DocumentCode :
3065381
Title :
Color image processing and content-based image retrieval techniques for the analysis of dermatological lesions
Author :
Dorileo, Ederson A G ; Frade, Marco A C ; Roselino, Ana M.F. ; Rangayyan, Rangaraj M. ; Azevedo-Marques, M.
Author_Institution :
School of Medicine of Ribeirão Preto, University of São Paulo, 14048-900 Brazil
fYear :
2008
fDate :
20-25 Aug. 2008
Firstpage :
1230
Lastpage :
1233
Abstract :
This paper presents color image processing methods for the analysis of dermatological images in the context of a content-based image retrieval (CBIR) system. Tests were conducted on the classification of tissue components in skin lesions, in terms of necrotic tissue, fibrin, granulation, and mixed composition. The images were classified based on color components by an expert dermatologist following a black-yellow-red model. Indexing and retrieval of images were performed based on texture information obtained from the red, green, blue, hue, and saturation components of the color images. The performance of the CBIR system was measured in terms of precision and recall. Initial results demonstrate the potential of the proposed methods with the best precision result of 70% obtained for the characterization of mixed tissue composition.
Keywords :
Biomedical imaging; Content based retrieval; Image analysis; Image color analysis; Image databases; Image retrieval; Information retrieval; Lesions; Medical diagnostic imaging; Skin; Color; Fibrin; Granulation Tissue; Humans; Image Processing, Computer-Assisted; Information Storage and Retrieval; Necrosis; Pattern Recognition, Automated; Skin; Skin Diseases;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Engineering in Medicine and Biology Society, 2008. EMBS 2008. 30th Annual International Conference of the IEEE
Conference_Location :
Vancouver, BC
ISSN :
1557-170X
Print_ISBN :
978-1-4244-1814-5
Electronic_ISBN :
1557-170X
Type :
conf
DOI :
10.1109/IEMBS.2008.4649385
Filename :
4649385
Link To Document :
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