A knowledge-based approach to visual information

Elisa Bertino, Ahmed Elmagarmid, Mohand Saïd Hacid

Research output: Contribution to journalArticle

2 Citations (Scopus)

Abstract

We propose an approach based on description logics for the representation and retrieval of visual information. We first consider objects as having shapes which are described by means of semi-algebraic sets.1 We propose a model which consists of three layers: (1) Shape Layer, which provides the geometric shapes of image objects; (2) Object Layer, intended to contain objects of interest and their description; and (3) Schema Layer, which contains the structured abstractions of objects, i.e., a general schema about the classes of objects represented in the Object Layer. We propose two abstract languages on the basis of description logics: one for describing knowledge of the object and schema layers, and the other, more expressive, for making queries. Queries can refer to the form dimension (i.e., information of the Shape Layer) or to the semantic dimension (i.e., information of the Object Layer). We show how this framework can be easily extended to accommodate the visual layer (e.g., color and texture).

Original languageEnglish
Pages (from-to)319-341
Number of pages23
JournalJournal of Intelligent Information Systems
Volume19
Issue number3
DOIs
Publication statusPublished - 1 Nov 2002
Externally publishedYes

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Textures
Semantics
Color

Keywords

  • Content-based access
  • Description logics
  • Multimedia databases
  • Query containment
  • Reasoning
  • Semi-algebraic sets
  • Shape representation

ASJC Scopus subject areas

  • Artificial Intelligence
  • Information Systems

Cite this

A knowledge-based approach to visual information. / Bertino, Elisa; Elmagarmid, Ahmed; Hacid, Mohand Saïd.

In: Journal of Intelligent Information Systems, Vol. 19, No. 3, 01.11.2002, p. 319-341.

Research output: Contribution to journalArticle

Bertino, Elisa ; Elmagarmid, Ahmed ; Hacid, Mohand Saïd. / A knowledge-based approach to visual information. In: Journal of Intelligent Information Systems. 2002 ; Vol. 19, No. 3. pp. 319-341.
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