| Federated Learning for Computational Pathology on Gigapixel Whole Slide Images | Sep 21, 2020 | Deep LearningDiagnostic | CodeCode Available | 1 | 5 |
| Multi-Scale Heterogeneity-Aware Hypergraph Representation for Histopathology Whole Slide Images | Apr 30, 2024 | Multiple Instance LearningSurvival Prediction | CodeCode Available | 1 | 5 |
| Knowledge-enhanced Visual-Language Pretraining for Computational Pathology | Apr 15, 2024 | Cross-Modal RetrievalLanguage Modeling | CodeCode Available | 1 | 5 |
| FOCUS: Knowledge-enhanced Adaptive Visual Compression for Few-shot Whole Slide Image Classification | Nov 22, 2024 | DiagnosticFew-Shot Learning | CodeCode Available | 1 | 5 |
| Pan-Cancer Integrative Histology-Genomic Analysis via Interpretable Multimodal Deep Learning | Aug 4, 2021 | Deep LearningMultimodal Deep Learning | CodeCode Available | 1 | 5 |
| PanNuke Dataset Extension, Insights and Baselines | Mar 24, 2020 | Selection biaswhole slide images | CodeCode Available | 1 | 5 |
| Deep Learning-based Computational Pathology Predicts Origins for Cancers of Unknown Primary | Jun 24, 2020 | Diagnosticwhole slide images | CodeCode Available | 1 | 5 |
| 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 | 5 |
| Gigapixel Whole-Slide Images Classification using Locally Supervised Learning | Jul 17, 2022 | ClassificationGPU | CodeCode Available | 1 | 5 |
| Giga-SSL: Self-Supervised Learning for Gigapixel Images | Dec 6, 2022 | Multiple Instance LearningSelf-Supervised Learning | CodeCode Available | 1 | 5 |
| Handcrafted Histological Transformer (H2T): Unsupervised Representation of Whole Slide Images | Feb 14, 2022 | Decision MakingDiagnostic | CodeCode Available | 1 | 5 |
| HEALNet: Multimodal Fusion for Heterogeneous Biomedical Data | Nov 15, 2023 | Multimodal Deep LearningSurvival Analysis | CodeCode Available | 1 | 5 |
| H&E-adversarial network: a convolutional neural network to learn stain-invariant features through Hematoxylin & Eosin regression | Jan 17, 2022 | whole slide images | CodeCode Available | 1 | 5 |
| Joint Modelling Histology and Molecular Markers for Cancer Classification | Feb 11, 2025 | Cancer ClassificationPrognosis | CodeCode Available | 1 | 5 |
| Label Cleaning Multiple Instance Learning: Refining Coarse Annotations on Single Whole-Slide Images | Sep 22, 2021 | Deep AttentionMultiple Instance Learning | CodeCode Available | 1 | 5 |
| Manifolds for Unsupervised Visual Anomaly Detection | Jun 19, 2020 | Anomaly Detectionwhole slide images | CodeCode Available | 1 | 5 |
| 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 | 5 |
| Regional Registration of Whole Slide Image Stacks Containing Highly Deformed Artefacts | Feb 28, 2020 | whole slide images | CodeCode Available | 1 | 5 |
| HIGT: Hierarchical Interaction Graph-Transformer for Whole Slide Image Analysis | Sep 14, 2023 | Graph Neural NetworkPrognosis | CodeCode Available | 1 | 5 |
| Benchmarking Embedding Aggregation Methods in Computational Pathology: A Clinical Data Perspective | Jul 10, 2024 | BenchmarkingDiagnostic | CodeCode Available | 1 | 5 |
| Histo-fetch -- On-the-fly processing of gigapixel whole slide images simplifies and speeds neural network training | Feb 23, 2021 | Image Generationwhole slide images | CodeCode Available | 1 | 5 |
| CryoNuSeg: A Dataset for Nuclei Instance Segmentation of Cryosectioned H&E-Stained Histological Images | Jan 2, 2021 | Instance SegmentationSegmentation | CodeCode Available | 1 | 5 |
| Robust Multimodal Survival Prediction with the Latent Differentiation Conditional Variational AutoEncoder | Mar 12, 2025 | Survival Predictionwhole slide images | CodeCode Available | 1 | 5 |
| Robust quad-tree based registration of whole slide images | Jul 20, 2021 | Diagnosticwhole slide images | CodeCode Available | 1 | 5 |
| Interpretable Prediction of Lung Squamous Cell Carcinoma Recurrence With Self-supervised Learning | Mar 23, 2022 | Multiple Instance LearningSelf-Supervised Learning | CodeCode Available | 1 | 5 |
