| A deep learning framework for efficient pathology image analysis | Feb 18, 2025 | BenchmarkingDeep Learning | CodeCode Available | 4 |
| Multimodal Whole Slide Foundation Model for Pathology | Nov 29, 2024 | Cross-Modal Retrievalmodel | CodeCode Available | 4 |
| Revisiting End-to-End Learning with Slide-level Supervision in Computational Pathology | Jun 3, 2025 | Multiple Instance LearningPrognosis | CodeCode Available | 2 |
| Path-RAG: Knowledge-Guided Key Region Retrieval for Open-ended Pathology Visual Question Answering | Nov 26, 2024 | PrognosisQuestion Answering | CodeCode Available | 2 |
| A Multimodal Vision Foundation Model for Clinical Dermatology | Oct 19, 2024 | DiagnosticLesion Segmentation | CodeCode Available | 2 |
| Brain-JEPA: Brain Dynamics Foundation Model with Gradient Positioning and Spatiotemporal Masking | Sep 28, 2024 | Prognosis | CodeCode Available | 2 |
| Interpretable Vision-Language Survival Analysis with Ordinal Inductive Bias for Computational Pathology | Sep 14, 2024 | Inductive BiasPrognosis | CodeCode Available | 2 |
| WSI-VQA: Interpreting Whole Slide Images by Generative Visual Question Answering | Jul 8, 2024 | DiagnosticGenerative Visual Question Answering | CodeCode Available | 2 |
| 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 |
| DrFuse: Learning Disentangled Representation for Clinical Multi-Modal Fusion with Missing Modality and Modal Inconsistency | Mar 10, 2024 | PredictionPrognosis | CodeCode Available | 2 |
| Feature Re-Embedding: Towards Foundation Model-Level Performance in Computational Pathology | Feb 27, 2024 | Multiple Instance LearningPrognosis | CodeCode Available | 2 |
| MiCo: Multiple Instance Learning with Context-Aware Clustering for Whole Slide Image Analysis | Jun 22, 2025 | ClusteringMultiple Instance Learning | CodeCode Available | 1 |
| Towards Accurate and Interpretable Neuroblastoma Diagnosis via Contrastive Multi-scale Pathological Image Analysis | Apr 18, 2025 | Contrastive LearningDiagnostic | CodeCode Available | 1 |
| Predicting Survivability of Cancer Patients with Metastatic Patterns Using Explainable AI | Apr 7, 2025 | PrognosisSurvival Analysis | CodeCode Available | 1 |
| Dynamic Gradient Sparsification Training for Few-Shot Fine-tuning of CT Lymph Node Segmentation Foundation Model | Mar 2, 2025 | PrognosisSegmentation | CodeCode Available | 1 |
| HistoSmith: Single-Stage Histology Image-Label Generation via Conditional Latent Diffusion for Enhanced Cell Segmentation and Classification | Feb 12, 2025 | Cell SegmentationImage Generation | CodeCode Available | 1 |
| Joint Modelling Histology and Molecular Markers for Cancer Classification | Feb 11, 2025 | Cancer ClassificationPrognosis | CodeCode Available | 1 |
| Generating crossmodal gene expression from cancer histopathology improves multimodal AI predictions | Feb 1, 2025 | Prognosis | CodeCode Available | 1 |
| Tackling Small Sample Survival Analysis via Transfer Learning: A Study of Colorectal Cancer Prognosis | Jan 21, 2025 | PrognosisSurvival Analysis | CodeCode Available | 1 |
| A Survey of Medical Vision-and-Language Applications and Their Techniques | Nov 19, 2024 | Decision MakingDiagnostic | CodeCode Available | 1 |
| DRIM: Learning Disentangled Representations from Incomplete Multimodal Healthcare Data | Sep 25, 2024 | Contrastive LearningPrognosis | CodeCode Available | 1 |
| Multimodal Cross-Task Interaction for Survival Analysis in Whole Slide Pathological Images | Jun 25, 2024 | PrognosisSurvival Analysis | CodeCode Available | 1 |
| 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 |
| 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 |
| Exploring Kinetic Curves Features for the Classification of Benign and Malignant Breast Lesions in DCE-MRI | Apr 22, 2024 | Prognosis | CodeCode Available | 1 |
