DocumentCode :
1699059
Title :
An enhanced Bspline based Zernike Moment evaluations with watermarking applications
Author :
Fahmy, M.F. ; Thabet, M.A.
Author_Institution :
Dept. of Electr. Eng., Assiut Univ., Assiut, Egypt
fYear :
2013
Abstract :
Zernike Moments (ZM), are extensively used in pattern recognition and image classification. However, they suffer from severe computational errors especially as the moment order increases. In this paper, in order to reduce the effects of these errors and make ZM suitable for image processing applications, it is proposed to compute ZM for a decimated image, and use Bspline interpolation to interpolate between image pixels. This significantly improves performance, due to its superior low frequency concentration feature and robust performance. Further improvements are also possible, by basing our computations on least squares Bspline decimated images, as well as optimizing some of ZM coefficients. It is also proposed to use the rotation invariant feature of ZM, in modifying a watermarking schemes to be insensitive to rotations or rotation attacks. In this respect, a watermarking technique based on using Natural Preserving Transform NPT, known for its robustness against cropping, compression and noise attacks is modified to be insensitive to rotation attacks. Several simulation experiments are given to verify these results.
Keywords :
Zernike polynomials; image classification; image watermarking; interpolation; least squares approximations; splines (mathematics); B-spline based Zernike Moment evaluations; B-spline interpolation; NPT; ZM; compression attack; cropping attack; image classification; image pixel interpolation; image processing applications; least squares B-spline decimated images; low frequency concentration feature; moment order; natural preserving transform; noise attack; pattern recognition; rotation attacks; rotation invariant feature; watermarking applications; Image recognition; Interpolation; PSNR; Robustness; Transforms; Visualization; Watermarking; Moments; Pseudo Zernike Moments; Watermarking;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Signal Processing and Information Technology(ISSPIT), 2013 IEEE International Symposium on
Conference_Location :
Athens
Type :
conf
DOI :
10.1109/ISSPIT.2013.6781877
Filename :
6781877
Link To Document :
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