| Histo-Miner: Deep Learning based Tissue Features Extraction Pipeline from H&E Whole Slide Images of Cutaneous Squamous Cell Carcinoma | May 7, 2025 | Segmentationwhole slide images | CodeCode Available | 1 | 5 |
| Incorporating intratumoral heterogeneity into weakly-supervised deep learning models via variance pooling | Jun 17, 2022 | Survival Predictionwhole slide images | CodeCode Available | 1 | 5 |
| CPIA Dataset: A Comprehensive Pathological Image Analysis Dataset for Self-supervised Learning Pre-training | Oct 27, 2023 | Self-Supervised LearningTransfer Learning | CodeCode Available | 1 | 5 |
| Cross-scale Multi-instance Learning for Pathological Image Diagnosis | Apr 1, 2023 | whole slide images | CodeCode Available | 1 | 5 |
| Inference of captions from histopathological patches | Feb 7, 2022 | Diagnosticwhole slide images | CodeCode Available | 1 | 5 |
| Contextual unsupervised deep clustering in digital pathology | Jul 24, 2024 | ClusteringDeep Clustering | CodeCode Available | 1 | 5 |
| CAMIL: Context-Aware Multiple Instance Learning for Cancer Detection and Subtyping in Whole Slide Images | May 9, 2023 | DiagnosticImage Classification | CodeCode Available | 1 | 5 |
| ImageBox3: No-Server Tile Serving to Traverse Whole Slide Images on the Web | Jul 4, 2022 | whole slide images | CodeCode Available | 1 | 5 |
| CoNIC Challenge: Pushing the Frontiers of Nuclear Detection, Segmentation, Classification and Counting | Mar 11, 2023 | Nuclear SegmentationSegmentation | CodeCode Available | 1 | 5 |
| Hybrid guiding: A multi-resolution refinement approach for semantic segmentation of gigapixel histopathological images | Dec 7, 2021 | CPUSegmentation | CodeCode Available | 1 | 5 |
| ICFNet: Integrated Cross-modal Fusion Network for Survival Prediction | Jan 6, 2025 | Decision MakingSurvival Prediction | CodeCode Available | 1 | 5 |
| Cross-scale Attention Guided Multi-instance Learning for Crohn's Disease Diagnosis with Pathological Images | Aug 15, 2022 | whole slide images | CodeCode Available | 1 | 5 |
| Improving Stain Invariance of CNNs for Segmentation by Fusing Channel Attention and Domain-Adversarial Training | Apr 22, 2023 | Semantic Segmentationwhole slide images | CodeCode Available | 1 | 5 |
| Adversarial learning of cancer tissue representations | Aug 4, 2021 | Multiple Instance Learningwhole slide images | CodeCode Available | 1 | 5 |
| CellGAN: Conditional Cervical Cell Synthesis for Augmenting Cytopathological Image Classification | Jul 12, 2023 | image-classificationImage Classification | CodeCode Available | 1 | 5 |
| Data Efficient and Weakly Supervised Computational Pathology on Whole Slide Images | Apr 20, 2020 | ClusteringDiagnostic | CodeCode Available | 1 | 5 |
| 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 | 5 |
| Deep Interactive Learning-based ovarian cancer segmentation of H&E-stained whole slide images to study morphological patterns of BRCA mutation | Mar 28, 2022 | Deep LearningSegmentation | CodeCode Available | 1 | 5 |
| Deep Learning-Based Quantification of Pulmonary Hemosiderophages in Cytology Slides | Aug 12, 2019 | Deep LearningDiagnostic | CodeCode Available | 1 | 5 |
| Deep Learning-based Frozen Section to FFPE Translation | Jul 25, 2021 | Decision MakingDeep Learning | CodeCode Available | 1 | 5 |
| CircleFormer: Circular Nuclei Detection in Whole Slide Images with Circle Queries and Attention | Aug 30, 2023 | DecoderMedical Image Analysis | CodeCode Available | 1 | 5 |
| Artifact Restoration in Histology Images with Diffusion Probabilistic Models | Jul 26, 2023 | Denoisingwhole slide images | CodeCode Available | 1 | 5 |
| Classification and mutation prediction from non–small cell lung cancer histopathology images using deep learning | Sep 17, 2018 | General ClassificationLung Cancer Diagnosis | CodeCode Available | 1 | 5 |
| Classification of Epithelial Ovarian Carcinoma Whole-Slide Pathology Images Using Deep Transfer Learning | May 22, 2020 | General ClassificationTransfer Learning | CodeCode Available | 1 | 5 |
| Code-free development and deployment of deep segmentation models for digital pathology | Nov 16, 2021 | Active LearningDiagnostic | CodeCode Available | 1 | 5 |