| Molecular-driven Foundation Model for Oncologic Pathology | Jan 28, 2025 | BenchmarkingDiagnostic | CodeCode Available | 4 |
| Towards A Generalizable Pathology Foundation Model via Unified Knowledge Distillation | Jul 26, 2024 | Knowledge DistillationQuestion Answering | CodeCode Available | 2 |
| Multimodal Prototyping for cancer survival prediction | Jun 28, 2024 | PredictionSurvival Prediction | CodeCode Available | 2 |
| Prototypical Information Bottlenecking and Disentangling for Multimodal Cancer Survival Prediction | Jan 3, 2024 | DisentanglementSurvival Prediction | CodeCode Available | 2 |
| WSI-VQA: Interpreting Whole Slide Images by Generative Visual Question Answering | Jul 8, 2024 | DiagnosticGenerative Visual Question Answering | CodeCode Available | 2 |
| Multi-Modal Mamba Modeling for Survival Prediction (M4Survive): Adapting Joint Foundation Model Representations | Mar 13, 2025 | Computational EfficiencyMamba | CodeCode Available | 2 |
| Scaling Vision Transformers to Gigapixel Images via Hierarchical Self-Supervised Learning | Jun 6, 2022 | Self-Supervised LearningSurvival Prediction | CodeCode Available | 2 |
| XBNet : An Extremely Boosted Neural Network | Jun 9, 2021 | Anomaly DetectionBreast Cancer Detection | CodeCode Available | 1 |
| TMSS: An End-to-End Transformer-based Multimodal Network for Segmentation and Survival Prediction | Sep 12, 2022 | Multimodal Deep LearningPrognosis | CodeCode Available | 1 |
| Whole Slide Images are 2D Point Clouds: Context-Aware Survival Prediction using Patch-based Graph Convolutional Networks | Jul 27, 2021 | Survival Predictionwhole slide images | CodeCode Available | 1 |
| A Data-Efficient Pan-Tumor Foundation Model for Oncology CT Interpretation | Feb 10, 2025 | Lesion SegmentationStructured Report Generation | CodeCode Available | 1 |
| Tumor Micro-environment Interactions Guided Graph Learning for Survival Analysis of Human Cancers from Whole-slide Pathological Images | Jan 1, 2024 | Graph AttentionGraph Embedding | CodeCode Available | 1 |
| Whole Slide Images based Cancer Survival Prediction using Attention Guided Deep Multiple Instance Learning Networks | Sep 23, 2020 | Deep AttentionMultiple Instance Learning | CodeCode Available | 1 |
| DeepHazard: neural network for time-varying risks | Jul 26, 2020 | Survival AnalysisSurvival Prediction | CodeCode Available | 1 |
| OmiEmbed: a unified multi-task deep learning framework for multi-omics data | Feb 3, 2021 | BIG-bench Machine LearningDecision Making | CodeCode Available | 1 |
| Multimodal Cross-Task Interaction for Survival Analysis in Whole Slide Pathological Images | Jun 25, 2024 | PrognosisSurvival Analysis | CodeCode Available | 1 |
| OTSurv: A Novel Multiple Instance Learning Framework for Survival Prediction with Heterogeneity-aware Optimal Transport | Jun 25, 2025 | Multiple Instance LearningSurvival Prediction | CodeCode Available | 1 |
| Interpretable, similarity-driven multi-view embeddings from high-dimensional biomedical data | Jun 11, 2020 | Survival PredictionVocal Bursts Intensity Prediction | CodeCode Available | 1 |
| Cross-Modal Translation and Alignment for Survival Analysis | Sep 22, 2023 | DecoderSurvival Analysis | CodeCode Available | 1 |
| Multimodal Co-Attention Transformer for Survival Prediction in Gigapixel Whole Slide Images | Jan 1, 2021 | AttributeMultiple Instance Learning | CodeCode Available | 1 |
| Multimodal Optimal Transport-based Co-Attention Transformer with Global Structure Consistency for Survival Prediction | Jun 14, 2023 | Survival AnalysisSurvival Prediction | CodeCode Available | 1 |
| Multi-Scale Heterogeneity-Aware Hypergraph Representation for Histopathology Whole Slide Images | Apr 30, 2024 | Multiple Instance LearningSurvival Prediction | CodeCode Available | 1 |
| ICFNet: Integrated Cross-modal Fusion Network for Survival Prediction | Jan 6, 2025 | Decision MakingSurvival Prediction | CodeCode Available | 1 |
| Robust Multimodal Survival Prediction with the Latent Differentiation Conditional Variational AutoEncoder | Mar 12, 2025 | Survival Predictionwhole slide images | CodeCode Available | 1 |
| Toward Conditional Distribution Calibration in Survival Prediction | Oct 27, 2024 | Conformal PredictionDecision Making | CodeCode Available | 1 |
