| 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 |
| Modeling Dense Multimodal Interactions Between Biological Pathways and Histology for Survival Prediction | Apr 13, 2023 | PrognosisSurvival Prediction | CodeCode Available | 1 |
| Cross-scale Multi-instance Learning for Pathological Image Diagnosis | Apr 1, 2023 | whole slide images | CodeCode Available | 1 |
| CoNIC Challenge: Pushing the Frontiers of Nuclear Detection, Segmentation, Classification and Counting | Mar 11, 2023 | Nuclear SegmentationSegmentation | CodeCode Available | 1 |
| Efficient subtyping of ovarian cancer histopathology whole slide images using active sampling in multiple instance learning | Feb 17, 2023 | ClassificationCPU | CodeCode Available | 1 |
| AdvMIL: Adversarial Multiple Instance Learning for the Survival Analysis on Whole-Slide Images | Dec 13, 2022 | Multiple Instance LearningPrognosis | CodeCode Available | 1 |
| Giga-SSL: Self-Supervised Learning for Gigapixel Images | Dec 6, 2022 | Multiple Instance LearningSelf-Supervised Learning | CodeCode Available | 1 |
| RLogist: Fast Observation Strategy on Whole-slide Images with Deep Reinforcement Learning | Dec 4, 2022 | BenchmarkingDecision Making | CodeCode Available | 1 |
| Human-machine Interactive Tissue Prototype Learning for Label-efficient Histopathology Image Segmentation | Nov 26, 2022 | Contrastive LearningImage Segmentation | CodeCode Available | 1 |
| A New Graph Node Classification Benchmark: Learning Structure from Histology Cell Graphs | Nov 11, 2022 | Graph LearningGraph Neural Network | CodeCode Available | 1 |
| Iterative Patch Selection for High-Resolution Image Recognition | Oct 24, 2022 | Autonomous DrivingGPU | CodeCode Available | 1 |
| Valuing Vicinity: Memory attention framework for context-based semantic segmentation in histopathology | Oct 21, 2022 | DecoderSegmentation | CodeCode Available | 1 |
| Region-guided CycleGANs for Stain Transfer in Whole Slide Images | Aug 26, 2022 | whole slide images | CodeCode Available | 1 |
| Cross-scale Attention Guided Multi-instance Learning for Crohn's Disease Diagnosis with Pathological Images | Aug 15, 2022 | whole slide images | CodeCode Available | 1 |
| Gigapixel Whole-Slide Images Classification using Locally Supervised Learning | Jul 17, 2022 | ClassificationGPU | 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 |
| Multiple Instance Learning with Mixed Supervision in Gleason Grading | Jun 26, 2022 | Multiple Instance Learningwhole slide images | CodeCode Available | 1 |
| DGMIL: Distribution Guided Multiple Instance Learning for Whole Slide Image Classification | Jun 17, 2022 | Classificationimage-classification | CodeCode Available | 1 |
| Incorporating intratumoral heterogeneity into weakly-supervised deep learning models via variance pooling | Jun 17, 2022 | Survival Predictionwhole slide images | CodeCode Available | 1 |
| DSCA: A Dual-Stream Network with Cross-Attention on Whole-Slide Image Pyramids for Cancer Prognosis | Jun 12, 2022 | Prognosiswhole slide images | CodeCode Available | 1 |
| Local Attention Graph-based Transformer for Multi-target Genetic Alteration Prediction | May 13, 2022 | Inductive BiasMultiple Instance Learning | CodeCode Available | 1 |
| Mapping the landscape of histomorphological cancer phenotypes using self-supervised learning on unlabeled, unannotated pathology slides | May 4, 2022 | Community DetectionRepresentation Learning | CodeCode Available | 1 |
| MultiPathGAN: Structure Preserving Stain Normalization using Unsupervised Multi-domain Adversarial Network with Perception Loss | Apr 20, 2022 | Image Enhancementwhole slide images | CodeCode Available | 1 |
| 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 |
