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