| Multi-Modal Foundation Models for Computational Pathology: A Survey | Mar 12, 2025 | Surveywhole slide images | —Unverified | 0 |
| LSA: Latent Style Augmentation Towards Stain-Agnostic Cervical Cancer Screening | Mar 9, 2025 | whole slide images | CodeCode Available | 0 |
| Pathological Prior-Guided Multiple Instance Learning For Mitigating Catastrophic Forgetting in Breast Cancer Whole Slide Image Classification | Mar 8, 2025 | Continual LearningDiagnostic | —Unverified | 0 |
| UnPuzzle: A Unified Framework for Pathology Image Analysis | Mar 5, 2025 | BenchmarkingDiagnostic | CodeCode Available | 1 |
| PathRWKV: Enabling Whole Slide Prediction with Recurrent-Transformer | Mar 5, 2025 | Multiple Instance LearningMulti-Task Learning | —Unverified | 0 |
| Towards Effective and Efficient Context-aware Nucleus Detection in Histopathology Whole Slide Images | Mar 4, 2025 | Instance SegmentationSemantic Segmentation | CodeCode Available | 0 |
| CrossFusion: A Multi-Scale Cross-Attention Convolutional Fusion Model for Cancer Survival Prediction | Mar 3, 2025 | PrognosisSurvival Prediction | CodeCode Available | 0 |
| Explainable Classifier for Malignant Lymphoma Subtyping via Cell Graph and Image Fusion | Mar 2, 2025 | Mixture-of-Expertswhole slide images | —Unverified | 0 |
| Foundation Models -- A Panacea for Artificial Intelligence in Pathology? | Feb 28, 2025 | Multiple Instance Learningwhole slide images | —Unverified | 0 |
| "No negatives needed": weakly-supervised regression for interpretable tumor detection in whole-slide histopathology images | Feb 28, 2025 | Multiple Instance Learningregression | CodeCode Available | 0 |
| Fast and Accurate Gigapixel Pathological Image Classification with Hierarchical Distillation Multi-Instance Learning | Feb 28, 2025 | image-classificationImage Classification | CodeCode Available | 1 |
| Pathology Report Generation and Multimodal Representation Learning for Cutaneous Melanocytic Lesions | Feb 26, 2025 | Cross-Modal RetrievalLanguage Modeling | —Unverified | 0 |
| On the Importance of Text Preprocessing for Multimodal Representation Learning and Pathology Report Generation | Feb 26, 2025 | Cross-Modal RetrievalHallucination | —Unverified | 0 |
| A deep learning framework for efficient pathology image analysis | Feb 18, 2025 | BenchmarkingDeep Learning | CodeCode Available | 4 |
| PolyPath: Adapting a Large Multimodal Model for Multi-slide Pathology Report Generation | Feb 14, 2025 | DiagnosticMedical Report Generation | —Unverified | 0 |
| PathFinder: A Multi-Modal Multi-Agent System for Medical Diagnostic Decision-Making Applied to Histopathology | Feb 13, 2025 | Decision MakingDescriptive | —Unverified | 0 |
| Generalizable Cervical Cancer Screening via Large-scale Pretraining and Test-Time Adaptation | Feb 12, 2025 | SensitivityTest-time Adaptation | —Unverified | 0 |
| Joint Modelling Histology and Molecular Markers for Cancer Classification | Feb 11, 2025 | Cancer ClassificationPrognosis | CodeCode Available | 1 |
| KPIs 2024 Challenge: Advancing Glomerular Segmentation from Patch- to Slide-Level | Feb 11, 2025 | Image SegmentationSegmentation | CodeCode Available | 0 |
| CASC-AI: Consensus-aware Self-corrective AI Agents for Noise Cell Segmentation | Feb 11, 2025 | AI AgentCell Segmentation | CodeCode Available | 0 |
| SurGen: 1020 H&E-stained Whole Slide Images With Survival and Genetic Markers | Feb 7, 2025 | Diagnosticwhole slide images | CodeCode Available | 1 |
| Mind the Gap: Evaluating Patch Embeddings from General-Purpose and Histopathology Foundation Models for Cell Segmentation and Classification | Feb 4, 2025 | Cell SegmentationDecoder | CodeCode Available | 1 |
| Aggregation Schemes for Single-Vector WSI Representation Learning in Digital Pathology | Jan 29, 2025 | Representation Learningwhole slide images | —Unverified | 0 |
| Dynamic Hypergraph Representation for Bone Metastasis Cancer Analysis | Jan 28, 2025 | Multiple Instance Learningwhole slide images | —Unverified | 0 |
| Molecular-driven Foundation Model for Oncologic Pathology | Jan 28, 2025 | BenchmarkingDiagnostic | CodeCode Available | 4 |
| A Survey on Computational Pathology Foundation Models: Datasets, Adaptation Strategies, and Evaluation Tasks | Jan 27, 2025 | Contrastive LearningSelf-Supervised Learning | —Unverified | 0 |
