• 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