WHY ILLUMINANT DIRECTION IS FUNDAMENTAL TO TEXTURE ANALYSIS

被引:47
作者
CHANTLER, MJ
机构
[1] Heriot-Watt Univ, Edinburgh
来源
IEE PROCEEDINGS-VISION IMAGE AND SIGNAL PROCESSING | 1995年 / 142卷 / 04期
关键词
ILLUMINATION; TEXTURE ANALYSIS; TEXTURE CLASSIFICATION; TEXTURE SEGMENTATION;
D O I
10.1049/ip-vis:19952065
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
The author shows that directed illumination used in the image acquisition process can act as a directional filter of three-dimensional texture. An image model of texture is presented which, given the illuminant vector, may be used to predict the directional characteristics of image texture. Simulations and the results of laboratory experiments are presented that confirm the predicted directional filtering effects. The image model is used to predict the output of a directional texture measure: 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 illuminant. They also show that the model provides a good basis for predicting 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 misclassification would result in using an L5E5-based classifier if the illuminant tilt angle were changed between training and classification sessions.
引用
收藏
页码:199 / 206
页数:8
相关论文
empty
未找到相关数据