| Deform-GAN:An Unsupervised Learning Model for Deformable Registration | Feb 26, 2020 | Medical 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 |
| FACMIC: Federated Adaptative CLIP Model for Medical Image Classification | Oct 8, 2024 | Domain AdaptationFederated Learning | CodeCode Available | 1 |
| A Systematic Benchmarking Analysis of Transfer Learning for Medical Image Analysis | Aug 12, 2021 | BenchmarkingMedical Image Analysis | CodeCode Available | 1 |
| A Systematic Collection of Medical Image Datasets for Deep Learning | Jun 24, 2021 | Deep LearningMedical Image Analysis | CodeCode Available | 1 |
| 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 |
| Faster Mean-shift: GPU-accelerated clustering for cosine embedding-based cell segmentation and tracking | Jul 28, 2020 | Cell SegmentationCell Tracking | CodeCode Available | 1 |
| fastMONAI: A low-code deep learning library for medical image analysis | Sep 26, 2023 | Medical Image AnalysisMedical Image Classification | 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 |
| FIBA: Frequency-Injection based Backdoor Attack in Medical Image Analysis | Dec 2, 2021 | Artifact DetectionBackdoor Attack | CodeCode Available | 1 |
| Follow My Eye: Using Gaze to Supervise Computer-Aided Diagnosis | Apr 6, 2022 | Medical Image Analysis | CodeCode Available | 1 |
| Foreground-Background Separation through Concept Distillation from Generative Image Foundation Models | Jan 1, 2023 | Conditional Image GenerationImage Generation | CodeCode Available | 1 |
| Boundary-assisted Region Proposal Networks for Nucleus Segmentation | Jun 4, 2020 | Boundary DetectionInstance Segmentation | CodeCode Available | 1 |
| GLoRIA: A Multimodal Global-Local Representation Learning Framework for Label-Efficient Medical Image Recognition | Jan 1, 2021 | Image-text RetrievalMedical Image Analysis | CodeCode Available | 1 |
| H3DE-Net: Efficient and Accurate 3D Landmark Detection in Medical Imaging | Feb 20, 2025 | Computational EfficiencyMedical Image Analysis | CodeCode Available | 1 |
| Augmenting Chest X-ray Datasets with Non-Expert Annotations | Sep 5, 2023 | DiagnosticMedical Image Analysis | CodeCode Available | 1 |
| Deep learning based registration using spatial gradients and noisy segmentation labels | Oct 21, 2020 | Image RegistrationMedical Image Analysis | CodeCode Available | 1 |
| Brain Imaging Generation with Latent Diffusion Models | Sep 15, 2022 | Medical Image Analysis | CodeCode Available | 1 |
| 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 |
| Autoencoders for Unsupervised Anomaly Segmentation in Brain MR Images: A Comparative Study | Apr 7, 2020 | AnatomyAnomaly Detection | CodeCode Available | 1 |
| Boundary loss for highly unbalanced segmentation | Dec 17, 2018 | Brain Lesion Segmentation From MriIschemic Stroke Lesion Segmentation | CodeCode Available | 1 |
| Big Self-Supervised Models Advance Medical Image Classification | Jan 13, 2021 | ClassificationContrastive Learning | CodeCode Available | 1 |
| Unified Focal loss: Generalising Dice and cross entropy-based losses to handle class imbalanced medical image segmentation | Feb 8, 2021 | Image SegmentationMedical Image Analysis | CodeCode Available | 1 |
| Automated Chest CT Image Segmentation of COVID-19 Lung Infection based on 3D U-Net | Jun 24, 2020 | Data AugmentationImage Segmentation | CodeCode Available | 1 |
| Knowledge Distillation for Brain Tumor Segmentation | Feb 10, 2020 | Brain Tumor SegmentationKnowledge Distillation | CodeCode Available | 1 |
| Automated Learning for Deformable Medical Image Registration by Jointly Optimizing Network Architectures and Objective Functions | Mar 14, 2022 | Deformable Medical Image RegistrationImage Registration | CodeCode Available | 1 |
| Deep learning for photoacoustic imaging: a survey | Aug 10, 2020 | BIG-bench Machine LearningDeep Learning | CodeCode Available | 1 |
| Large Deformation Diffeomorphic Image Registration with Laplacian Pyramid Networks | Jun 29, 2020 | Deep LearningImage Registration | 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 Calibrated Medical Image Segmentation via Multi-Rater Agreement Modeling | Jun 19, 2021 | DiagnosticImage Segmentation | CodeCode Available | 1 |
| Deep Learning Based Brain Tumor Segmentation: A Survey | Jul 18, 2020 | Brain Tumor SegmentationDeep Learning | CodeCode Available | 1 |
| Deep Generative Classification of Blood Cell Morphology | Aug 16, 2024 | Anomaly DetectionClassification | CodeCode Available | 1 |
| Deep Learning-Based Concurrent Brain Registration and Tumor Segmentation | Mar 20, 2020 | Brain Tumor SegmentationDeep Learning | CodeCode Available | 1 |
| LLM-CXR: Instruction-Finetuned LLM for CXR Image Understanding and Generation | May 19, 2023 | Image GenerationInstruction Following | 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 |
| Cutting-edge 3D Medical Image Segmentation Methods in 2020: Are Happy Families All Alike? | Jan 1, 2021 | AllImage Segmentation | CodeCode Available | 1 |
| Anatomical Data Augmentation via Fluid-based Image Registration | Jul 5, 2020 | Data AugmentationImage Augmentation | CodeCode Available | 1 |
| MaxViT-UNet: Multi-Axis Attention for Medical Image Segmentation | May 15, 2023 | DecoderFlood extent forecasting | 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 |
| Deep learning based geometric registration for medical images: How accurate can we get without visual features? | Mar 1, 2021 | DecoderDescriptive | CodeCode Available | 1 |
| CFPNet-M: A Light-Weight Encoder-Decoder Based Network for Multimodal Biomedical Image Real-Time Segmentation | May 10, 2021 | DecoderGPU | 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 |
| DINOv2 based Self Supervised Learning For Few Shot Medical Image Segmentation | Mar 5, 2024 | Image SegmentationMedical Image Analysis | CodeCode Available | 1 |
| CoReEcho: Continuous Representation Learning for 2D+time Echocardiography Analysis | Mar 15, 2024 | Medical Image AnalysisRepresentation Learning | 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 |
| Contrastive learning of global and local features for medical image segmentation with limited annotations | Jun 18, 2020 | Contrastive LearningData Augmentation | CodeCode Available | 1 |
| ConTEXTual Net: A Multimodal Vision-Language Model for Segmentation of Pneumothorax | Mar 2, 2023 | DescriptiveImage Captioning | CodeCode Available | 1 |