Uncovering Additional Predictors of Urothelial Carcinoma from Voided Urothelial Cell Clusters Through a Deep Learning Based Image Preprocessing Technique
J. Levy, X. Liu, J. D. Marotti, D. A. Kerr, E. J. Gutmann, R. Glass, C. P. Dodge, A. A. Suriawinata, L. J. Vaickus
This paper develops a deep learning-based preprocessing tool to analyze urothelial cell clusters in urine cytology, identifying key markers of atypia that could improve machine learning applications in bladder cancer detection.
bioRxiv · Apr 30, 2022Pathology