Title :
Estimation of an optimal spectral band combination to evaluate skin disease treatment efficacy using multi-spectral images
Author :
Prigent, Sylvain ; Zugaj, Didier ; Descombes, Xavier ; Martel, Philippe ; Zerubia, Josiane
Author_Institution :
EPI Ariana, INRIA, Sophia Antipolis, France
Abstract :
Clinical evaluation of skin treatments consists of two steps. First, the degree of the disease is measured clinically on a group of patients by dermatologists. Then, a statistical test is used on obtained set of measures to determine the treatment efficacy. In this paper, a method is proposed to automatically measure the severity of skin hyperpigmentation. After a classification step, an objective function is designed in order to obtain an optimal linear combination of bands defining the severity criterion. Then a hypothesis test is deployed on this combination to quantify treatment efficacy.
Keywords :
medical image processing; clinical evaluation; dermatologists; disease degree measurement; hypothesis test; multi-spectral images; optimal linear combination; optimal spectral band combination estimation; skin disease treatment efficacy; skin hyperpigmentation; statistical test; Area measurement; Conferences; Diseases; Pathology; Skin; Time measurement; Vehicles; hyperpigmentation; hypothesis tests; multispectral; skin; t-test;
Conference_Titel :
Image Processing (ICIP), 2011 18th IEEE International Conference on
Conference_Location :
Brussels
Print_ISBN :
978-1-4577-1304-0
Electronic_ISBN :
1522-4880
DOI :
10.1109/ICIP.2011.6116253