysis | —Unverified | 0 |
| Brain Stroke Classification Using Wavelet Transform and MLP Neural Networks on DWI MRI Images | Jun 18, 2025 | Computational EfficiencyDiagnostic | —Unverified | 0 |
| FedWSIDD: Federated Whole Slide Image Classification via Dataset Distillation | Jun 18, 2025 | ClassificationDataset Distillation | —Unverified | 0 |
| Conquering the Retina: Bringing Visual in-Context Learning to OCT | Jun 18, 2025 | In-Context LearningMedical Image Analysis | CodeCode Available | 0 |
| BRISC: Annotated Dataset for Brain Tumor Segmentation and Classification with Swin-HAFNet | Jun 17, 2025 | Brain Tumor SegmentationMedical Image Analysis | —Unverified | 0 |
| 3D Skin Segmentation Methods in Medical Imaging: A Comparison | Jun 13, 2025 | Medical Image AnalysisSegmentation | —Unverified | 0 |
| Autonomous Computer Vision Development with Agentic AI | Jun 11, 2025 | Medical Image Analysis | CodeCode Available | 0 |
| SSS: Semi-Supervised SAM-2 with Efficient Prompting for Medical Imaging Segmentation | Jun 10, 2025 | Data AugmentationImage Segmentation | CodeCode Available | 0 |
| Multi-modal brain MRI synthesis based on SwinUNETR | Jun 3, 2025 | DiagnosticMedical Image Analysis | —Unverified | 0 |
| Towards Privacy-Preserving Fine-Grained Visual Classification via Hierarchical Learning from Label Proportions | May 29, 2025 | ClassificationDictionary Learning | —Unverified | 0 |
| Can Large Language Models Challenge CNNs in Medical Image Analysis? | May 29, 2025 | DiagnosticMedical Image Analysis | —Unverified | 0 |
| Comparing the Effects of Persistence Barcodes Aggregation and Feature Concatenation on Medical Imaging | May 29, 2025 | Feature EngineeringMedical Image Analysis | CodeCode Available | 0 |
| Optimizing Deep Learning for Skin Cancer Classification: A Computationally Efficient CNN with Minimal Accuracy Trade-Off | May 27, 2025 | Cancer ClassificationMedical Image Analysis | —Unverified | 0 |
| Rep3D: Re-parameterize Large 3D Kernels with Low-Rank Receptive Modeling for Medical Imaging | May 26, 2025 | Inductive BiasMedical Image Analysis | CodeCode Available | 0 |
| Zero-Shot Pseudo Labels Generation Using SAM and CLIP for Semi-Supervised Semantic Segmentation | May 26, 2025 | Autonomous DrivingMedical Image Analysis | —Unverified | 0 |
| Preserving AUC Fairness in Learning with Noisy Protected Groups | May 24, 2025 | DeepFake DetectionFace Swapping | CodeCode Available | 0 |
| On the Robustness of Medical Vision-Language Models: Are they Truly Generalizable? | May 21, 2025 | Medical Image Analysis | CodeCode Available | 0 |
| TransMedSeg: A Transferable Semantic Framework for Semi-Supervised Medical Image Segmentation | May 20, 2025 | Image SegmentationMedical Image Analysis | —Unverified | 0 |
| CTLformer: A Hybrid Denoising Model Combining Convolutional Layers and Self-Attention for Enhanced CT Image Reconstruction | May 18, 2025 | DenoisingDiagnostic | —Unverified | 0 |
| MOSAIC: A Multi-View 2.5D Organ Slice Selector with Cross-Attentional Reasoning for Anatomically-Aware CT Localization in Medical Organ Segmentation | May 15, 2025 | Medical Image AnalysisOrgan Segmentation | —Unverified | 0 |
| DCSNet: A Lightweight Knowledge Distillation-Based Model with Explainable AI for Lung Cancer Diagnosis from Histopathological Images | May 14, 2025 | DiagnosticKnowledge Distillation | —Unverified | 0 |
| Multi-modal wound classification using wound image and location by Xception and Gaussian Mixture Recurrent Neural Network (GMRNN) | May 12, 2025 | DiagnosticMedical Image Analysis | —Unverified | 0 |
| CheXLearner: Text-Guided Fine-Grained Representation Learning for Progression Detection | May 11, 2025 | Decision MakingMedical Image Analysis | —Unverified | 0 |
| Deeply Explainable Artificial Neural Network | May 10, 2025 | Deep LearningMedical Image Analysis | —Unverified | 0 |
| From Pixels to Polygons: A Survey of Deep Learning Approaches for Medical Image-to-Mesh Reconstruction | May 6, 2025 | DiagnosticMedical Image Analysis | —Unverified | 0 |