Size Functions and Support Vector Machines are used to implement a new automatic classifier of melanocytic lesions. This is mainly based on a qualitative assessment of asymmetry, performed by halving images by several lines through the center of mass, and comparing the two halves in terms of color, mass distribution and boundary. The program is used, at clinical level, with two thresholds, so that comparison of the two outputs produces a report of low–middle–high risk. Experimental results on 977 images, with cross–validation, are reported.
Ferri M., Stanganelli I. (2010). Size functions for the morphological analysis of melanocytic lesions. INTERNATIONAL JOURNAL OF BIOMEDICAL IMAGING, 2010 [10.1155/2010/621357].
Size functions for the morphological analysis of melanocytic lesions
FERRI, MASSIMO;STANGANELLI, IGNAZIO
2010
Abstract
Size Functions and Support Vector Machines are used to implement a new automatic classifier of melanocytic lesions. This is mainly based on a qualitative assessment of asymmetry, performed by halving images by several lines through the center of mass, and comparing the two halves in terms of color, mass distribution and boundary. The program is used, at clinical level, with two thresholds, so that comparison of the two outputs produces a report of low–middle–high risk. Experimental results on 977 images, with cross–validation, are reported.I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.
