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On the Role of Texture and Color in the Classification of Dermoscopy Images

Title
On the Role of Texture and Color in the Classification of Dermoscopy Images
Type
Article in International Conference Proceedings Book
Year
2012
Authors
Jorge S Marques
(Author)
Other
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Catarina Barata
(Author)
Other
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Teresa Mendonca
(Author)
FCUP
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Conference proceedings International
Pages: 4402-4405
34th Annual International Conference of the IEEE Engineering-in-Medicine-and-Biology-Society (EMBS)
San Diego, CA, AUG 28-SEP 01, 2012
Scientific classification
FOS: Engineering and technology > Environmental biotechnology
Other information
Authenticus ID: P-002-E9V
Abstract (EN): This paper addresses the detection of melanoma lesions in dermoscopy images, using texture and color features. Although melanoma detection has been studied in several works, using different types of texture, color and shape features, it is not always clear what is the role of each set of features and which features are most discriminative. This papers aims at clarifying the role of texture and color features. Furthermore, the proposed systems is based on features which can be easily implemented and tested by other resarchers. It is concluded that both types of features achieve good detection scores when used alone. The best results (SE=94.1%, SP=77.4%) are achieved by combining them both.
Language: English
Type (Professor's evaluation): Scientific
Contact: jsm@isr.ist.utl.pt; ana.c.fidalgo.barata@ist.utl.pt; tmendo@fc.up.pt
No. of pages: 4
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Two Systems for the Detection of Melanomas in Dermoscopy Images Using Texture and Color Features (2014)
Article in International Scientific Journal
Catarina Barata; Margarida Ruela; Mariana Francisco; Teresa Mendonca; Jorge S Marques
Bag-of-Features Classification Model for the Diagnose of Melanoma in Dermoscopy Images Using Color and Texture Descriptors (2013)
Article in International Conference Proceedings Book
Catarina Barata; Jorge S Marques; Teresa Mendonca
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