On the Role of Shape in the Detection of Melanomas

• Type: Article in International Conference Proceedings Book
• Date: 2013

Authors

Ruela, M (Author) Other; Barata, C (Author) Other; Mendonca, T (Author) FCUP; Marques, JS (Author) Other

Conference proceedings International

Title: 2013 8TH INTERNATIONAL SYMPOSIUM ON IMAGE AND SIGNAL PROCESSING AND ANALYSIS (ISPA)

Pages: 268-+

8th International Symposium on Image and Signal Processing and Analysis (ISPA)

Trieste, ITALY, SEP 04-06, 2013

Indexing

ISI Web of Knowledge - 11 Citations

Other information

Authenticus ID: P-00N-DEN

Abstract (EN): This paper presents a study on the role of shape in the detection of melanomas in dermoscopy images. The contribution of shape-related features was assessed by developing a Computer-Aided Diagnosis (CAD) system whose classification is solely based on this type of features. Four shape descriptors were used, first separately and then simultaneously, to describe the images. Image segmentation was performed both manually, by an expert, and automatically, by using an Adaptive Thresholding algorithm. The best performances were SE = 92% and SP = 74%, obtained for manually segmented images, and SE = 92% and SP = 78%, obtained for automatically segmented images. These results were achieved by combining the shape descriptors and show that shape information plays an important role in melanoma detection. Furthermore, no degradation was observed when automatic segmentation methods are used, instead of manual ones.

Language: English

Type (Professor's evaluation): Scientific

No. of pages: 2