| Enhancing Network Initialization for Medical AI Models Using Large-Scale, Unlabeled Natural Images | Aug 15, 2023 | ClassificationDiagnostic | 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 |
| Evaluation of Complexity Measures for Deep Learning Generalization in Medical Image Analysis | Mar 4, 2021 | Deep LearningDomain Generalization | CodeCode Available | 1 |
| A Systematic Benchmarking Analysis of Transfer Learning for Medical Image Analysis | Aug 12, 2021 | BenchmarkingMedical Image Analysis | 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 |
| Decoupling Predictions in Distributed Learning for Multi-Center Left Atrial MRI Segmentation | Jun 10, 2022 | Medical Image AnalysisMRI segmentation | 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 |
| FACMIC: Federated Adaptative CLIP Model for Medical Image Classification | Oct 8, 2024 | Domain AdaptationFederated Learning | CodeCode Available | 1 |
| Embedded Prompt Tuning: Towards Enhanced Calibration of Pretrained Models for Medical Images | Jul 1, 2024 | Cross-Domain Few-Shotimage-classification | CodeCode Available | 1 |
| Bayesian Optimization Meets Self-Distillation | Apr 25, 2023 | Bayesian Optimizationimage-classification | CodeCode Available | 1 |
| Federated Modality-specific Encoders and Multimodal Anchors for Personalized Brain Tumor Segmentation | Mar 18, 2024 | Brain Tumor SegmentationFederated Learning | CodeCode Available | 1 |
| Federated Multi-organ Segmentation with Inconsistent Labels | Jun 14, 2022 | DecoderFederated Learning | CodeCode Available | 1 |
| FIBA: Frequency-Injection based Backdoor Attack in Medical Image Analysis | Dec 2, 2021 | Artifact DetectionBackdoor Attack | CodeCode Available | 1 |
| FluoroSAM: A Language-aligned Foundation Model for X-ray Image Segmentation | Mar 12, 2024 | DiagnosticImage Segmentation | CodeCode Available | 1 |
| Foreground-Background Separation through Concept Distillation from Generative Image Foundation Models | Jan 1, 2023 | Conditional Image GenerationImage Generation | CodeCode Available | 1 |
| Augmenting Chest X-ray Datasets with Non-Expert Annotations | Sep 5, 2023 | DiagnosticMedical Image Analysis | CodeCode Available | 1 |
| Aligning Medical Images with General Knowledge from Large Language Models | Aug 31, 2024 | General KnowledgeMedical Image Analysis | CodeCode Available | 1 |
| Guidelines and Evaluation of Clinical Explainable AI in Medical Image Analysis | Feb 16, 2022 | Computational EfficiencyExplainable artificial intelligence | 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 |
| 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 |
| ConceptCLIP: Towards Trustworthy Medical AI via Concept-Enhanced Contrastive Langauge-Image Pre-training | Jan 26, 2025 | ArticlesConcept Alignment | 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 |
| ConTEXTual Net: A Multimodal Vision-Language Model for Segmentation of Pneumothorax | Mar 2, 2023 | DescriptiveImage Captioning | CodeCode Available | 1 |
