Framework for color-texture classification in machine vision inspection of industrial products

In this work we present an effective framework for color-texture classification where statistical features are computed from a generalized isotropic co-occurrence matrix extracted from color bands and combined with image entropies. The proposed approach has been effectively tested in RGB, HSL and La*b* color spaces. The tests were conducted in a variety of industrial samples. The obtained results are promising and show the possibility of efficiently classifying complex industrial products based on color and texture features.

[1]  Andrew Zisserman,et al.  Texture classification: are filter banks necessary? , 2003, 2003 IEEE Computer Society Conference on Computer Vision and Pattern Recognition, 2003. Proceedings..

[2]  Majid Mirmehdi,et al.  Segmentation of Color Textures , 2000, IEEE Trans. Pattern Anal. Mach. Intell..

[3]  B. S. Manjunath,et al.  Unsupervised Segmentation of Color-Texture Regions in Images and Video , 2001, IEEE Trans. Pattern Anal. Mach. Intell..

[4]  William E. Higgins,et al.  Texture Segmentation using 2-D Gabor Elementary Functions , 1994, IEEE Trans. Pattern Anal. Mach. Intell..

[5]  Paul Scheunders,et al.  Wavelet correlation signatures for color texture characterization , 1999, Pattern Recognit..

[6]  B. S. Manjunath,et al.  Color image segmentation , 1999, Proceedings. 1999 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (Cat. No PR00149).

[7]  Neill W Campbell,et al.  Using Colour Gabor Texture Features for Scene Understanding , 1999 .

[8]  Matti Pietikäinen,et al.  A comparative study of texture measures with classification based on featured distributions , 1996, Pattern Recognit..

[9]  Reiner Lenz,et al.  Generalized co-occurrence matrix for multispectral texture analysis , 1996, Proceedings of 13th International Conference on Pattern Recognition.

[10]  Anil K. Jain,et al.  Texture Analysis , 2018, Handbook of Image Processing and Computer Vision.

[11]  Shu-Yuan Chen,et al.  Color texture segmentation using feature distributions , 2002, Pattern Recognit. Lett..

[12]  Matti Pietikäinen,et al.  Unsupervised texture segmentation using feature distributions , 1997, Pattern Recognit..

[13]  Robert M. Haralick,et al.  Textural Features for Image Classification , 1973, IEEE Trans. Syst. Man Cybern..

[14]  Donald A. Adjeroh,et al.  Illumination-Invariant Morphological Texture Classification , 2005, ISMM.

[15]  Samir Majumdar,et al.  Classification of cereal grains using machine vision , 1997 .

[16]  C. Dyer,et al.  Texture Classification Using Gray Level Cooccurrence Based on Edge Maxima , 1979 .

[17]  Michael Unser,et al.  Sum and Difference Histograms for Texture Classification , 1986, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[18]  Matti Pietikäinen,et al.  Color Texture Classification with Color Histograms and Local Binary Patterns , 2002 .

[19]  Thor O. Gulsrud,et al.  Image texture classification with digital filter banks and transforms , 1993, Optics & Photonics.

[20]  Terry Caelli,et al.  On the classification of image regions by colour, texture and shape , 1993, Pattern Recognit..

[21]  Paul F. Whelan,et al.  Experiments in colour texture analysis , 2001, Pattern Recognit. Lett..

[22]  Matti Pietikäinen,et al.  Separating color and pattern information for color texture discrimination , 2002, Object recognition supported by user interaction for service robots.

[23]  Digvir S. Jayas,et al.  CLASSIFICATION OF CEREAL GRAINS USING MACHINE VISION: IV. COMBINED MORPHOLOGY, COLOR, AND TEXTURE MODELS , 2000 .

[24]  Luc Van Gool,et al.  Texture analysis Anno 1983 , 1985, Comput. Vis. Graph. Image Process..

[25]  B. S. Manjunath,et al.  An efficient low-dimensional color indexing scheme for region-based image retrieval , 1999, 1999 IEEE International Conference on Acoustics, Speech, and Signal Processing. Proceedings. ICASSP99 (Cat. No.99CH36258).

[26]  Gert Van de Wouwer,et al.  Multiscale asymmetry signatures for texture analysis , 2004, 2004 International Conference on Image Processing, 2004. ICIP '04..

[27]  Ling-Ling Wang,et al.  Color texture segmentation for clothing in a computer-aided fashion design system , 1996, Image Vis. Comput..

[28]  John Krumm,et al.  Object recognition with color cooccurrence histograms , 1999, Proceedings. 1999 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (Cat. No PR00149).