| Human-machine Interactive Tissue Prototype Learning for Label-efficient Histopathology Image Segmentation | Nov 26, 2022 | Contrastive LearningImage Segmentation | 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 |
| ICFNet: Integrated Cross-modal Fusion Network for Survival Prediction | Jan 6, 2025 | Decision MakingSurvival Prediction | CodeCode Available | 1 |
| ImageBox3: No-Server Tile Serving to Traverse Whole Slide Images on the Web | Jul 4, 2022 | whole slide images | CodeCode Available | 1 |
| DTFD-MIL: Double-Tier Feature Distillation Multiple Instance Learning for Histopathology Whole Slide Image Classification | Mar 22, 2022 | image-classificationImage Classification | CodeCode Available | 1 |
| Cluster-to-Conquer: A Framework for End-to-End Multi-Instance Learning for Whole Slide Image Classification | Mar 19, 2021 | image-classificationImage Classification | CodeCode Available | 1 |
| Inference of captions from histopathological patches | Feb 7, 2022 | Diagnosticwhole slide images | CodeCode Available | 1 |
| Instance-based Vision Transformer for Subtyping of Papillary Renal Cell Carcinoma in Histopathological Image | Jun 23, 2021 | Vocal Bursts Type Predictionwhole slide images | CodeCode Available | 1 |
| Deep Learning-Based Quantification of Pulmonary Hemosiderophages in Cytology Slides | Aug 12, 2019 | Deep LearningDiagnostic | CodeCode Available | 1 |
| Accurate Spatial Gene Expression Prediction by integrating Multi-resolution features | Mar 12, 2024 | whole slide images | CodeCode Available | 1 |
| Label Cleaning Multiple Instance Learning: Refining Coarse Annotations on Single Whole-Slide Images | Sep 22, 2021 | Deep AttentionMultiple Instance Learning | CodeCode Available | 1 |
| Large-vocabulary forensic pathological analyses via prototypical cross-modal contrastive learning | Jul 20, 2024 | Contrastive LearningDiagnostic | CodeCode Available | 1 |
| DSCENet: Dynamic Screening and Clinical-Enhanced Multimodal Fusion for MPNs Subtype Classification | Jul 11, 2024 | Diagnosticwhole slide images | 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 |
| EasierPath: An Open-source Tool for Human-in-the-loop Deep Learning of Renal Pathology | Jul 28, 2020 | Deep Learningobject-detection | CodeCode Available | 1 |
| MamMIL: Multiple Instance Learning for Whole Slide Images with State Space Models | Mar 8, 2024 | MambaMultiple Instance Learning | 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 |
| Hybrid Supervision Learning for Pathology Whole Slide Image Classification | Jul 2, 2021 | Classificationimage-classification | CodeCode Available | 1 |
| EXACT: A collaboration toolset for algorithm-aided annotation of images with annotation version control | Apr 30, 2020 | ClusteringDeep Learning | CodeCode Available | 1 |
| Knowledge-enhanced Visual-Language Pretraining for Computational Pathology | Apr 15, 2024 | Cross-Modal RetrievalLanguage Modeling | CodeCode Available | 1 |
| A Knowledge-enhanced Pathology Vision-language Foundation Model for Cancer Diagnosis | Dec 17, 2024 | DiagnosticSpecificity | CodeCode Available | 1 |
| CoNIC Challenge: Pushing the Frontiers of Nuclear Detection, Segmentation, Classification and Counting | Mar 11, 2023 | Nuclear SegmentationSegmentation | CodeCode Available | 1 |
| A Survey of Pathology Foundation Model: Progress and Future Directions | Apr 5, 2025 | BenchmarkingMultiple Instance Learning | CodeCode Available | 1 |
| Multi-Layer Pseudo-Supervision for Histopathology Tissue Semantic Segmentation using Patch-level Classification Labels | Oct 14, 2021 | SegmentationSemantic Segmentation | CodeCode Available | 1 |
| Region-guided CycleGANs for Stain Transfer in Whole Slide Images | Aug 26, 2022 | whole slide images | CodeCode Available | 1 |
| Contextual unsupervised deep clustering in digital pathology | Jul 24, 2024 | ClusteringDeep Clustering | CodeCode Available | 1 |
| Boosted EfficientNet: Detection of Lymph Node Metastases in Breast Cancer Using Convolutional Neural Network | Oct 10, 2020 | Data AugmentationImage Cropping | —Unverified | 0 |
