| 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 |