Mj. Chantler, WHY ILLUMINANT DIRECTION IS FUNDAMENTAL TO TEXTURE ANALYSIS, IEE proceedings. Vision, image and signal processing, 142(4), 1995, pp. 199-206
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.