| 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 |
| Histo-Genomic Knowledge Distillation For Cancer Prognosis From Histopathology Whole Slide Images | Mar 15, 2024 | BenchmarkingKnowledge Distillation | CodeCode Available | 1 |
| PHMD: An easy data access tool for prognosis and health management datasets | Jan 22, 2024 | Anomaly DetectionFault Detection | 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 |
| Hunting imaging biomarkers in pulmonary fibrosis: Benchmarks of the AIIB23 challenge | Dec 21, 2023 | Mortality PredictionPrognosis | CodeCode Available | 1 |
| SegRap2023: A Benchmark of Organs-at-Risk and Gross Tumor Volume Segmentation for Radiotherapy Planning of Nasopharyngeal Carcinoma | Dec 15, 2023 | Computed Tomography (CT)Image Segmentation | CodeCode Available | 1 |
| MEDPSeg: Hierarchical polymorphic multitask learning for the segmentation of ground-glass opacities, consolidation, and pulmonary structures on computed tomography | Dec 4, 2023 | AnatomyComputed Tomography (CT) | CodeCode Available | 1 |
| GCS-ICHNet: Assessment of Intracerebral Hemorrhage Prognosis using Self-Attention with Domain Knowledge Integration | Nov 8, 2023 | ManagementPrognosis | CodeCode Available | 1 |
| AeroPath: An airway segmentation benchmark dataset with challenging pathology | Nov 2, 2023 | AnatomyPrognosis | CodeCode Available | 1 |
| VisionFM: a Multi-Modal Multi-Task Vision Foundation Model for Generalist Ophthalmic Artificial Intelligence | Oct 8, 2023 | Disease PredictionPrognosis | CodeCode Available | 1 |
| PIE: Simulating Disease Progression via Progressive Image Editing | Sep 21, 2023 | Prognosis | CodeCode Available | 1 |
| HIGT: Hierarchical Interaction Graph-Transformer for Whole Slide Image Analysis | Sep 14, 2023 | Graph Neural NetworkPrognosis | CodeCode Available | 1 |
| ConSlide: Asynchronous Hierarchical Interaction Transformer with Breakup-Reorganize Rehearsal for Continual Whole Slide Image Analysis | Aug 25, 2023 | Continual LearningPrognosis | 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 |
| Exploring Transfer Learning in Medical Image Segmentation using Vision-Language Models | Aug 15, 2023 | Image SegmentationMedical Image Segmentation | CodeCode Available | 1 |
| Weakly Supervised AI for Efficient Analysis of 3D Pathology Samples | Jul 27, 2023 | MambaMultiple Instance Learning | CodeCode Available | 1 |
| Morphology-inspired Unsupervised Gland Segmentation via Selective Semantic Grouping | Jul 22, 2023 | PrognosisSegmentation | CodeCode Available | 1 |
| Beyond the Snapshot: Brain Tokenized Graph Transformer for Longitudinal Brain Functional Connectome Embedding | Jul 3, 2023 | Prognosis | CodeCode Available | 1 |
| An Explainable Deep Framework: Towards Task-Specific Fusion for Multi-to-One MRI Synthesis | Jul 3, 2023 | BraTS2021Prognosis | 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 |
| Markerless Motion Tracking with Noisy Video and IMU Data | May 12, 2023 | Prognosis | CodeCode Available | 1 |
| Raidionics: an open software for pre- and postoperative central nervous system tumor segmentation and standardized reporting | Apr 28, 2023 | PrognosisSegmentation | CodeCode Available | 1 |
| Modeling Dense Multimodal Interactions Between Biological Pathways and Histology for Survival Prediction | Apr 13, 2023 | PrognosisSurvival Prediction | CodeCode Available | 1 |
| MEDIMP: 3D Medical Images with clinical Prompts from limited tabular data for renal transplantation | Mar 22, 2023 | Contrastive LearningPrognosis | CodeCode Available | 1 |
| SE(3) symmetry lets graph neural networks learn arterial velocity estimation from small datasets | Feb 17, 2023 | Prognosis | CodeCode Available | 1 |