| Z-Stack Scanning can Improve AI Detection of Mitosis: A Case Study of Meningiomas | Jan 27, 2025 | Mitosis Detectionwhole slide images | —Unverified | 0 |
| Efficient Self-Supervised Grading of Prostate Cancer Pathology | Jan 26, 2025 | Self-Supervised Learningwhole slide images | —Unverified | 0 |
| ECTIL: Label-efficient Computational Tumour Infiltrating Lymphocyte (TIL) assessment in breast cancer: Multicentre validation in 2,340 patients with breast cancer | Jan 24, 2025 | Diagnosticwhole slide images | CodeCode Available | 0 |
| Prior Knowledge Injection into Deep Learning Models Predicting Gene Expression from Whole Slide Images | Jan 23, 2025 | Prognosiswhole slide images | CodeCode Available | 0 |
| Deep Learning Based Segmentation of Blood Vessels from H&E Stained Oesophageal Adenocarcinoma Whole-Slide Images | Jan 21, 2025 | Segmentationwhole slide images | —Unverified | 0 |
| Scalable Whole Slide Image Representation Using K-Mean Clustering and Fisher Vector Aggregation | Jan 21, 2025 | ClusteringDiagnostic | —Unverified | 0 |
| CellOMaps: A Compact Representation for Robust Classification of Lung Adenocarcinoma Growth Patterns | Jan 14, 2025 | PrognosisRobust classification | —Unverified | 0 |
| Atlas: A Novel Pathology Foundation Model by Mayo Clinic, Charité, and Aignostics | Jan 9, 2025 | whole slide images | —Unverified | 0 |
| GRAPHITE: Graph-Based Interpretable Tissue Examination for Enhanced Explainability in Breast Cancer Histopathology | Jan 8, 2025 | DiagnosticGraph Attention | CodeCode Available | 0 |
| ICFNet: Integrated Cross-modal Fusion Network for Survival Prediction | Jan 6, 2025 | Decision MakingSurvival Prediction | CodeCode Available | 1 |
| Bridging Classification and Segmentation in Osteosarcoma Assessment via Foundation and Discrete Diffusion Models | Jan 3, 2025 | PrognosisSegmentation | CodeCode Available | 0 |
| Learning Heterogeneous Tissues with Mixture of Experts for Gigapixel Whole Slide Images | Jan 1, 2025 | Mixture-of-Expertswhole slide images | —Unverified | 0 |
| Robust Multimodal Survival Prediction with Conditional Latent Differentiation Variational AutoEncoder | Jan 1, 2025 | Survival Predictionwhole slide images | —Unverified | 0 |
| Implementing Trust in Non-Small Cell Lung Cancer Diagnosis with a Conformalized Uncertainty-Aware AI Framework in Whole-Slide Images | Dec 28, 2024 | Conformal PredictionFairness | CodeCode Available | 0 |
| From Pixels to Gigapixels: Bridging Local Inductive Bias and Long-Range Dependencies with Pixel-Mamba | Dec 21, 2024 | Computational EfficiencyDecision Making | —Unverified | 0 |
| From Histopathology Images to Cell Clouds: Learning Slide Representations with Hierarchical Cell Transformer | Dec 21, 2024 | Survival Predictionwhole slide images | —Unverified | 0 |
| Promptable Representation Distribution Learning and Data Augmentation for Gigapixel Histopathology WSI Analysis | Dec 19, 2024 | Data AugmentationMultiple Instance Learning | CodeCode Available | 0 |
| Summary of Point Transformer with Federated Learning for Predicting Breast Cancer HER2 Status from Hematoxylin and Eosin-Stained Whole Slide Images | Dec 19, 2024 | Federated Learningwhole slide images | —Unverified | 0 |
| Diagnosising Helicobacter pylori using AutoEncoders and Limited Annotations through Anomalous Staining Patterns in IHC Whole Slide Images | Dec 18, 2024 | Specificitywhole slide images | CodeCode Available | 0 |
| A Knowledge-enhanced Pathology Vision-language Foundation Model for Cancer Diagnosis | Dec 17, 2024 | DiagnosticSpecificity | CodeCode Available | 1 |
| Unlocking the Potential of Digital Pathology: Novel Baselines for Compression | Dec 17, 2024 | whole slide images | —Unverified | 0 |
| Are the Latent Representations of Foundation Models for Pathology Invariant to Rotation? | Dec 16, 2024 | Inductive Biaswhole slide images | CodeCode Available | 0 |
| Efficient and Comprehensive Feature Extraction in Large Vision-Language Model for Pathology Analysis | Dec 12, 2024 | DiagnosticLanguage Modeling | —Unverified | 0 |
| Enhancing Whole Slide Image Classification through Supervised Contrastive Domain Adaptation | Dec 5, 2024 | Contrastive LearningDomain Adaptation | —Unverified | 0 |