Classification of Confocal Laser Endomicroscopic Images of the Oral Cavity to Distinguish Pathological from Healthy Tissue

Jaremenko C, Maier A, Steidl S, Hornegger J, Oetter N, Knipfer C, Stelzle F, Neumann H (2015)


Publication Type: Conference contribution

Publication year: 2015

Journal

Publisher: Springer

Edited Volumes: Informatik aktuell

City/Town: Berlin Heidelberg

Pages Range: 479-485

Conference Proceedings Title: Bildverarbeitung für die Medizin 2015

Event location: Lübeck

ISBN: 9783662462232

URI: https://www5.informatik.uni-erlangen.de/Forschung/Publikationen/2015/Jaremenko15-COC.pdf

DOI: 10.1007/978-3-662-46224-9

Abstract

Confocal laser endomicroscopy is a recently introduced advanced imaging technique which enables microscopic imaging of the mucosa in-vivo. This technique has already been applied successfully during diagnosis of gastrointestinal diseases. Whereas for this purpose several computer aided diagnosis approaches exist, we present a classification system that is able to differentiate between healthy and pathological images of the oral cavity. Varying textural features of small rectangular regions are evaluated using random forests and support vector machines. Preliminary results reach up to 99.2% classification rate. This indicates that an automatic classification system to differentiate between healthy and pathological mucosa of the oral cavity is feasible.

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How to cite

APA:

Jaremenko, C., Maier, A., Steidl, S., Hornegger, J., Oetter, N., Knipfer, C.,... Neumann, H. (2015). Classification of Confocal Laser Endomicroscopic Images of the Oral Cavity to Distinguish Pathological from Healthy Tissue. In Bildverarbeitung für die Medizin 2015 (pp. 479-485). Lübeck: Berlin Heidelberg: Springer.

MLA:

Jaremenko, Christian, et al. "Classification of Confocal Laser Endomicroscopic Images of the Oral Cavity to Distinguish Pathological from Healthy Tissue." Proceedings of the Bildverarbeitung für die Medizin 2015, Lübeck Berlin Heidelberg: Springer, 2015. 479-485.

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