| Multimodal Whole Slide Foundation Model for Pathology | Nov 29, 2024 | Cross-Modal Retrievalmodel | CodeCode Available | 4 | 5 |
| A deep learning framework for efficient pathology image analysis | Feb 18, 2025 | BenchmarkingDeep Learning | CodeCode Available | 4 | 5 |
| A Multimodal Vision Foundation Model for Clinical Dermatology | Oct 19, 2024 | DiagnosticLesion Segmentation | CodeCode Available | 2 | 5 |
| Interpretable Vision-Language Survival Analysis with Ordinal Inductive Bias for Computational Pathology | Sep 14, 2024 | Inductive BiasPrognosis | CodeCode Available | 2 | 5 |
| WSI-VQA: Interpreting Whole Slide Images by Generative Visual Question Answering | Jul 8, 2024 | DiagnosticGenerative Visual Question Answering | CodeCode Available | 2 | 5 |
| Path-RAG: Knowledge-Guided Key Region Retrieval for Open-ended Pathology Visual Question Answering | Nov 26, 2024 | PrognosisQuestion Answering | CodeCode Available | 2 | 5 |
| Brain-JEPA: Brain Dynamics Foundation Model with Gradient Positioning and Spatiotemporal Masking | Sep 28, 2024 | Prognosis | CodeCode Available | 2 | 5 |
| Unleashing the Power of Multi-Task Learning: A Comprehensive Survey Spanning Traditional, Deep, and Pretrained Foundation Model Eras | Apr 29, 2024 | Multi-Task LearningPrognosis | CodeCode Available | 2 | 5 |
| Revisiting End-to-End Learning with Slide-level Supervision in Computational Pathology | Jun 3, 2025 | Multiple Instance LearningPrognosis | CodeCode Available | 2 | 5 |
| Feature Re-Embedding: Towards Foundation Model-Level Performance in Computational Pathology | Feb 27, 2024 | Multiple Instance LearningPrognosis | CodeCode Available | 2 | 5 |
| DrFuse: Learning Disentangled Representation for Clinical Multi-Modal Fusion with Missing Modality and Modal Inconsistency | Mar 10, 2024 | PredictionPrognosis | CodeCode Available | 2 | 5 |
| GCS-ICHNet: Assessment of Intracerebral Hemorrhage Prognosis using Self-Attention with Domain Knowledge Integration | Nov 8, 2023 | ManagementPrognosis | CodeCode Available | 1 | 5 |
| Hierarchical Bayesian Regression for Multi-Site Normative Modeling of Neuroimaging Data | May 25, 2020 | Prognosisregression | CodeCode Available | 1 | 5 |
| Harnessing the power of longitudinal medical imaging for eye disease prognosis using Transformer-based sequence modeling | May 14, 2024 | image-classificationImage Classification | CodeCode Available | 1 | 5 |
| Extending nn-UNet for brain tumor segmentation | Dec 9, 2021 | Brain Tumor SegmentationDecoder | CodeCode Available | 1 | 5 |
| Exploring Transfer Learning in Medical Image Segmentation using Vision-Language Models | Aug 15, 2023 | Image SegmentationMedical Image Segmentation | CodeCode Available | 1 | 5 |
| Fibro-CoSANet: Pulmonary Fibrosis Prognosis Prediction using a Convolutional Self Attention Network | Apr 13, 2021 | Prognosis | CodeCode Available | 1 | 5 |
| Hierarchical Graph Representations in Digital Pathology | Feb 22, 2021 | Graph Neural NetworkPrognosis | CodeCode Available | 1 | 5 |
| Automatic segmentation with detection of local segmentation failures in cardiac MRI | Nov 13, 2020 | PrognosisSegmentation | CodeCode Available | 1 | 5 |
| DRIM: Learning Disentangled Representations from Incomplete Multimodal Healthcare Data | Sep 25, 2024 | Contrastive LearningPrognosis | CodeCode Available | 1 | 5 |
| CLIMAT: Clinically-Inspired Multi-Agent Transformers for Knee Osteoarthritis Trajectory Forecasting | Apr 8, 2021 | Decision MakingDiagnostic | CodeCode Available | 1 | 5 |
| Disease Progression Timeline Estimation for Alzheimer's Disease using Discriminative Event Based Modeling | Aug 10, 2018 | Prognosis | CodeCode Available | 1 | 5 |
| Ensemble CNN Networks for GBM Tumors Segmentation using Multi-parametric MRI | Dec 13, 2021 | Brain Tumor SegmentationImage Segmentation | CodeCode Available | 1 | 5 |
| Exploring Kinetic Curves Features for the Classification of Benign and Malignant Breast Lesions in DCE-MRI | Apr 22, 2024 | Prognosis | CodeCode Available | 1 | 5 |
| A Survey of Medical Vision-and-Language Applications and Their Techniques | Nov 19, 2024 | Decision MakingDiagnostic | CodeCode Available | 1 | 5 |
| Fast and Scalable Image Search For Histology | Jul 28, 2021 | Image RetrievalPrognosis | CodeCode Available | 1 | 5 |