| Merging-Diverging Hybrid Transformer Networks for Survival Prediction in Head and Neck Cancer | Jul 7, 2023 | DecoderPrediction | CodeCode Available | 1 |
| Explainable Deep Learning for Tumor Dynamic Modeling and Overall Survival Prediction using Neural-ODE | Aug 2, 2023 | Decision MakingDecoder | CodeCode Available | 1 |
| Deep Biological Pathway Informed Pathology-Genomic Multimodal Survival Prediction | Jan 6, 2023 | PrognosisSurvival Prediction | CodeCode Available | 1 |
| AMIGO: Sparse Multi-Modal Graph Transformer with Shared-Context Processing for Representation Learning of Giga-pixel Images | Mar 1, 2023 | Multiple Instance LearningRepresentation Learning | CodeCode Available | 1 |
| 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 |
| AdaMSS: Adaptive Multi-Modality Segmentation-to-Survival Learning for Survival Outcome Prediction from PET/CT Images | May 17, 2023 | Multi-Task LearningPrediction | CodeCode Available | 1 |
| Federated Learning for Computational Pathology on Gigapixel Whole Slide Images | Sep 21, 2020 | Deep LearningDiagnostic | CodeCode Available | 1 |
| DeepMTS: Deep Multi-task Learning for Survival Prediction in Patients with Advanced Nasopharyngeal Carcinoma using Pretreatment PET/CT | Sep 16, 2021 | Computed Tomography (CT)Multi-Task Learning | CodeCode Available | 1 |
| DRIM: Learning Disentangled Representations from Incomplete Multimodal Healthcare Data | Sep 25, 2024 | Contrastive LearningPrognosis | CodeCode Available | 1 |
| Beyond Cox Models: Assessing the Performance of Machine-Learning Methods in Non-Proportional Hazards and Non-Linear Survival Analysis | Apr 24, 2025 | Survival AnalysisSurvival Prediction | CodeCode Available | 1 |
| HVTSurv: Hierarchical Vision Transformer for Patient-Level Survival Prediction from Whole Slide Image | Jun 30, 2023 | Multiple Instance LearningSurvival Prediction | CodeCode Available | 1 |
| Brain Tumor Segmentation and Radiomics Survival Prediction: Contribution to the BRATS 2017 Challenge | Feb 28, 2018 | Brain Tumor SegmentationData Augmentation | CodeCode Available | 1 |
| Incorporating intratumoral heterogeneity into weakly-supervised deep learning models via variance pooling | Jun 17, 2022 | Survival Predictionwhole slide images | CodeCode Available | 1 |
| Modeling Dense Multimodal Interactions Between Biological Pathways and Histology for Survival Prediction | Apr 13, 2023 | PrognosisSurvival Prediction | CodeCode Available | 1 |
| Brain Tumor Segmentation and Survival Prediction using 3D Attention UNet | Apr 2, 2021 | Brain Tumor SegmentationDecoder | CodeCode Available | 1 |
| MoME: Mixture of Multimodal Experts for Cancer Survival Prediction | Jun 14, 2024 | Survival AnalysisSurvival Prediction | CodeCode Available | 1 |
| Multimodal Cancer Survival Analysis via Hypergraph Learning with Cross-Modality Rebalance | May 17, 2025 | Survival AnalysisSurvival Prediction | CodeCode Available | 1 |
| Cross-modality Attention-based Multimodal Fusion for Non-small Cell Lung Cancer (NSCLC) Patient Survival Prediction | Aug 18, 2023 | PrognosisSurvival Prediction | CodeCode Available | 1 |
| Pathology-and-genomics Multimodal Transformer for Survival Outcome Prediction | Jul 22, 2023 | Survival Predictionwhole slide images | CodeCode Available | 1 |
| Multimodal PET/CT Tumour Segmentation and Prediction of Progression-Free Survival using a Full-Scale UNet with Attention | Nov 6, 2021 | DecoderPrediction | CodeCode Available | 1 |
| Automatic Brain Tumour Segmentation and Biophysics-Guided Survival Prediction | Nov 19, 2019 | Image SegmentationMedical Image Segmentation | —Unverified | 0 |
| 3D Semantic Segmentation of Brain Tumor for Overall Survival Prediction | Aug 25, 2020 | 3D Semantic SegmentationDecoder | —Unverified | 0 |
| A Survey on Graph-Based Deep Learning for Computational Histopathology | Jul 1, 2021 | Deep Learninggraph construction | —Unverified | 0 |
| A Survey and Analysis on Automated Glioma Brain Tumor Segmentation and Overall Patient Survival Prediction | Jan 26, 2021 | Brain Tumor SegmentationSegmentation | —Unverified | 0 |
| A Machine Learning Challenge for Prognostic Modelling in Head and Neck Cancer Using Multi-modal Data | Jan 28, 2021 | BIG-bench Machine LearningPrognosis | —Unverified | 0 |