DocumentCode :
1843270
Title :
Proposal of a classifier of images collected in the World Wide Web
Author :
Oliveira, Camilo J S ; Araujo, ARnaldode A. ; Severiano, CArlos A., Jr. ; Gomes, Daniel R.
Author_Institution :
Departamento de Ciencia da Computacao, Univ. Fed. de Minas Gerais, Belo Horizonte, Brazil
fYear :
2001
fDate :
37165
Firstpage :
395
Abstract :
This work presents a proposal of a system that classifies images collected in the World Wide Web. The system separates the images in two semantic classes: photographs and graphics. Photographs are images that show natural scenes, such as people, faces, flowers, animals, landscapes, and cities. Graphics are logos, drawings, icons, maps, and backgrounds, frequently generated by computer. To do this classification we used metrics based on difference that exist between the two images types. These metrics return a numerical value that drive to one of the two classes. To realize the classification we used a supervised technique based on the knowledge that generates rules. This technique is the ID3 method that induces a decision tree and allows to classify the images
Keywords :
Internet; decision trees; image classification; knowledge based systems; ID3 method; World Wide Web; backgrounds; decision tree; drawings; graphics; icons; image classifier; logos; maps; natural scenes; photographs; Animals; Classification tree analysis; Colored noise; Computer graphics; Decision trees; Histograms; Layout; Machine learning algorithms; Proposals; Web sites;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computer Graphics and Image Processing, 2001 Proceedings of XIV Brazilian Symposium on
Conference_Location :
Florianopolis
Print_ISBN :
0-7695-1330-1
Type :
conf
DOI :
10.1109/SIBGRAPI.2001.963101
Filename :
963101
Link To Document :
بازگشت