The Applications of Pattern recognition like wood classification, stone and rock classification problems, the major usage techniques ate different texture classification techniques. Generally most of the problems used statistical approach for texture analysis and texture classification. Gray Level Co-occurrence Matrices (GLCM) approach is particularly applied in texture analysis and texture cla...

An essential aspect of texture analysis is the extraction features that describe distribution values in local, spatial regions. We present a localized histogram layer for artificial neural networks. Instead computing global histograms as done previously, proposed directly computes and parameters are estimated during backpropagation. compare our method with state-of-the-art encoding methods such...