WHY ILLUMINANT DIRECTION IS FUNDAMENTAL TO TEXTURE ANALYSIS

Authors
Citation
Mj. Chantler, WHY ILLUMINANT DIRECTION IS FUNDAMENTAL TO TEXTURE ANALYSIS, IEE proceedings. Vision, image and signal processing, 142(4), 1995, pp. 199-206
Citations number
17
Categorie Soggetti
Engineering, Eletrical & Electronic
ISSN journal
1350245X
Volume
142
Issue
4
Year of publication
1995
Pages
199 - 206
Database
ISI
SICI code
1350-245X(1995)142:4<199:WIDIFT>2.0.ZU;2-H
Abstract
The author shows that directed illumination used in the image acquisit ion process can act as a directional filter of three-dimensional textu re. An image model of texture is presented which, given the illuminant vector, may be used to predict the directional characteristics of ima ge texture. Simulations and the results of laboratory experiments are presented that confirm the predicted directional filtering effects. Th e image model is used to predict the output of a directional texture m easure: Laws' L5E5 operator (K.I. Laws, 1980). Empirical results using four samples of isotropic texture confirm that the operator's output is significantly affected by changes in the angle of tilt of the illum inant. They also show that the model provides a good basis for predict ing the behaviour of such operators. Finally the effect of changes in illuminant tilt on the distributions of the operator for two isotropic textures are presented. These results show that considerable misclass ification would result in using an L5E5-based classifier if the illumi nant tilt angle were changed between training and classification sessi ons.