Applying Deep Learning Cancer Subtyping Algorithms Trained on Physical Slides to Multiphoton Imaging of Unembedded Samples

• Published in: American journal of clinical pathology Vol. 158; no. Supplement_1; p. S117
• Main Authors: Mahmood, F, Robbins, C J, Perincheri, S, Torres, R
• Format: Journal Article
• Language: English
• Published: US Oxford University Press 09.11.2022
• Subjects: Adenocarcinoma; Algorithms; Cancer; Deep learning; Histology; Kidney cancer; Lung cancer; Lung carcinoma; Predictions; Renal cell carcinoma; Slide preparation

Abstract Introduction/Objective Deep learning algorithms on digital images of physical tissue slides have shown potential improvements in accuracy and precision of diagnostic interpretation of neoplastic histology. Clustering-constrained- attention multiple-instance learning (CLAM) is one such metho...