A foundation model for clinical-grade computational pathology and rare cancers detection
The analysis of histopathology images with artificial intelligence aims to enable clinical
decision support systems and precision medicine. The success of such applications …
decision support systems and precision medicine. The success of such applications …
Towards a general-purpose foundation model for computational pathology
Quantitative evaluation of tissue images is crucial for computational pathology (CPath) tasks,
requiring the objective characterization of histopathological entities from whole-slide images …
requiring the objective characterization of histopathological entities from whole-slide images …
Machine learning in computational histopathology: Challenges and opportunities
Digital histopathological images, high‐resolution images of stained tissue samples, are a
vital tool for clinicians to diagnose and stage cancers. The visual analysis of patient state …
vital tool for clinicians to diagnose and stage cancers. The visual analysis of patient state …
Virchow: A million-slide digital pathology foundation model
E Vorontsov, A Bozkurt, A Casson, G Shaikovski… - ar** self-supervised learning (SSL) models that can learn universal and transferable
representations of H&E gigapixel whole-slide images (WSIs) is becoming increasingly …
representations of H&E gigapixel whole-slide images (WSIs) is becoming increasingly …
Morphological prototy** for unsupervised slide representation learning in computational pathology
Abstract Representation learning of pathology whole-slide images (WSIs) has been has
primarily relied on weak supervision with Multiple Instance Learning (MIL). However the …
primarily relied on weak supervision with Multiple Instance Learning (MIL). However the …
Hest-1k: A dataset for spatial transcriptomics and histology image analysis
Spatial transcriptomics enables interrogating the molecular composition of tissue with ever-
increasing resolution and sensitivity. However, costs, rapidly evolving technology, and lack …
increasing resolution and sensitivity. However, costs, rapidly evolving technology, and lack …