| Human-machine Interactive Tissue Prototype Learning for Label-efficient Histopathology Image Segmentation | Nov 26, 2022 | Contrastive LearningImage Segmentation | CodeCode Available | 1 |
| Seeded iterative clustering for histology region identification | Nov 14, 2022 | ClusteringSegmentation | CodeCode Available | 0 |
| An unobtrusive quality supervision approach for medical image annotation | Nov 11, 2022 | whole slide images | —Unverified | 0 |
| A New Graph Node Classification Benchmark: Learning Structure from Histology Cell Graphs | Nov 11, 2022 | Graph LearningGraph Neural Network | CodeCode Available | 1 |
| Combination of multiple neural networks using transfer learning and extensive geometric data augmentation for assessing cellularity scores in histopathology images | Nov 9, 2022 | Data AugmentationTransfer Learning | —Unverified | 0 |
| An Aggregation of Aggregation Methods in Computational Pathology | Nov 2, 2022 | Multiple Instance Learningwhole slide images | —Unverified | 0 |
| Embedding Space Augmentation for Weakly Supervised Learning in Whole-Slide Images | Oct 31, 2022 | Data AugmentationGenerative Adversarial Network | —Unverified | 0 |
| Region of Interest Detection in Melanocytic Skin Tumor Whole Slide Images | Oct 29, 2022 | medical image detectionwhole slide images | —Unverified | 0 |
| 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 |
| EOCSA: Predicting Prognosis of Epithelial Ovarian Cancer with Whole Slide Histopathological Images | Oct 11, 2022 | PrognosisSurvival Analysis | CodeCode Available | 0 |
| Using Whole Slide Image Representations from Self-Supervised Contrastive Learning for Melanoma Concordance Regression | Oct 10, 2022 | Contrastive LearningDecision Making | —Unverified | 0 |
| A Pathologist-Informed Workflow for Classification of Prostate Glands in Histopathology | Sep 27, 2022 | Diagnosticwhole slide images | —Unverified | 0 |
| Quantifying the effect of color processing on blood and damaged tissue detection in Whole Slide Images | Sep 26, 2022 | Artifact DetectionBinary Classification | CodeCode Available | 0 |
| Learning Binary and Sparse Permutation-Invariant Representations for Fast and Memory Efficient Whole Slide Image Search | Aug 29, 2022 | GPUImage Retrieval | —Unverified | 0 |
| Region-guided CycleGANs for Stain Transfer in Whole Slide Images | Aug 26, 2022 | whole slide images | CodeCode Available | 1 |
| EGFR Mutation Prediction of Lung Biopsy Images using Deep Learning | Aug 26, 2022 | Deep LearningDiagnostic | —Unverified | 0 |
| Mitosis Detection, Fast and Slow: Robust and Efficient Detection of Mitotic Figures | Aug 26, 2022 | Domain GeneralizationMitosis Detection | —Unverified | 0 |
| From WSI-level to Patch-level: Structure Prior Guided Binuclear Cell Fine-grained Detection | Aug 26, 2022 | whole slide images | —Unverified | 0 |
| Patient-level Microsatellite Stability Assessment from Whole Slide Images By Combining Momentum Contrast Learning and Group Patch Embeddings | Aug 22, 2022 | ClassificationContrastive Learning | CodeCode Available | 0 |
| Cross-scale Attention Guided Multi-instance Learning for Crohn's Disease Diagnosis with Pathological Images | Aug 15, 2022 | whole slide images | CodeCode Available | 1 |
| Deep Learning-Based Objective and Reproducible Osteosarcoma Chemotherapy Response Assessment and Outcome Prediction | Aug 9, 2022 | ManagementPrognosis | CodeCode Available | 0 |
| Multiplex-detection Based Multiple Instance Learning Network for Whole Slide Image Classification | Aug 6, 2022 | Diagnosticimage-classification | —Unverified | 0 |
| 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 |
| End-to-end Learning for Image-based Detection of Molecular Alterations in Digital Pathology | Jun 30, 2022 | whole slide images | —Unverified | 0 |
| Lesion-Aware Contrastive Representation Learning for Histopathology Whole Slide Images Analysis | Jun 27, 2022 | Contrastive LearningRepresentation Learning | CodeCode Available | 0 |
| Multiple Instance Learning with Mixed Supervision in Gleason Grading | Jun 26, 2022 | Multiple Instance Learningwhole slide images | CodeCode Available | 1 |
| Test-time image-to-image translation ensembling improves out-of-distribution generalization in histopathology | Jun 20, 2022 | ArticlesData Augmentation | —Unverified | 0 |
| 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 |
| Transformer-based Personalized Attention Mechanism for Medical Images with Clinical Records | Jun 7, 2022 | whole slide images | CodeCode Available | 0 |
| A comparative study between vision transformers and CNNs in digital pathology | Jun 1, 2022 | Inductive Biaswhole slide images | —Unverified | 0 |
| A review of machine learning approaches, challenges and prospects for computational tumor pathology | May 31, 2022 | BIG-bench Machine LearningData Integration | —Unverified | 0 |
| Local Attention Graph-based Transformer for Multi-target Genetic Alteration Prediction | May 13, 2022 | Inductive BiasMultiple Instance Learning | CodeCode Available | 1 |
| A Deep Reinforcement Learning Framework for Rapid Diagnosis of Whole Slide Pathological Images | May 5, 2022 | Deep Reinforcement LearningKnowledge Distillation | —Unverified | 0 |
| 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 |
| Differentiable Zooming for Multiple Instance Learning on Whole-Slide Images | Apr 26, 2022 | DiagnosticMultiple Instance Learning | —Unverified | 0 |
| Contrastive learning-based computational histopathology predict differential expression of cancer driver genes | Apr 25, 2022 | Contrastive Learningwhole slide images | CodeCode Available | 0 |
| Data augmentation and multimodal learning for predicting drug response in patient-derived xenografts from gene expressions and histology images | Apr 25, 2022 | Data AugmentationDrug Response Prediction | CodeCode Available | 2 |
| Colorectal cancer survival prediction using deep distribution based multiple-instance learning | Apr 24, 2022 | Deep LearningMultiple Instance Learning | —Unverified | 0 |
| Evaluation of Multi-Scale Multiple Instance Learning to Improve Thyroid Cancer Classification | Apr 22, 2022 | Cancer ClassificationMultiple Instance Learning | —Unverified | 0 |
| MultiPathGAN: Structure Preserving Stain Normalization using Unsupervised Multi-domain Adversarial Network with Perception Loss | Apr 20, 2022 | Image Enhancementwhole slide images | CodeCode Available | 1 |
| From Modern CNNs to Vision Transformers: Assessing the Performance, Robustness, and Classification Strategies of Deep Learning Models in Histopathology | Apr 11, 2022 | BenchmarkingCancer Classification | CodeCode Available | 0 |
| Uncertainty-Informed Deep Learning Models Enable High-Confidence Predictions for Digital Histopathology | Apr 9, 2022 | AttributeUncertainty Quantification | CodeCode Available | 2 |
| Deep learning-based approach to reveal tumor mutational burden status from whole slide images across multiple cancer types | Apr 7, 2022 | whole slide images | —Unverified | 0 |
| Hospital-Agnostic Image Representation Learning in Digital Pathology | Apr 5, 2022 | Domain GeneralizationRepresentation Learning | —Unverified | 0 |
| Federated Learning for the Classification of Tumor Infiltrating Lymphocytes | Mar 30, 2022 | ClassificationFederated Learning | —Unverified | 0 |
| 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 |