Title :
Structural Analysis of Natural Textures
Author :
Vilnrotter, Felicia M. ; Nevatia, Ramakant ; Price, Keith E.
Author_Institution :
Hughes Artifical Intelligence Center, Calabasas, CA.
Abstract :
Many textures can be described structurally, in terms of the individual textural elements and their spatial relationships. This paper describes a system to generate useful descriptions of natural textures in these terms. The basic approach is to determine an initial, partial description of the elements using edge features. This description controls the extraction of the texture elements. The elements are grouped by type, and spatial relationships between elements are computed. The descriptions are shown to be useful for recognition of the textures, and for reconstruction of periodic textures.
Keywords :
Humans; Image analysis; Image edge detection; Image reconstruction; Image texture analysis; Pattern analysis; Rough surfaces; Surface reconstruction; Surface roughness; Surface texture; Image recognition; texture analysis; texture reconstruction;
Journal_Title :
Pattern Analysis and Machine Intelligence, IEEE Transactions on
DOI :
10.1109/TPAMI.1986.4767754