A Quantum Algorithm of Constructing Image Histogram

Histogram plays an important statistical role in digital image processing. However, the existing quantum image models are deficient to do this kind of image statistical processing because different gray scales are not distinguishable. In this paper, a novel quantum image representation model is proposed firstly in which the pixels with different gray scales can be distinguished and operated simultaneously. Based on the new model, a fast quantum algorithm of constructing histogram for quantum image is designed. Performance comparison reveals that the new quantum algorithm could achieve an approximately quadratic speedup than the classical counterpart. The proposed quantum model and algorithm have significant meanings for the future researches of quantum image processing.




References:
[1] Venegas-Andraca, S. E., Ball, J. L.: Storing images in engtangled
quantum systems. arXiv:quant-ph/0402085 (2003).
[2] Venegas-Andraca S.E., Ball J.L., K. Burnett, and S. Bose. Processing
images in entangled quantum systems. Quantum Information Processing
9:1-11 (2010).
[3] Latorre, J. I.: Image compression and entanglement. arXiv:quant-ph/
0510031 (2005)
[4] P.Q. Le, F. Dong, K. Hirota, A flexible representation of quantum images
for polynomial preparation, image compression, and processing
operations, Quantum Information Processing 10(1), 63-84 (2011).
[5] P.Q. Le, A.M. Iliyasu, F. Dong, K. Hirota, Strategies for designing
geometric transformations on quantum images, Theoretical Computer
Science 412, 1406-1418 (2011).
[6] P.Q. Le, A.M. Iliyasu, F. Dong, K. Hirota, Efficient Color
Transformations on Quantum Images, Journal of Advanced
Computational Intelligence and Intelligent Informatics, 15(6), (2011).
[7] A. M. Iliyasu, P. Q. Le, F. Dong, K. Hirota. Watermarking and
authentication of quantum images based on restricted geometric
transformations, Information Sciences 186, 126-149 (2012).
[8] W. Zhang, F. Gao, B. Liu, Q. Wen, H. Chen, A watermark strategy for
quantum images based on quantum fourier transform. Quantum
Information Processing. DOI 10.1007/s11128-012-0423-6 (2012).
[9] F. Lu and D. C. Marinescu. An RCmax Quantum Scheduling Algorithm.
Quantum Information Processing, 6(3), 159-178 (2007).
[10] Grover, L., A fast quantum mechanical algorithm for database search,
Proc. of the 28th Ann. ACM Symp. on the Theory of Computing, pp.
212-219 (1996).
[11] M. W. Coffey, Z. Prezkuta. A Quantum Algorithm for Finding the Modal
Value. Quantum Information Processing, 7(1), 51-54 (2008).G. O.
Young, "Synthetic structure of industrial plastics (Book style with paper
title and editor)," in Plastics, 2nd ed. vol. 3, J. Peters, Ed. New York:
McGraw-Hill, 1964, pp. 15-64.