Image Entropy for Classification and Analysis of Pathology Slides.
Steven J. Frank · arXiv (Cornell University) · 2020
Pathology slides of lung malignancies are classified using the Salient Slices technique described in Frank et al., 2020. A four-fold cross-validation study using a small image set (42 adenocarcinoma slides and 42 squamous cell carcinoma slides) produced fully correct classifications in each fold. Probability maps enable visualization of the underlying basis for a classification.