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Published in: Quantum Information Processing 6/2013

01-06-2013

Image storage, retrieval, compression and segmentation in a quantum system

Authors: Hai-Sheng Li, Zhu Qingxin, Song Lan, Chen-Yi Shen, Rigui Zhou, Jia Mo

Published in: Quantum Information Processing | Issue 6/2013

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Abstract

A set of quantum states for \(M\) colors and another set of quantum states for \(N\) coordinates are proposed in this paper to represent \(M\) colors and coordinates of the \(N\) pixels in an image respectively. We design an algorithm by which an image of \(N\) pixels and \(m\) different colors is stored in a quantum system just using \(2N+m\) qubits. An algorithm for quantum image compression is proposed. Simulation result on the Lena image shows that compression ratio of lossless is 2.058. Moreover, an image segmentation algorithm based on quantum search quantum search which can find all solutions in the expected times in \(O(t\sqrt{N} )\) is proposed, where \(N\) is the number of pixels and \(t\) is the number of targets to be segmented.

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Literature
2.
3.
go back to reference Venegas-Andraca, S.E., Bose, S.: Storing, processing and retrieving an image using quantum mechanics. In: Proceeding of SPIE Conference Quantum Information and Computation, vol. 5105, pp. 137–147 (2003) Venegas-Andraca, S.E., Bose, S.: Storing, processing and retrieving an image using quantum mechanics. In: Proceeding of SPIE Conference Quantum Information and Computation, vol. 5105, pp. 137–147 (2003)
4.
go back to reference Venegas-Andraca, S.E., Ball, J.L.: Processing images in entangled quantum systems. Quantum Inf. Process. 9(1), 1–11 (2010)MathSciNetCrossRef Venegas-Andraca, S.E., Ball, J.L.: Processing images in entangled quantum systems. Quantum Inf. Process. 9(1), 1–11 (2010)MathSciNetCrossRef
5.
go back to reference Le, P.Q., Dong, F., Hirota, K.: A flexible representation of quantum images for polynomial preparation, image compression, and processing operations. Quantum Inf. Process. 10, 63–84 (2011)MathSciNetMATHCrossRef Le, P.Q., Dong, F., Hirota, K.: A flexible representation of quantum images for polynomial preparation, image compression, and processing operations. Quantum Inf. Process. 10, 63–84 (2011)MathSciNetMATHCrossRef
6.
go back to reference Le, P.Q., Iliyasu, A.M., Dong, F., Hirota, K.: Strategies for designing geometric transformations on quantum images. Theor. Comput. Sci. 412, 1406–1418 (2011)MathSciNetMATHCrossRef Le, P.Q., Iliyasu, A.M., Dong, F., Hirota, K.: Strategies for designing geometric transformations on quantum images. Theor. Comput. Sci. 412, 1406–1418 (2011)MathSciNetMATHCrossRef
7.
go back to reference Le, P.Q., Iliyasu, A.M., Dong, F., Hirota, K.: Efficient color transformations on quantum images. J Adv Comput Intell Intell Inf 15(6), 698–706 (2011) Le, P.Q., Iliyasu, A.M., Dong, F., Hirota, K.: Efficient color transformations on quantum images. J Adv Comput Intell Intell Inf 15(6), 698–706 (2011)
8.
go back to reference Beach, G., Lomont, C., Cohen, C.: Quantum image processing (quip). In: Proceedings of Applied Imagery Pattern Recognition Workshop, pp. 39–44 (2003) Beach, G., Lomont, C., Cohen, C.: Quantum image processing (quip). In: Proceedings of Applied Imagery Pattern Recognition Workshop, pp. 39–44 (2003)
9.
go back to reference Chao-Yang, P., Zheng-Wei, Z., Guang-Can, G.: A hybrid quantum encoding algorithm of vector quantization for image compression. Chin. Phys. 15(12), 3039–3043 (2006)ADSCrossRef Chao-Yang, P., Zheng-Wei, Z., Guang-Can, G.: A hybrid quantum encoding algorithm of vector quantization for image compression. Chin. Phys. 15(12), 3039–3043 (2006)ADSCrossRef