| Interpretable Prediction of Lung Squamous Cell Carcinoma Recurrence With Self-supervised Learning | Mar 23, 2022 | Multiple Instance LearningSelf-Supervised Learning | 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 |
| End-to-end Multiple Instance Learning with Gradient Accumulation | Mar 8, 2022 | GPUMultiple Instance Learning | CodeCode Available | 1 |
| One Model is All You Need: Multi-Task Learning Enables Simultaneous Histology Image Segmentation and Classification | Feb 28, 2022 | AllCell Detection | CodeCode Available | 1 |
| Handcrafted Histological Transformer (H2T): Unsupervised Representation of Whole Slide Images | Feb 14, 2022 | Decision MakingDiagnostic | CodeCode Available | 1 |
| Inference of captions from histopathological patches | Feb 7, 2022 | Diagnosticwhole slide images | CodeCode Available | 1 |
| Pan-tumor CAnine cuTaneous Cancer Histology (CATCH) dataset | Jan 27, 2022 | whole slide images | CodeCode Available | 1 |
| 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 |
| Hybrid guiding: A multi-resolution refinement approach for semantic segmentation of gigapixel histopathological images | Dec 7, 2021 | CPUSegmentation | CodeCode Available | 1 |
| Predicting Axillary Lymph Node Metastasis in Early Breast Cancer Using Deep Learning on Primary Tumor Biopsy Slides | Dec 4, 2021 | Multiple Instance LearningSpecificity | CodeCode Available | 1 |
| Decentralized Federated Learning through Proxy Model Sharing | Nov 22, 2021 | DiagnosticFederated Learning | CodeCode Available | 1 |
| Code-free development and deployment of deep segmentation models for digital pathology | Nov 16, 2021 | Active LearningDiagnostic | 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 |
| SlideGraph+: Whole Slide Image Level Graphs to Predict HER2Status in Breast Cancer | Oct 12, 2021 | Decision MakingDiagnostic | 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 |
| Pan-Cancer Integrative Histology-Genomic Analysis via Interpretable Multimodal Deep Learning | Aug 4, 2021 | Deep LearningMultimodal Deep Learning | CodeCode Available | 1 |
| Adversarial learning of cancer tissue representations | Aug 4, 2021 | Multiple Instance Learningwhole slide images | CodeCode Available | 1 |
| Edge-competing Pathological Liver Vessel Segmentation with Limited Labels | Aug 1, 2021 | Segmentationwhole slide images | CodeCode Available | 1 |
| Fast and Scalable Image Search For Histology | Jul 28, 2021 | Image RetrievalPrognosis | CodeCode Available | 1 |
| Whole Slide Images are 2D Point Clouds: Context-Aware Survival Prediction using Patch-based Graph Convolutional Networks | Jul 27, 2021 | Survival Predictionwhole slide images | CodeCode Available | 1 |
| Structure-Preserving Multi-Domain Stain Color Augmentation using Style-Transfer with Disentangled Representations | Jul 26, 2021 | Color NormalizationGenerative Adversarial Network | CodeCode Available | 1 |
| Deep Learning-based Frozen Section to FFPE Translation | Jul 25, 2021 | Decision MakingDeep Learning | CodeCode Available | 1 |
| Improving Mask R-CNN for Nuclei Instance Segmentation in Hematoxylin & Eosin-Stained Histological Images | Jul 20, 2021 | Instance SegmentationSegmentation | CodeCode Available | 1 |
| Robust quad-tree based registration of whole slide images | Jul 20, 2021 | Diagnosticwhole slide images | CodeCode Available | 1 |
| End-to-end Multiple Instance Learning for Whole-Slide Cytopathology of Urothelial Carcinoma | Jul 20, 2021 | Multiple Instance Learningwhole slide images | CodeCode Available | 1 |
| Hybrid Supervision Learning for Pathology Whole Slide Image Classification | Jul 2, 2021 | Classificationimage-classification | CodeCode Available | 1 |