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Whole Slide Image Classification of Salivary Gland Tumours

Authors :
Charlton, John
Alsanie, Ibrahim
Khurram, Syed Ali
Publication Year :
2024

Abstract

This work shows promising results using multiple instance learning on salivary gland tumours in classifying cancers on whole slide images. Utilising CTransPath as a patch-level feature extractor and CLAM as a feature aggregator, an F1 score of over 0.88 and AUROC of 0.92 are obtained for detecting cancer in whole slide images.<br />Comment: 5 pages, 2 figures, 28th UK Conference on Medical Image Understanding and Analysis - clinical abstract

Details

Database :
arXiv
Publication Type :
Report
Accession number :
edsarx.2408.12275
Document Type :
Working Paper