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| Deep Learning for ECG Analysis: Benchmarks and Insights from PTB-XL | Apr 28, 2020 | AllBenchmarking | CodeCode Available | 1 | 5 |
| Deep Learning for Automatic Pneumonia Detection | May 28, 2020 | Deep LearningDiagnostic | CodeCode Available | 1 | 5 |
| Deep MRI Reconstruction with Radial Subsampling | Aug 17, 2021 | compressed sensingDiagnostic | CodeCode Available | 1 | 5 |
| Deep Hypergraph U-Net for Brain Graph Embedding and Classification | Aug 30, 2020 | ClassificationDiagnostic | CodeCode Available | 1 | 5 |
| A Novel Approach for detecting Normal, COVID-19 and Pneumonia patient using only binary classifications from chest CT-Scans | Mar 28, 2022 | COVID-19 DiagnosisDiagnostic | CodeCode Available | 1 | 5 |
| Deep Learning-based Computational Pathology Predicts Origins for Cancers of Unknown Primary | Jun 24, 2020 | Diagnosticwhole slide images | CodeCode Available | 1 | 5 |
| Deep Multimodal Guidance for Medical Image Classification | Mar 10, 2022 | Brain Tumor ClassificationClassification | CodeCode Available | 1 | 5 |
| DeepFilter: an ECG baseline wander removal filter using deep learning techniques | Jan 9, 2021 | DiagnosticECG Denoising | CodeCode Available | 1 | 5 |
| Self-Supervised Pre-Training with Contrastive and Masked Autoencoder Methods for Dealing with Small Datasets in Deep Learning for Medical Imaging | Aug 12, 2023 | Contrastive LearningDiagnostic | CodeCode Available | 1 | 5 |
| AngioMoCo: Learning-based Motion Correction in Cerebral Digital Subtraction Angiography | Oct 9, 2023 | Diagnostic | CodeCode Available | 1 | 5 |
| Deep Anatomical Federated Network (Dafne): An open client-server framework for the continuous, collaborative improvement of deep learning-based medical image segmentation | Feb 13, 2023 | DiagnosticImage Segmentation | CodeCode Available | 1 | 5 |
| Deep Generative Classification of Blood Cell Morphology | Aug 16, 2024 | Anomaly DetectionClassification | CodeCode Available | 1 | 5 |
| CXR-LLAVA: a multimodal large language model for interpreting chest X-ray images | Oct 22, 2023 | DiagnosticLanguage Modeling | CodeCode Available | 1 | 5 |
| DeepDRR -- A Catalyst for Machine Learning in Fluoroscopy-guided Procedures | Mar 22, 2018 | Anatomical Landmark DetectionBIG-bench Machine Learning | CodeCode Available | 1 | 5 |
| CT-Mamba: A Hybrid Convolutional State Space Model for Low-Dose CT Denoising | Nov 12, 2024 | DenoisingDiagnostic | CodeCode Available | 1 | 5 |
| An Attention-based Multi-Scale Feature Learning Network for Multimodal Medical Image Fusion | Dec 9, 2022 | Diagnostic | CodeCode Available | 1 | 5 |
| A Non-Invasive Interpretable NAFLD Diagnostic Method Combining TCM Tongue Features | Sep 6, 2023 | Diagnosticfeature selection | CodeCode Available | 1 | 5 |
| A Regularization Method to Improve Adversarial Robustness of Neural Networks for ECG Signal Classification | Oct 19, 2021 | Adversarial RobustnessClassification | CodeCode Available | 1 | 5 |
| A Deep Learning Approach for COVID-19 & Viral Pneumonia Screening with X-ray Images | Jan 2, 2021 | Diagnostic | CodeCode Available | 1 | 5 |
| Deep Learning-based Frozen Section to FFPE Translation | Jul 25, 2021 | Decision MakingDeep Learning | CodeCode Available | 1 | 5 |
| Deep Learning-Based Quantification of Pulmonary Hemosiderophages in Cytology Slides | Aug 12, 2019 | Deep LearningDiagnostic | CodeCode Available | 1 | 5 |
| Anatomy-guided Multimodal Registration by Learning Segmentation without Ground Truth: Application to Intraprocedural CBCT/MR Liver Segmentation and Registration | Apr 14, 2021 | AnatomyDiagnostic | CodeCode Available | 1 | 5 |
| Deep Learning for Detecting and Early Predicting Chronic Obstructive Pulmonary Disease from Spirogram Time Series | May 6, 2024 | DiagnosticTime Series | CodeCode Available | 1 | 5 |
| Are Natural Language Inference Models IMPPRESsive? Learning IMPlicature and PRESupposition | Apr 7, 2020 | DiagnosticImplicatures | CodeCode Available | 1 | 5 |
| Deep Reinforcement Learning for Cost-Effective Medical Diagnosis | Feb 20, 2023 | Anomaly DetectionDeep Reinforcement Learning | CodeCode Available | 1 | 5 |
