| Explainable AI for computational pathology identifies model limitations and tissue biomarkers | Sep 4, 2024 | Bias Detectioncounterfactual | CodeCode Available | 1 |
| Mamba2MIL: State Space Duality Based Multiple Instance Learning for Computational Pathology | Aug 27, 2024 | feature selectionMultiple Instance Learning | CodeCode Available | 1 |
| MSCPT: Few-shot Whole Slide Image Classification with Multi-scale and Context-focused Prompt Tuning | Aug 21, 2024 | image-classificationImage Classification | CodeCode Available | 1 |
| EXAONEPath 1.0 Patch-level Foundation Model for Pathology | Aug 1, 2024 | modelSelf-Supervised Learning | CodeCode Available | 1 |
| Contextual unsupervised deep clustering in digital pathology | Jul 24, 2024 | ClusteringDeep Clustering | CodeCode Available | 1 |
| M4: Multi-Proxy Multi-Gate Mixture of Experts Network for Multiple Instance Learning in Histopathology Image Analysis | Jul 24, 2024 | Mixture-of-ExpertsMultiple Instance Learning | CodeCode Available | 1 |
| Large-vocabulary forensic pathological analyses via prototypical cross-modal contrastive learning | Jul 20, 2024 | Contrastive LearningDiagnostic | CodeCode Available | 1 |
| Multimodal contrastive learning for spatial gene expression prediction using histology images | Jul 11, 2024 | Contrastive Learningwhole slide images | CodeCode Available | 1 |
| DSCENet: Dynamic Screening and Clinical-Enhanced Multimodal Fusion for MPNs Subtype Classification | Jul 11, 2024 | Diagnosticwhole slide images | CodeCode Available | 1 |
| Benchmarking Embedding Aggregation Methods in Computational Pathology: A Clinical Data Perspective | Jul 10, 2024 | BenchmarkingDiagnostic | CodeCode Available | 1 |
| Multimodal Cross-Task Interaction for Survival Analysis in Whole Slide Pathological Images | Jun 25, 2024 | PrognosisSurvival Analysis | CodeCode Available | 1 |
| MoME: Mixture of Multimodal Experts for Cancer Survival Prediction | Jun 14, 2024 | Survival AnalysisSurvival Prediction | CodeCode Available | 1 |
| Combining Graph Neural Network and Mamba to Capture Local and Global Tissue Spatial Relationships in Whole Slide Images | Jun 5, 2024 | Graph Neural NetworkMamba | CodeCode Available | 1 |
| A Comprehensive Evaluation of Histopathology Foundation Models for Ovarian Cancer Subtype Classification | May 16, 2024 | Multiple Instance Learningwhole slide images | CodeCode Available | 1 |
| Multi-Scale Heterogeneity-Aware Hypergraph Representation for Histopathology Whole Slide Images | Apr 30, 2024 | Multiple Instance LearningSurvival Prediction | CodeCode Available | 1 |
| Knowledge-enhanced Visual-Language Pretraining for Computational Pathology | Apr 15, 2024 | Cross-Modal RetrievalLanguage Modeling | CodeCode Available | 1 |
| Multi-head Attention-based Deep Multiple Instance Learning | Apr 8, 2024 | DiversityMultiple Instance Learning | CodeCode Available | 1 |
| Histo-Genomic Knowledge Distillation For Cancer Prognosis From Histopathology Whole Slide Images | Mar 15, 2024 | BenchmarkingKnowledge Distillation | CodeCode Available | 1 |
| WSI-SAM: Multi-resolution Segment Anything Model (SAM) for histopathology whole-slide images | Mar 14, 2024 | DecoderSegmentation | CodeCode Available | 1 |
| StainFuser: Controlling Diffusion for Faster Neural Style Transfer in Multi-Gigapixel Histology Images | Mar 14, 2024 | Computational EfficiencyInstance Segmentation | CodeCode Available | 1 |
| Accurate Spatial Gene Expression Prediction by integrating Multi-resolution features | Mar 12, 2024 | whole slide images | CodeCode Available | 1 |
| MamMIL: Multiple Instance Learning for Whole Slide Images with State Space Models | Mar 8, 2024 | MambaMultiple Instance Learning | CodeCode Available | 1 |
| Tissue Cross-Section and Pen Marking Segmentation in Whole Slide Images | Jan 24, 2024 | Segmentationwhole slide images | CodeCode Available | 1 |
| SoftCTM: Cell detection by soft instance segmentation and consideration of cell-tissue interaction | Dec 19, 2023 | Cell DetectionInstance Segmentation | CodeCode Available | 1 |
| From Whole-slide Image to Biomarker Prediction: A Protocol for End-to-End Deep Learning in Computational Pathology | Dec 18, 2023 | Classificationwhole slide images | CodeCode Available | 1 |
