| ConTEXTual Net: A Multimodal Vision-Language Model for Segmentation of Pneumothorax | Mar 2, 2023 | DescriptiveImage Captioning | CodeCode Available | 1 | 5 |
| Leveraging SO(3)-steerable convolutions for pose-robust semantic segmentation in 3D medical data | Mar 1, 2023 | Data AugmentationMedical Image Analysis | CodeCode Available | 1 | 5 |
| Embedded Prompt Tuning: Towards Enhanced Calibration of Pretrained Models for Medical Images | Jul 1, 2024 | Cross-Domain Few-Shotimage-classification | CodeCode Available | 1 | 5 |
| Contrastive learning of global and local features for medical image segmentation with limited annotations | Jun 18, 2020 | Contrastive LearningData Augmentation | CodeCode Available | 1 | 5 |
| Foreground-Background Separation through Concept Distillation from Generative Image Foundation Models | Jan 1, 2023 | Conditional Image GenerationImage Generation | CodeCode Available | 1 | 5 |
| COVID-19-CT-CXR: a freely accessible and weakly labeled chest X-ray and CT image collection on COVID-19 from biomedical literature | Jun 11, 2020 | Anomaly DetectionArticles | CodeCode Available | 1 | 5 |
| 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 | 5 |
| An interpretable classifier for high-resolution breast cancer screening images utilizing weakly supervised localization | Feb 13, 2020 | Breast Cancer DetectionGPU | CodeCode Available | 1 | 5 |
| Hidden Stratification Causes Clinically Meaningful Failures in Machine Learning for Medical Imaging | Sep 27, 2019 | BIG-bench Machine LearningMedical Image Analysis | CodeCode Available | 1 | 5 |
| LLM-CXR: Instruction-Finetuned LLM for CXR Image Understanding and Generation | May 19, 2023 | Image GenerationInstruction Following | CodeCode Available | 1 | 5 |
| Anomaly Detection in Medical Imaging with Deep Perceptual Autoencoders | Jun 23, 2020 | Anomaly DetectionMedical Image Analysis | CodeCode Available | 1 | 5 |
| CTSpine1K: A Large-Scale Dataset for Spinal Vertebrae Segmentation in Computed Tomography | May 31, 2021 | Computed Tomography (CT)Image Super-Resolution | CodeCode Available | 1 | 5 |
| Anonymization of labeled TOF-MRA images for brain vessel segmentation using generative adversarial networks | Sep 9, 2020 | Medical Image AnalysisTransfer Learning | CodeCode Available | 1 | 5 |
| An optical neural network using less than 1 photon per multiplication | Apr 27, 2021 | Medical Image Analysis | CodeCode Available | 1 | 5 |
| Key Patches Are All You Need: A Multiple Instance Learning Framework For Robust Medical Diagnosis | May 2, 2024 | AllDiagnostic | CodeCode Available | 1 | 5 |
| CENet: Context Enhancement Network for Medical Image Segmentation | May 23, 2025 | DecoderImage Segmentation | CodeCode Available | 1 | 5 |
| 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 | 5 |
| MCPA: Multi-scale Cross Perceptron Attention Network for 2D Medical Image Segmentation | Jul 27, 2023 | Image SegmentationMedical Image Analysis | CodeCode Available | 1 | 5 |
| FetMRQC: Automated Quality Control for fetal brain MRI | Apr 12, 2023 | Image Quality AssessmentMedical Image Analysis | CodeCode Available | 1 | 5 |
| CASS: Cross Architectural Self-Supervision for Medical Image Analysis | Jun 8, 2022 | ClassificationMedical Image Analysis | CodeCode Available | 1 | 5 |
| CFPNet-M: A Light-Weight Encoder-Decoder Based Network for Multimodal Biomedical Image Real-Time Segmentation | May 10, 2021 | DecoderGPU | CodeCode Available | 1 | 5 |
| Deep Generative Classification of Blood Cell Morphology | Aug 16, 2024 | Anomaly DetectionClassification | CodeCode Available | 1 | 5 |
| Deep learning based registration using spatial gradients and noisy segmentation labels | Oct 21, 2020 | Image RegistrationMedical Image Analysis | CodeCode Available | 1 | 5 |
| Deep learning based geometric registration for medical images: How accurate can we get without visual features? | Mar 1, 2021 | DecoderDescriptive | CodeCode Available | 1 | 5 |