| Deep Recurrent Model for Individualized Prediction of Alzheimer's Disease Progression | May 6, 2020 | ImputationMissing Values | CodeCode Available | 1 | 5 |
| Fleet Prognosis with Physics-informed Recurrent Neural Networks | Jan 16, 2019 | Graph RegressionGraph-to-Sequence | CodeCode Available | 1 | 5 |
| A Comparative Study for Time-to-Event Analysis and Survival Prediction for Heart Failure Condition using Machine Learning Techniques | Jul 25, 2022 | PrognosisSurvival Analysis | CodeCode Available | 1 | 5 |
| Generating crossmodal gene expression from cancer histopathology improves multimodal AI predictions | Feb 1, 2025 | Prognosis | CodeCode Available | 1 | 5 |
| Dynamic Gradient Sparsification Training for Few-Shot Fine-tuning of CT Lymph Node Segmentation Foundation Model | Mar 2, 2025 | PrognosisSegmentation | CodeCode Available | 1 | 5 |
| An Explainable Deep Framework: Towards Task-Specific Fusion for Multi-to-One MRI Synthesis | Jul 3, 2023 | BraTS2021Prognosis | CodeCode Available | 1 | 5 |
| CSAW-M: An Ordinal Classification Dataset for Benchmarking Mammographic Masking of Cancer | Dec 2, 2021 | BenchmarkingOrdinal Classification | CodeCode Available | 1 | 5 |
| An artificial intelligence system for predicting the deterioration of COVID-19 patients in the emergency department | Aug 4, 2020 | COVID-19 DiagnosisDecision Making | CodeCode Available | 1 | 5 |
| Cutting-edge 3D Medical Image Segmentation Methods in 2020: Are Happy Families All Alike? | Jan 1, 2021 | AllImage Segmentation | CodeCode Available | 1 | 5 |
| Deep Biological Pathway Informed Pathology-Genomic Multimodal Survival Prediction | Jan 6, 2023 | PrognosisSurvival Prediction | CodeCode Available | 1 | 5 |
| AdvMIL: Adversarial Multiple Instance Learning for the Survival Analysis on Whole-Slide Images | Dec 13, 2022 | Multiple Instance LearningPrognosis | CodeCode Available | 1 | 5 |
| An Ensemble Approach for Patient Prognosis of Head and Neck Tumor Using Multimodal Data | Feb 25, 2022 | Prognosis | CodeCode Available | 1 | 5 |
| A Radiogenomics Pipeline for Lung Nodules Segmentation and Prediction of EGFR Mutation Status from CT Scans | Nov 12, 2022 | Prognosis | CodeCode Available | 1 | 5 |
| AeroPath: An airway segmentation benchmark dataset with challenging pathology | Nov 2, 2023 | AnatomyPrognosis | CodeCode Available | 1 | 5 |
| A Robust Ensemble Algorithm for Ischemic Stroke Lesion Segmentation: Generalizability and Clinical Utility Beyond the ISLES Challenge | Mar 28, 2024 | Ischemic Stroke Lesion SegmentationLesion Detection | CodeCode Available | 1 | 5 |
| AutoPrognosis: Automated Clinical Prognostic Modeling via Bayesian Optimization with Structured Kernel Learning | Feb 20, 2018 | Bayesian OptimizationDiagnostic | CodeCode Available | 1 | 5 |
| A Generalized Deep Learning Framework for Whole-Slide Image Segmentation and Analysis | Jan 1, 2020 | Image SegmentationLesion Detection | CodeCode Available | 1 | 5 |
| COVID-19 Prognosis via Self-Supervised Representation Learning and Multi-Image Prediction | Jan 13, 2021 | PrognosisRepresentation Learning | CodeCode Available | 1 | 5 |
| A Large-scale Multi Domain Leukemia Dataset for the White Blood Cells Detection with Morphological Attributes for Explainability | May 17, 2024 | AttributeDomain Adaptation | CodeCode Available | 1 | 5 |
| DLBCL-Morph: Morphological features computed using deep learning for an annotated digital DLBCL image set | Sep 17, 2020 | MORPHPrognosis | CodeCode Available | 1 | 5 |
| COVIDx-US -- An open-access benchmark dataset of ultrasound imaging data for AI-driven COVID-19 analytics | Mar 18, 2021 | Prognosis | CodeCode Available | 1 | 5 |
| Clinically-Inspired Multi-Agent Transformers for Disease Trajectory Forecasting from Multimodal Data | Oct 25, 2022 | Decision MakingDisease Trajectory Forecasting | CodeCode Available | 1 | 5 |
| Beyond the Snapshot: Brain Tokenized Graph Transformer for Longitudinal Brain Functional Connectome Embedding | Jul 3, 2023 | Prognosis | CodeCode Available | 1 | 5 |
| Context-aware Health Event Prediction via Transition Functions on Dynamic Disease Graphs | Dec 9, 2021 | Prognosis | CodeCode Available | 1 | 5 |
