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Pattern Recognition, International Conference on (2010)
Istanbul, Turkey
Aug. 23, 2010 to Aug. 26, 2010
ISSN: 1051-4651
ISBN: 978-0-7695-4109-9
pp: 818-821
ABSTRACT
This paper presents a novel blur tolerant decor relation scheme for local phase quantization (LPQ) texture descriptor. As opposed to previous methods, the introduced model can be applied with virtually any kind of blur regardless of the point spread function. The new technique takes also into account the changes in the image characteristics originating from the blur itself. The implementation does not suffer from multiple solutions like the decor relation in original LPQ, but still retains the same run-time computational complexity. The texture classification experiments illustrate considerable improvements in the performance of LPQ descriptors in the case of blurred images and show only negligible loss of accuracy with sharp images.
INDEX TERMS
texture analysis, pattern recognition
CITATION

J. Heikkilä, E. Rahtu and V. Ojansivu, "Improved Blur Insensitivity for Decorrelated Local Phase Quantization," 2010 20th International Conference on Pattern Recognition (ICPR 2010)(ICPR), Istanbul, 2010, pp. 818-821.
doi:10.1109/ICPR.2010.206
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