Deep principal dimension encoding for the classification of early neoplasia in Barrett's Esophagus with volumetric laser endomicroscopy.
van der Putten J, Struyvenberg M, de Groof J, Scheeve T, Curvers W, Schoon E, Bergman JJGHM, de With PHN, van der Sommen F.
van der Putten J, et al. Among authors: van der sommen f.
Comput Med Imaging Graph. 2020 Mar;80:101701. doi: 10.1016/j.compmedimag.2020.101701. Epub 2020 Jan 24.
Comput Med Imaging Graph. 2020.
PMID: 32044547
Free article.
With the encoded principal dimension, we obtain an Area Under the Curve (AUC) and F(1) score of 0.93 and 87.4% on the test set respectively. We show this is a significant improvement compared to the state-of-the-art of 0.89 and 83.1%, respectively, thereby demonstrating th …
With the encoded principal dimension, we obtain an Area Under the Curve (AUC) and F(1) score of 0.93 and 87.4% on the test set respec …