Multivariate statistical projection methods to perform robust feature extraction and classification in surface grading

Journal of Electronic Imaging

Volumn 17, Issue 3, 2008, Pages

  Prats Montalbán, José Manuel ^a   López, Fernando ^a   Valiente, José M ^a   Ferrer, Alberto ^a  

^a UNIVERSITAT POLITÈCNICA DE VALÈNCIA   (Spain)

Author keywords

[No Author keywords available]

Indexed keywords

ACCURACY RATE; CERAMIC IMAGE; CLASSIFICATION APPROACH; COLOR REPRESENTATION; COLOR TEXTURES; CONTROL ISSUES; FACTORIAL EXPERIMENTAL DESIGN; FEATURE EXTRACTION AND CLASSIFICATION; K-NN CLASSIFIER; LAB COLOR SPACE; LOGISTIC REGRESSION MODELS; PROJECTION METHOD; PROJECTION MODELS; TILE MODELS; VISUAL APPEARANCE;

COLOR; EXPERIMENTS; IMAGE ENHANCEMENT; MULTIVARIANT ANALYSIS; QUALITY CONTROL; REGRESSION ANALYSIS; TEXTURES;

FEATURE EXTRACTION;

EID: 61349116197     PISSN: 10179909     EISSN: 1560229X     Source Type: Journal    
DOI: 10.1117/1.2957886     Document Type: Article

References (25)

1. F. López, J. M. Valiente, J. M. Prats, and A. Ferrer, "Performance evaluation of soft color texture descriptors for surface grading using experimental design and logistic regression," Pattern Recogn. 41, 1161-1172(2008).
2. H. Kauppinen, "Development of a color machine vision method for wood surface inspection," Ph.D. thesis, Oulu University (1999).
3. D. C. Montgomery, Design and Analysis of Experiments, 4th ed., John Wiley & Sons, New York (1997).
4. J. D. Jobson, Applied Multivariate Data Analysis: Categorical and Multivariate Methods, Springer-Verlag, Berlin (1992).
5. A. Webb, Statistical Pattern Recognition, John Wiley & Sons, Chichester, UK (2002).
6. C. Boukouvalas, J. Kittler, R. Marik, and M. Petrou, "Color grading of randomly textured ceramic tiles using color histograms," IEEE Trans. Ind. Electron. 46(1), 219-226 (1999).
7. R. Baldrich, M. Vanrell, and J. J. Villanueva, "Texture-color features for tile classification," in Proc. EUROPTO/SPIE Conf on Color and Polarisation Techniques in Industrial Inspection (1999).
8. F. Lumbreras, J. Serrat, R. Baldrich, M. Vanrell, and J. J. Villanueva, "Color texture recognition through multiresolution features," in Proc. 5th Int. Conf. on Quality Control by Artificial Vision (2001).
9. J. A. Peñaranda, L. Briones, and J. Florez, "Color machine vision system for process control in ceramics industry," Proc. SPIE 3101, 182-192 (1997).
10. J. Kyllönen and M. Pietikäinen, "Visual inspection of parquet slabs by combining color and texture," in. Proc. IAPR Workshop on Machine Vision Applications (2000).
11. V. Lebrun and L. Macaire, "Aspect inspection of marble tiles by color line-scan camera," in Proc. 5th Int. Conf on Quality Control by Artificial Vision (2001).
12. S. Kukkonen, H. Kälviänen, and J. Parkkinen, "Color features for quality control in ceramic tile industry," Opt. Eng. 40(2), 170-177 (2001).
13. R. C. Gonzalez and P. Wintz, Digital Image Processing, 2nd ed., Addison-Wesley, Reading, MA (1987).
14. G. Wyszecki and W. S. Stiles, Color Science: Concepts and Methods, Quantitative Data and Formulae, 2nd ed., Wiley, New York (1982).
15. S. Wold, C. Albano, W. J. Dunn, U. Edlund, K. Esbensen, P. Geladi, S. Hellberg, E. Johansson, W. Lindberg, and M. Sjöström, "Multivariate data analysis in chemistry," in B. R. Kowalski (Ed.), Chemometrics: Mathematics and Statistics in Chemistry, D. Reidel Publishing Company, Dordrecht, Holland (1984).
16. J. E. Jackson, A User's Guide to Principal Components, Wiley, New York (2003).
17. A. K. Jain, R. P. W. Duin, and J. Mao, "Statistical pattern, recognition: A review," IEEE Trans. Pattern Anal. Mach Intell. 22(1), 4-37 (2000).
18. P. Nomikos and J. F. MacGregor, "Multivariate SPC charts for monitoring batch, processes," Technometrics 37(1), 41-59 (1995).
19. H. Wold, "PLS regression," In. Encyclopedia of Statistical Sciences, N. L. Johnson, and S. Kotz (Eds.), vol. 6, pp. 581-591, Wiley, New York (1984).
20. M. Sjöström, S. Wold, and B. Söderströmvol, "PLS discriminant plots," in Proc. PARC in Practice, Elsevier (1986).
21. L. Noorgard, R. Bro, F. Westad, and S. B. Elgensen, "A modification of canonical variates analysis to handle highly collinear multivariate data," J. Chemom. 20, 425-435 (2006).
22. J. M. Prats-Montalbán, A. Ferrer, J. Gorbeña, and J. L. Malo, "A comparison of different discriminant analysis techniques in a steel industry welding process," Chemom. Intell. Lab. Syst. 80, 109-119 (2006).
23. J. M. Prats-Montalbán and A. Ferrer, "Integration of colour and textural information in multivariate image analysis: Defect detection and classification, issues," J. Chemom. 21, 10-23 (2007).
24. M. L. Mahy and E. A. Oosterlink, "Evaluation of uniform color spaces developed after the adoption of CIELAB and CIELUV," Color Res. Appl. 19(2), 105-121 (1997).
25. R. Kohavi, "A study of cross-validation and bootstrap for accuracy estimation and model, selection," in Proc. Int. Joint Conf. Artif. Intell. (IJCAI), pp. 1137-1145 (1995).