Abstract
Polar harmonic transforms (PHTs) are orthogonal rotation invariant transforms that provide many numerically stable features. The kernel functions of PHTs consist of sinusoidal functions that are inherently computation intensive. We develop a fast approach for their computation using recursion and 8-way symmetry/anti-symmetry property of the kernel functions. The clustering of pixels at eight radially symmetrical locations enhances the speed of computation. Experimental results show that the proposed method is faster by a factor lying between three and four compared to the existing fast method.
Similar content being viewed by others
References
Teh, C.H., Chin, R.T.: On image analysis by the methods of moments. IEEE Trans. Pattern Anal. Mach. Intell. 10(4), 496–513 (1988)
Sheng, Y., Shen, L.: OFMMs for invariant pattern recognition. J. Opt. Soc. Am. A 11((6), 1748–1757 (1994)
Yap, P.T., Jiang, X., Kot, A.C.: Two dimensional PHTs for invariant image representation. IEEE Trans. Pattern Anal. Mach. Intell. 32(7), 1259–1270 (2010)
Yang, Z., Kamata, S.: Fast polar harmonic transforms. In: Proceedings of 11th International Conference Control, Automation, Robotics and Vision, Singapore, 7–10th December 2010, 673–676
Liu, M., Jiang, X., Kot, A.C., Yap, P.T.: Application of polar harmonic transforms to fingerprint classification. Emerging Topics in Computer Vision and its Applications. World Scientific Publishing, Singapore (2011)
Li, L., Li, S., Wang, G., Abraham, A.: An evaluation on circularly orthogonal moments for image representation. In: Proceedings of International Conference of International Science and Technology, Nanjing, Jiangsu, China, March 26–28, 394–397 (2011)
Miao, Q., Liu, J., Li, W., Shi, J., Wang, Y.: Three novel invariant moments based on radon and polar harmonic transform. Opt. Commun. 285, 1044–1048 (2012)
Hoang, T.V., Tabbone, S.: Generic polar harmonic transforms for invariant image description. In: Proceedings of IEEE International Conference on Image Processing-ICIP 2011, Brussels, Belgium, 845–848 (2011)
Singh, C., Pooja, S., Upneja, R.: On image reconstruction, numerical stability, and invariance of orthogonal radial moments and radial harmonic transform. Pattern Recognit. Image Anal. 21(4), 663–676 (2011)
Xin, Y., Pawlak, M., Liao, S.: Accurate Computation of Zernike moments in polar coordinates. IEEE Trans. Image Process. 16(2), 581–587 (2007)
Singh, C., Walia, E.: Computation of Zernike moments in improved polar configuration. IET Image Process. 3(4), 217–227 (2009)
Singh, C., Walia, E.: Algorithms for fast computation of Zernike moments and their numerical stability. Image Vis. Comput. 29, 251–259 (2011)
Acknowledgments
The authors are thankful to the anonymous reviewers for providing useful comments and suggestions for raising the standard of the paper.
Author information
Authors and Affiliations
Corresponding author
Rights and permissions
About this article
Cite this article
Singh, C., Kaur, A. Fast computation of polar harmonic transforms. J Real-Time Image Proc 10, 59–66 (2015). https://doi.org/10.1007/s11554-012-0252-y
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s11554-012-0252-y