| Learning Site-specific Styles for Multi-institutional Unsupervised Cross-modality Domain Adaptation | Nov 21, 2023 | Domain AdaptationMedical 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 |
| Using Diffusion Models to Generate Synthetic Labelled Data for Medical Image Segmentation | Oct 25, 2023 | Image SegmentationMedical Image Analysis | CodeCode Available | 1 |
| A comprehensive survey on deep active learning in medical image analysis | Oct 22, 2023 | Active LearningInformativeness | CodeCode Available | 1 |
| Rethinking Dual-Stream Super-Resolution Semantic Learning in Medical Image Segmentation | Oct 9, 2023 | Image SegmentationLesion Segmentation | CodeCode Available | 1 |
| FairTune: Optimizing Parameter Efficient Fine Tuning for Fairness in Medical Image Analysis | Oct 8, 2023 | FairnessMedical Diagnosis | CodeCode Available | 1 |
| Trainable Noise Model as an XAI evaluation method: application on Sobol for remote sensing image segmentation | Oct 3, 2023 | Autonomous DrivingDecision Making | 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 |
| Enhancing Representation in Radiography-Reports Foundation Model: A Granular Alignment Algorithm Using Masked Contrastive Learning | Sep 12, 2023 | Contrastive LearningMedical Image Analysis | CodeCode Available | 1 |
| SAM3D: Segment Anything Model in Volumetric Medical Images | Sep 7, 2023 | DiagnosticImage Segmentation | CodeCode Available | 1 |
| Augmenting Chest X-ray Datasets with Non-Expert Annotations | Sep 5, 2023 | DiagnosticMedical Image Analysis | CodeCode Available | 1 |
| CircleFormer: Circular Nuclei Detection in Whole Slide Images with Circle Queries and Attention | Aug 30, 2023 | DecoderMedical Image Analysis | CodeCode Available | 1 |
| Enhancing Network Initialization for Medical AI Models Using Large-Scale, Unlabeled Natural Images | Aug 15, 2023 | ClassificationDiagnostic | CodeCode Available | 1 |
| Taxonomy Adaptive Cross-Domain Adaptation in Medical Imaging via Optimization Trajectory Distillation | Jul 27, 2023 | Domain AdaptationMedical Image Analysis | CodeCode Available | 1 |
| MCPA: Multi-scale Cross Perceptron Attention Network for 2D Medical Image Segmentation | Jul 27, 2023 | Image SegmentationMedical Image Analysis | CodeCode Available | 1 |
| Self-supervised Few-shot Learning for Semantic Segmentation: An Annotation-free Approach | Jul 26, 2023 | Few-Shot LearningFew-Shot Semantic Segmentation | CodeCode Available | 1 |
| SwinMM: Masked Multi-view with Swin Transformers for 3D Medical Image Segmentation | Jul 24, 2023 | Contrastive LearningImage Reconstruction | 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 |
| PKU-GoodsAD: A Supermarket Goods Dataset for Unsupervised Anomaly Detection and Segmentation | Jul 11, 2023 | Anomaly ClassificationAnomaly Detection | CodeCode Available | 1 |
| Non-iterative Coarse-to-fine Transformer Networks for Joint Affine and Deformable Image Registration | Jul 7, 2023 | Image RegistrationMedical Image Analysis | CodeCode Available | 1 |
| MedAugment: Universal Automatic Data Augmentation Plug-in for Medical Image Analysis | Jun 30, 2023 | Data AugmentationDiagnostic | CodeCode Available | 1 |
| Regular SE(3) Group Convolutions for Volumetric Medical Image Analysis | Jun 24, 2023 | Medical Image Analysis | CodeCode Available | 1 |
| M-VAAL: Multimodal Variational Adversarial Active Learning for Downstream Medical Image Analysis Tasks | Jun 21, 2023 | Active LearningBrain Tumor Segmentation | CodeCode Available | 1 |
| The STOIC2021 COVID-19 AI challenge: applying reusable training methodologies to private data | Jun 18, 2023 | Computed Tomography (CT)Medical Image Analysis | CodeCode Available | 1 |
| LLM-CXR: Instruction-Finetuned LLM for CXR Image Understanding and Generation | May 19, 2023 | Image GenerationInstruction Following | CodeCode Available | 1 |
