Closed Contour Specular Reflection Segmentation in Laparoscopic Images

Autor: Jan Marek Marcinczak, Rolf-Rainer Grigat
Jazyk: angličtina
Rok vydání: 2013
Předmět:
Zdroj: International Journal of Biomedical Imaging, Vol 2013 (2013)
Druh dokumentu: article
ISSN: 1687-4188
1687-4196
DOI: 10.1155/2013/593183
Popis: Segmentation of specular reflections is an essential step in endoscopic image analysis; it affects all further processing steps including segmentation, classification, and registration tasks. The dichromatic reflectance model, which is often used for specular reflection modeling, is made for dielectric materials and not for human tissue. Hence, most recent segmentation approaches rely on thresholding techniques. In this work, we first demonstrate the limited accuracy that can be achieved by thresholding techniques and propose a hybrid method which is based on closed contours and thresholding. The method has been evaluated on 269 specular reflections in 49 images which were taken from 27 real laparoscopic interventions. Our method improves the average sensitivity by 16% compared to the state-of-the-art thresholding methods.
Databáze: Directory of Open Access Journals