Abstract
We construct two novel quaternion-valued smooth compactly supported symmetric orthogonal wavelet (QSCSW) filters of length greater than existing ones. In order to obtain their filter coefficients, we propose an optimization-based method for solving a specific kind of multivariate quadratic equations. This method provides a new idea for solving multivariate quadratic equations and could be applied to construct much longer QSCSW filters.
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Akansu, A.N., Haddad, R.A.: Multiresolution Signal Decomposition: Transforms, Subbands, and Wavelets, vol. 60, pp. 682–687. Academic Press, Cambridge (2001)
Bayrocorrochano, E.: Multiresolution image analysis using the quaternion wavelet transform. Numer. Algorithms 39(1–3), 35–55 (2005)
Benedetto, J.J., Li, S.: The theory of multiresolution analysis frames and applications to filter banks. Appl. Comput. Harmonic Anal. 5(4), 389–427 (1998)
Brackx, F., Delanghe, R., Sommen, F.: Clifford Analysis, vol. 76 of Research Notes in Mathematics. Pitman Advanced Publishing Program, Boston (1982)
Brackx, F., Knock, B.D., Schepper, H.D.: A matrix Hilbert transform in hermitean clifford analysis. J. Math. Anal. Appl. 344(2), 1068–1078 (2008)
Buchberger, B.: Gr\(\ddot{o}\)bner bases: a short introduction for systems theorists. Comput. Aided Syst. Theory 2178, 1–19 (2001)
Burt, P.J.: Multiresolution Techniques for Image Representation, Analysis, and ‘Smart’ Transmission. In: Proceedings of the SPIE on Visual Communication and Image Processing IV, vol. 1199, pp. 2–15 (1989)
Crowley, J.L.: A Representations for Visual Information. Ph.D. thesis, Carnegie-Mellon University (1982)
Daubechies, I.: Ten lectures on wavelets. Society for Industrial and Applied Mathematics (1992)
Ginzberg, P., Walden, A.T.: Matrix-valued and quaternion wavelets. IEEE Trans. Signal Process. 61(6), 1357–1367 (2013)
He, J.X., Yu, B.: Wavelet analysis of quaternion-valued time-series. Int. J. Wavelets Multiresolut. Inf. Process. 3, 233–246 (2005)
Hitzer, E.M.S., Sangwine, S.J.: Quaternion and Clifford Fourier transforms and wavelets. Trends in Mathematics (2013)
Keinert, F.: Wavelets and multiwavelets. Chapman & Hall Press, Boca Raton (2003)
Mallat, S.: A theory for multiresolution signal decomposition: the wavelet representation. IEEE Trans. Pattern Anal. Mach. Intell. 11(7), 674–693 (1989)
Mallat, S.: Multiresolution approximations and wavelet orthonormal bases of \(L^2({\mathbb{R}})\). Trans. Am. Math. Soc. 315(1), 69–87 (1989)
Mallat, S.: A Wavelet Tour of Signal Processing, vol. 31, pp. 83–85. Academic Press, Cambridge (1999)
Mawardi, B., Ryuichi, A., Remi, V.: Two-dimensional Quaternion Fourier transform of type II and quaternion wavelet transform. In: International Conference on Wavelet Analysis and Pattern Recognition, pp. 15–17 (2012)
Meyer, Y.: Wavelets and applications. Acoust. Soc. Am. J. 92(5), 3023 (1992)
Mitrea, M.: Clifford Wavelets, Singular Integrals, and Hardy Spaces. Springer, Berlin (1994)
Moxey, C.E., Sangwine, S.J., Ell, T.A.: Hypercomplex correlation techniques for vector images. IEEE Trans. Signal Process. 51(7), 1941–1953 (2003)
Ojala, T., Pietikainen, M., Maenpaa, T.: Multiresolution gray-scale and rotation invariant texture classification with local binary patterns. IEEE Trans. Pattern Anal. Mach. Intell. 24(7), 971–987 (2002)
Pang, H., Zhu, M., Guo, L.: Multifocus color image fusion using quaternion wavelet transform. In: IEEE International Congress on Image and Signal Processing, pp. 543–546 (2012)
Peng, L., Zhao, J.: Quaternion-valued smooth orthogonal wavelets with short support and symmetry. Trends in mathematics: advances in analysis and geometry. Birkh\(\ddot{a}\)user, Basel, pp. 365–376 (2004)
Sabadini, I., Sommen, F.: Hermitian Clifford Analysis. Springer, Basel (2015)
Sangwine, S.J., Ell, T.A.: The discrete fourier transform of a color image. In: Algorithms and Applications, Image Processing II Mathematical Methods, pp. 430–441 (2000)
Traversoni, L.: Quaternion Wavelet Problems. In: Proceedings of 8th International Symposium on Approximation Theory. Texas A&M University (1995)
Zhao, J., Peng, L.: Quaternion-valued admissible wavelets associated with the 2D Euclidean group with dilations. J. Nat. Geom. 20(1/2), 21–32 (2001)
Zhou, J., Xu, Y., Yang, X.: Quaternion wavelet phase based stereo matching for uncalibrated images. Pattern Recognit. Lett. 28(12), 1509–1522 (2007)
Acknowledgements
The authors would like to thank Professor Fritz Keinert for his detailed reply about a Matlab toolbox written by him. We also thank Professor Baobin Li for his useful suggestions. Thank the reviewers for giving us constructive and valuable suggestions.
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Communicated by Hongbo Li
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Jiman Zhao supported by National Natural Science Foundation of China (Grant nos. 11471040 and 11761131002).
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Ma, G., Peng, L. & Zhao, J. Quaternion-Valued Smooth Compactly Supported Orthogonal Wavelets with Symmetry. Adv. Appl. Clifford Algebras 29, 28 (2019). https://doi.org/10.1007/s00006-019-0945-4
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DOI: https://doi.org/10.1007/s00006-019-0945-4