10.
go back to reference Nielsen, M.A., Chuang, I.L.: Quantum Computation and Quantum Information. Cambridge University Press, Cambridge (2000)MATH Nielsen, M.A., Chuang, I.L.: Quantum Computation and Quantum Information. Cambridge University Press, Cambridge (2000)MATH
11.
go back to reference Shor, P.W.: Algorithms for quantum computation: Discrete logarithms and factoring. In: Proceedings of the 35th Annual IEEE Symposium on Foundations of Computer Science, pp. 124–134 (1994) Shor, P.W.: Algorithms for quantum computation: Discrete logarithms and factoring. In: Proceedings of the 35th Annual IEEE Symposium on Foundations of Computer Science, pp. 124–134 (1994)
12.
go back to reference Grover, L.K.: A fast quantum mechanical algorithm for database search. In: Proceedings of the 28th Annual ACM Symposium on Theory of Computing (1996) Grover, L.K.: A fast quantum mechanical algorithm for database search. In: Proceedings of the 28th Annual ACM Symposium on Theory of Computing (1996)
13.
go back to reference Grover, L.K.: Quantum mechanics helps in searching for a needle in a haystack. Phys. Rev. Lett. 79, 325–328 (1997) Grover, L.K.: Quantum mechanics helps in searching for a needle in a haystack. Phys. Rev. Lett. 79, 325–328 (1997)
14.
go back to reference Zhou, R.G., Wang, H., Wu, Q., Yang, S.: Quantum associative neural network with nonlinear search algorithm. Int. J. Theor. Phys. 51(3), 705–723 (2012) Zhou, R.G., Wang, H., Wu, Q., Yang, S.: Quantum associative neural network with nonlinear search algorithm. Int. J. Theor. Phys. 51(3), 705–723 (2012)
15.
go back to reference Zhou, R.G., Nan, J., Qiulin, D.: Multi-pattern recognition based on Grover’s algorithmChinese. J. Electron. 16(4), 679–682 (2007) Zhou, R.G., Nan, J., Qiulin, D.: Multi-pattern recognition based on Grover’s algorithmChinese. J. Electron. 16(4), 679–682 (2007)
16.
go back to reference Boyer, M., Brassard, G., Hyer, P., Tapp, A.: Tight bounds on quantum searching. Fortsch. Phys. 46, 493–500 (1998)ADSCrossRef Boyer, M., Brassard, G., Hyer, P., Tapp, A.: Tight bounds on quantum searching. Fortsch. Phys. 46, 493–500 (1998)ADSCrossRef
17.
go back to reference Gonzalez, R.C., Woods, R.E.: Digital Image Processing, 2/E. Publishing House of Electronics Industry, Beijing (2007) Gonzalez, R.C., Woods, R.E.: Digital Image Processing, 2/E. Publishing House of Electronics Industry, Beijing (2007)
18.
go back to reference Felzenszwalb, P.F.: Efficient graph-based image segmentation. Int. J. Comput. Vis. 59(2), 167–181 (2004)CrossRef Felzenszwalb, P.F.: Efficient graph-based image segmentation. Int. J. Comput. Vis. 59(2), 167–181 (2004)CrossRef
19.
go back to reference Mosca, M.: Quantum searching, counting and amplitude amplification by eigenvector analysis. In: Proceedings of Randomized Algorithms, Workshop of Mathematical Foundations of Computer Science, pp. 90–100 (1998) Mosca, M.: Quantum searching, counting and amplitude amplification by eigenvector analysis. In: Proceedings of Randomized Algorithms, Workshop of Mathematical Foundations of Computer Science, pp. 90–100 (1998)
20.
go back to reference Brassard, G., H\(\phi \)yer, P., Tapp, A.: Quantum Counting. Quant-ph/9805082V1, 1–12 Brassard, G., H\(\phi \)yer, P., Tapp, A.: Quantum Counting. Quant-ph/9805082V1, 1–12
Metadata
Title
Image storage, retrieval, compression and segmentation in a quantum system
Authors
Hai-Sheng Li
Zhu Qingxin
Song Lan
Chen-Yi Shen
Rigui Zhou
Jia Mo
Publication date
01-06-2013
Publisher
Springer US
Published in
Quantum Information Processing / Issue 6/2013
Print ISSN: 1570-0755
Electronic ISSN: 1573-1332
DOI
https://doi.org/10.1007/s11128-012-0521-5

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