| Federated Multi-organ Segmentation with Inconsistent Labels | Jun 14, 2022 | DecoderFederated Learning | CodeCode Available | 1 | 5 |
| 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 | 5 |
| Few Shot Medical Image Segmentation with Cross Attention Transformer | Mar 24, 2023 | Few-Shot LearningImage Segmentation | CodeCode Available | 1 | 5 |
| fastMONAI: A low-code deep learning library for medical image analysis | Sep 26, 2023 | Medical Image AnalysisMedical Image Classification | CodeCode Available | 1 | 5 |
| FairTune: Optimizing Parameter Efficient Fine Tuning for Fairness in Medical Image Analysis | Oct 8, 2023 | FairnessMedical Diagnosis | CodeCode Available | 1 | 5 |
| FastSAM-3DSlicer: A 3D-Slicer Extension for 3D Volumetric Segment Anything Model with Uncertainty Quantification | Jul 17, 2024 | CPUDomain Adaptation | CodeCode Available | 1 | 5 |
| FACMIC: Federated Adaptative CLIP Model for Medical Image Classification | Oct 8, 2024 | Domain AdaptationFederated Learning | CodeCode Available | 1 | 5 |
| CheXplaining in Style: Counterfactual Explanations for Chest X-rays using StyleGAN | Jul 15, 2022 | counterfactualMedical Image Analysis | CodeCode Available | 1 | 5 |
| Disentangled Representation Learning in Cardiac Image Analysis | Mar 22, 2019 | AnatomyComputed Tomography (CT) | CodeCode Available | 1 | 5 |
| Federated Modality-specific Encoders and Multimodal Anchors for Personalized Brain Tumor Segmentation | Mar 18, 2024 | Brain Tumor SegmentationFederated Learning | CodeCode Available | 1 | 5 |
| FIBA: Frequency-Injection based Backdoor Attack in Medical Image Analysis | Dec 2, 2021 | Artifact DetectionBackdoor Attack | CodeCode Available | 1 | 5 |
| 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 | 5 |
| Evaluation of Complexity Measures for Deep Learning Generalization in Medical Image Analysis | Mar 4, 2021 | Deep LearningDomain Generalization | CodeCode Available | 1 | 5 |
| Efficient Self-Supervised Adaptation for Medical Image Analysis | Mar 24, 2025 | GPUMedical Image Analysis | CodeCode Available | 1 | 5 |
| Enhancing Network Initialization for Medical AI Models Using Large-Scale, Unlabeled Natural Images | Aug 15, 2023 | ClassificationDiagnostic | CodeCode Available | 1 | 5 |
| Evidential Concept Embedding Models: Towards Reliable Concept Explanations for Skin Disease Diagnosis | Jun 27, 2024 | Decision MakingMedical Image Analysis | CodeCode Available | 1 | 5 |
| DrVD-Bench: Do Vision-Language Models Reason Like Human Doctors in Medical Image Diagnosis? | May 30, 2025 | DiagnosticMedical Image Analysis | CodeCode Available | 1 | 5 |
| Evaluating Reliability in Medical DNNs: A Critical Analysis of Feature and Confidence-Based OOD Detection | Aug 30, 2024 | counterfactualMedical Image Analysis | CodeCode Available | 1 | 5 |
| Boundary loss for highly unbalanced segmentation | Dec 17, 2018 | Brain Lesion Segmentation From MriIschemic Stroke Lesion Segmentation | CodeCode Available | 1 | 5 |
| Boundary-assisted Region Proposal Networks for Nucleus Segmentation | Jun 4, 2020 | Boundary DetectionInstance Segmentation | CodeCode Available | 1 | 5 |
| Brain Imaging Generation with Latent Diffusion Models | Sep 15, 2022 | Medical Image Analysis | CodeCode Available | 1 | 5 |
| 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 | 5 |
| Bayesian Optimization Meets Self-Distillation | Apr 25, 2023 | Bayesian Optimizationimage-classification | CodeCode Available | 1 | 5 |
| Dual-Teacher++: Exploiting Intra-domain and Inter-domain Knowledge with Reliable Transfer for Cardiac Segmentation | Jan 7, 2021 | Cardiac SegmentationDomain Adaptation | CodeCode Available | 1 | 5 |
| Faster Mean-shift: GPU-accelerated clustering for cosine embedding-based cell segmentation and tracking | Jul 28, 2020 | Cell SegmentationCell Tracking | CodeCode Available | 1 | 5 |
| Big Self-Supervised Models Advance Medical Image Classification | Jan 13, 2021 | ClassificationContrastive Learning | CodeCode Available | 1 | 5 |