| DEMETR: Diagnosing Evaluation Metrics for Translation | Oct 25, 2022 | DiagnosticMachine Translation | CodeCode Available | 1 | 5 |
| Are Vision Language Models Ready for Clinical Diagnosis? A 3D Medical Benchmark for Tumor-centric Visual Question Answering | May 25, 2025 | AnatomyBenchmarking | CodeCode Available | 1 | 5 |
| Artificial Intelligence Distinguishes COVID-19 from Community Acquired Pneumonia on Chest CT | Feb 19, 2020 | COVID-19 Image SegmentationDiagnostic | CodeCode Available | 1 | 5 |
| Artificial-intelligence-based molecular classification of diffuse gliomas using rapid, label-free optical imaging | Mar 23, 2023 | DiagnosticManagement | CodeCode Available | 1 | 5 |
| DERAIL: Diagnostic Environments for Reward And Imitation Learning | Dec 2, 2020 | DiagnosticImitation Learning | CodeCode Available | 1 | 5 |
| Cross Modality 3D Navigation Using Reinforcement Learning and Neural Style Transfer | Nov 5, 2021 | Computed Tomography (CT)Diagnostic | CodeCode Available | 1 | 5 |
| Data Efficient and Weakly Supervised Computational Pathology on Whole Slide Images | Apr 20, 2020 | ClusteringDiagnostic | CodeCode Available | 1 | 5 |
| DeepGleason: a System for Automated Gleason Grading of Prostate Cancer using Deep Neural Networks | Mar 25, 2024 | Diagnosticimage-classification | CodeCode Available | 1 | 5 |
| DiffuSETS: 12-lead ECG Generation Conditioned on Clinical Text Reports and Patient-Specific Information | Jan 10, 2025 | BenchmarkingData Augmentation | CodeCode Available | 1 | 5 |
| Diffusion-based Counterfactual Augmentation: Towards Robust and Interpretable Knee Osteoarthritis Grading | Jun 18, 2025 | Clinical Knowledgecounterfactual | CodeCode Available | 1 | 5 |
| CLIMAT: Clinically-Inspired Multi-Agent Transformers for Knee Osteoarthritis Trajectory Forecasting | Apr 8, 2021 | Decision MakingDiagnostic | CodeCode Available | 1 | 5 |
| 3MDBench: Medical Multimodal Multi-agent Dialogue Benchmark | Mar 26, 2025 | DiagnosticMultimodal Reasoning | CodeCode Available | 1 | 5 |
| Dr. Tongue: Sign-Oriented Multi-label Detection for Remote Tongue Diagnosis | Jan 6, 2025 | AttributeDiagnostic | CodeCode Available | 1 | 5 |
| Analyzing Modality Robustness in Multimodal Sentiment Analysis | May 30, 2022 | DiagnosticMultimodal Sentiment Analysis | CodeCode Available | 1 | 5 |
| Comprehensive analysis of gene expression profiles to radiation exposure reveals molecular signatures of low-dose radiation response | Jan 3, 2023 | Diagnostic | CodeCode Available | 1 | 5 |
| Collaborative Unsupervised Domain Adaptation for Medical Image Diagnosis | Jul 5, 2020 | DiagnosticDomain Adaptation | CodeCode Available | 1 | 5 |
| Collaborative Unsupervised Domain Adaptation for Medical Image Diagnosis | Nov 17, 2019 | DiagnosticDomain Adaptation | CodeCode Available | 1 | 5 |
| Collecting a Large-Scale Gender Bias Dataset for Coreference Resolution and Machine Translation | Sep 8, 2021 | coreference-resolutionCoreference Resolution | CodeCode Available | 1 | 5 |
| Dual-Branch Squeeze-Fusion-Excitation Module for Cross-Modality Registration of Cardiac SPECT and CT | Jun 10, 2022 | Computed Tomography (CT)Diagnostic | CodeCode Available | 1 | 5 |
| Dual-Branch Subpixel-Guided Network for Hyperspectral Image Classification | Dec 5, 2024 | ClassificationDiagnostic | CodeCode Available | 1 | 5 |
| Counterfactual Samples Synthesizing and Training for Robust Visual Question Answering | Oct 3, 2021 | counterfactualDiagnostic | CodeCode Available | 1 | 5 |
| Attention-aware non-rigid image registration for accelerated MR imaging | Apr 26, 2024 | DiagnosticImage Registration | CodeCode Available | 1 | 5 |
| An Active Contour Model Using Matched Filter and Hessian Matrix for Retinal Vessels Segmentation | Jan 27, 2022 | DiagnosticImage Segmentation | CodeCode Available | 1 | 5 |
| Anatomical and Diagnostic Bayesian Segmentation in Prostate MRI -Should Different Clinical Objectives Mandate Different Loss Functions? | Oct 25, 2021 | AnatomyDiagnostic | CodeCode Available | 1 | 5 |