| Atlas: A Novel Pathology Foundation Model by Mayo Clinic, Charité, and Aignostics | Jan 9, 2025 | whole slide images | —Unverified | 0 |
| PreMix: Addressing Label Scarcity in Whole Slide Image Classification with Pre-trained Multiple Instance Learning Aggregators | Aug 2, 2024 | Active Learningimage-classification | —Unverified | 0 |
| A Novel Framework for the Automated Characterization of Gram-Stained Blood Culture Slides Using a Large-Scale Vision Transformer | Sep 23, 2024 | Classificationwhole slide images | —Unverified | 0 |
| Beyond Classification: Whole Slide Tissue Histopathology Analysis By End-To-End Part Learning | Jan 25, 2020 | Multi-Label ClassificationMUlTI-LABEL-ClASSIFICATION | —Unverified | 0 |
| A Dual Convolutional Neural Network Pipeline for Melanoma Diagnostics and Prognostics | Dec 14, 2023 | DiagnosticPrognosis | —Unverified | 0 |
| Diffusion-based generation of Histopathological Whole Slide Images at a Gigapixel scale | Nov 14, 2023 | Image Generationwhole slide images | —Unverified | 0 |
| Benchmarking Histopathology Foundation Models for Ovarian Cancer Bevacizumab Treatment Response Prediction from Whole Slide Images | Jul 30, 2024 | BenchmarkingMultiple Instance Learning | —Unverified | 0 |
| Benchmarking Hierarchical Image Pyramid Transformer for the classification of colon biopsies and polyps in histopathology images | May 24, 2024 | BenchmarkingClassification | —Unverified | 0 |
| A Novel Cell Map Representation for Weakly Supervised Prediction of ER and PR Status from H&E WSIs | Jul 20, 2021 | Prognosiswhole slide images | —Unverified | 0 |
| Benchmarking common uncertainty estimation methods with histopathological images under domain shift and label noise | Jan 3, 2023 | BenchmarkingClassification | —Unverified | 0 |
| A Novel Approach to Linking Histology Images with DNA Methylation | Apr 7, 2025 | Graph Neural NetworkWeakly-supervised Learning | —Unverified | 0 |
| A Computer-Aided Diagnosis System for Breast Pathology: A Deep Learning Approach with Model Interpretability from Pathological Perspective | Aug 5, 2021 | ClassificationDeep Learning | —Unverified | 0 |
| Disease Classification and Impact of Pretrained Deep Convolution Neural Networks on Diverse Medical Imaging Datasets across Imaging Modalities | Aug 30, 2024 | Transfer Learningwhole slide images | —Unverified | 0 |
| BEL: A Bag Embedding Loss for Transformer enhances Multiple Instance Whole Slide Image Classification | Mar 2, 2023 | image-classificationImage Classification | —Unverified | 0 |
| Rapid Artefact Removal and H&E-Stained Tissue Segmentation | Aug 25, 2023 | whole slide images | —Unverified | 0 |
| Balancing Privacy and Progress in Artificial Intelligence: Anonymization in Histopathology for Biomedical Research and Education | Jul 18, 2023 | whole slide images | —Unverified | 0 |
| BACH: Grand Challenge on Breast Cancer Histology Images | Aug 13, 2018 | ClassificationGeneral Classification | —Unverified | 0 |
| Diagnostic Text-guided Representation Learning in Hierarchical Classification for Pathological Whole Slide Image | Nov 16, 2024 | ClassificationDiagnostic | —Unverified | 0 |
| An ensemble deep learning approach to detect tumors on Mohs micrographic surgery slides | Apr 7, 2025 | Deep Learningwhole slide images | —Unverified | 0 |
| Automating tumor-infiltrating lymphocyte assessment in breast cancer histopathology images using QuPath: a transparent and accessible machine learning pipeline | Apr 23, 2025 | Cell Detectionwhole slide images | —Unverified | 0 |
| Semi-Automated Quality Assurance in Digital Pathology: Tile Classification Approach | Jun 12, 2025 | Diagnosticwhole slide images | —Unverified | 0 |
| Automatic tumour segmentation in H&E-stained whole-slide images of the pancreas | Dec 1, 2021 | PrognosisSegmentation | —Unverified | 0 |
| Automatic Multi-Stain Registration of Whole Slide Images in Histopathology | Jul 29, 2021 | Translationwhole slide images | —Unverified | 0 |