| Point Transformer with Federated Learning for Predicting Breast Cancer HER2 Status from Hematoxylin and Eosin-Stained Whole Slide Images | Dec 11, 2023 | Federated Learningwhole slide images | CodeCode Available | 1 |
| Quilt-LLaVA: Visual Instruction Tuning by Extracting Localized Narratives from Open-Source Histopathology Videos | Dec 7, 2023 | DiagnosticImage Captioning | CodeCode Available | 1 |
| WsiCaption: Multiple Instance Generation of Pathology Reports for Gigapixel Whole-Slide Images | Nov 27, 2023 | Diagnosticwhole slide images | CodeCode Available | 1 |
| Immunohistochemistry guided segmentation of benign epithelial cells, in situ lesions, and invasive epithelial cells in breast cancer slides | Nov 22, 2023 | Data AugmentationDiagnostic | CodeCode Available | 1 |
| HEALNet: Multimodal Fusion for Heterogeneous Biomedical Data | Nov 15, 2023 | Multimodal Deep LearningSurvival Analysis | CodeCode Available | 1 |
| An Automated Pipeline for Tumour-Infiltrating Lymphocyte Scoring in Breast Cancer | Nov 10, 2023 | whole slide images | CodeCode Available | 1 |
| CPIA Dataset: A Comprehensive Pathological Image Analysis Dataset for Self-supervised Learning Pre-training | Oct 27, 2023 | Self-Supervised LearningTransfer Learning | CodeCode Available | 1 |
| Predicting Ovarian Cancer Treatment Response in Histopathology using Hierarchical Vision Transformers and Multiple Instance Learning | Oct 19, 2023 | Multiple Instance Learningwhole slide images | CodeCode Available | 1 |
| MUSTANG: Multi-Stain Self-Attention Graph Multiple Instance Learning Pipeline for Histopathology Whole Slide Images | Sep 19, 2023 | DiagnosticGraph Neural Network | CodeCode Available | 1 |
| Virchow: A Million-Slide Digital Pathology Foundation Model | Sep 14, 2023 | Breast Tumour ClassificationCancer Classification | CodeCode Available | 1 |
| HIGT: Hierarchical Interaction Graph-Transformer for Whole Slide Image Analysis | Sep 14, 2023 | Graph Neural NetworkPrognosis | CodeCode Available | 1 |
| CircleFormer: Circular Nuclei Detection in Whole Slide Images with Circle Queries and Attention | Aug 30, 2023 | DecoderMedical Image Analysis | CodeCode Available | 1 |
| PDL: Regularizing Multiple Instance Learning with Progressive Dropout Layers | Aug 19, 2023 | Multiple Instance LearningWeakly Supervised Classification | CodeCode Available | 1 |
| High-performance Data Management for Whole Slide Image Analysis in Digital Pathology | Aug 10, 2023 | CPUGPU | CodeCode Available | 1 |
| Artifact Restoration in Histology Images with Diffusion Probabilistic Models | Jul 26, 2023 | Denoisingwhole slide images | CodeCode Available | 1 |
| Pathology-and-genomics Multimodal Transformer for Survival Outcome Prediction | Jul 22, 2023 | Survival Predictionwhole slide images | CodeCode Available | 1 |
| CellGAN: Conditional Cervical Cell Synthesis for Augmenting Cytopathological Image Classification | Jul 12, 2023 | image-classificationImage Classification | CodeCode Available | 1 |
| Distill-SODA: Distilling Self-Supervised Vision Transformer for Source-Free Open-Set Domain Adaptation in Computational Pathology | Jul 10, 2023 | Data AugmentationDomain Adaptation | 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 |
| Structured State Space Models for Multiple Instance Learning in Digital Pathology | Jun 27, 2023 | Multiple Instance LearningState Space Models | 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 |
| Visual Language Pretrained Multiple Instance Zero-Shot Transfer for Histopathology Images | Jun 13, 2023 | DiagnosticMultiple Instance Learning | CodeCode Available | 1 |
| The ACROBAT 2022 Challenge: Automatic Registration Of Breast Cancer Tissue | May 29, 2023 | Diagnosticwhole slide images | CodeCode Available | 1 |
| An Accelerated Pipeline for Multi-label Renal Pathology Image Segmentation at the Whole Slide Image Level | May 23, 2023 | GPUImage Segmentation | CodeCode Available | 1 |
| CAMIL: Context-Aware Multiple Instance Learning for Cancer Detection and Subtyping in Whole Slide Images | May 9, 2023 | DiagnosticImage Classification | CodeCode Available | 1 |