| MaxViT-UNet: Multi-Axis Attention for Medical Image Segmentation | May 15, 2023 | DecoderFlood extent forecasting | CodeCode Available | 1 |
| Rethinking Boundary Detection in Deep Learning Models for Medical Image Segmentation | May 1, 2023 | Boundary DetectionDecoder | CodeCode Available | 1 |
| Bayesian Optimization Meets Self-Distillation | Apr 25, 2023 | Bayesian Optimizationimage-classification | CodeCode Available | 1 |
| Segment Anything Model for Medical Image Analysis: an Experimental Study | Apr 20, 2023 | Image SegmentationInteractive Segmentation | CodeCode Available | 1 |
| FetMRQC: Automated Quality Control for fetal brain MRI | Apr 12, 2023 | Image Quality AssessmentMedical Image Analysis | CodeCode Available | 1 |
| Directional Connectivity-based Segmentation of Medical Images | Mar 31, 2023 | DisentanglementImage Segmentation | CodeCode Available | 1 |
| Learning with Explicit Shape Priors for Medical Image Segmentation | Mar 31, 2023 | Image SegmentationMedical Image Analysis | CodeCode Available | 1 |
| Few Shot Medical Image Segmentation with Cross Attention Transformer | Mar 24, 2023 | Few-Shot LearningImage Segmentation | CodeCode Available | 1 |
| Prior-RadGraphFormer: A Prior-Knowledge-Enhanced Transformer for Generating Radiology Graphs from X-Rays | Mar 24, 2023 | Decision MakingMedical Image Analysis | CodeCode Available | 1 |
| Self-distillation for surgical action recognition | Mar 22, 2023 | Action RecognitionMedical Image Analysis | CodeCode Available | 1 |
| Uncertainty-informed Mutual Learning for Joint Medical Image Classification and Segmentation | Mar 17, 2023 | ClassificationDecoder | CodeCode Available | 1 |
| ConTEXTual Net: A Multimodal Vision-Language Model for Segmentation of Pneumothorax | Mar 2, 2023 | DescriptiveImage Captioning | CodeCode Available | 1 |
| Leveraging SO(3)-steerable convolutions for pose-robust semantic segmentation in 3D medical data | Mar 1, 2023 | Data AugmentationMedical Image Analysis | CodeCode Available | 1 |
| Anatomical Invariance Modeling and Semantic Alignment for Self-supervised Learning in 3D Medical Image Analysis | Feb 11, 2023 | Contrastive LearningImage Segmentation | 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 |
| PCRLv2: A Unified Visual Information Preservation Framework for Self-supervised Pre-training in Medical Image Analysis | Jan 2, 2023 | Brain Tumor SegmentationMedical 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 |
| Swin MAE: Masked Autoencoders for Small Datasets | Dec 28, 2022 | Medical Image AnalysisTransfer Learning | CodeCode Available | 1 |
| MedDeblur: Medical Image Deblurring with Residual Dense Spatial-Asymmetric Attention | Dec 27, 2022 | DeblurringImage Deblurring | CodeCode Available | 1 |
| RadFormer: Transformers with Global-Local Attention for Interpretable and Accurate Gallbladder Cancer Detection | Nov 9, 2022 | Gallbladder Cancer DetectionMedical Image Analysis | CodeCode Available | 1 |
| SSiT: Saliency-guided Self-supervised Image Transformer for Diabetic Retinopathy Grading | Oct 20, 2022 | Contrastive LearningDiabetic Retinopathy Grading | CodeCode Available | 1 |
| Exploring Vanilla U-Net for Lesion Segmentation from Whole-body FDG-PET/CT Scans | Oct 14, 2022 | Computed Tomography (CT)Data Augmentation | CodeCode Available | 1 |
| UNesT: Local Spatial Representation Learning with Hierarchical Transformer for Efficient Medical Segmentation | Sep 28, 2022 | Brain SegmentationImage Segmentation | CodeCode Available | 1 |
| Dive into Self-Supervised Learning for Medical Image Analysis: Data, Models and Tasks | Sep 25, 2022 | Medical Image AnalysisSelf-Supervised Learning | CodeCode Available | 1 |
| OLIVES Dataset: Ophthalmic Labels for Investigating Visual Eye Semantics | Sep 22, 2022 | Medical Image AnalysisTime Series Analysis | CodeCode Available | 1 |