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Published in: Quantum Information Processing 6/2020

01-06-2020

Quantum circuit design of approximate median filtering with noise tolerance threshold

Authors: HaiYing Xia, YuFang Xiao, ShuXiang Song, HaiSheng Li

Published in: Quantum Information Processing | Issue 6/2020

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Abstract

Quantum median filtering is an important step for many quantum signal processing algorithms. Current quantum median filtering designs show limitations in either computational complexity or incomplete noise detection. We propose a design of quantum median filtering, which uses approximate median filtering with noise tolerance threshold to remove salt-and-pepper noise. Instead of calculating the median, we search an approximate median by sorting four times, which reduces the computational complexity from \(O\left( {21{q^2} + 63q} \right) \) to \(O\left( {12{q^2} + 36q} \right) \). Here, q is the qubit used to represent the gray value. Furthermore, we adopt a two-level threshold to detect the noise points as much as possible. Finally, we design a complete quantum circuit to implement the approximate median filtering. The computational complexity of our proposed circuit is \(O\left( {10{n^2} + 14{q^2}} \right) \) for a NEQR quantum image with a size of \({2^n} \times {2^n}\). The complexity analysis shows that our proposed method significantly speeds up the filtering process compared with the classical filtering methods and the existing quantum filtering methods. In addition, the simulation results prove the proposed approximate median filtering is feasible.

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Literature
1.
go back to reference Nielsen, M.A., Chuang, I.L.: Quantum Computation and Quantum Information. Cambridge University Press, Cambridge (2010)MATH Nielsen, M.A., Chuang, I.L.: Quantum Computation and Quantum Information. Cambridge University Press, Cambridge (2010)MATH
2.
go back to reference Li, H.S., Chen, X., Xia, H.Y., et al.: A quantum image representation based on bitplanes. IEEE Access 6, 62396–62404 (2018) Li, H.S., Chen, X., Xia, H.Y., et al.: A quantum image representation based on bitplanes. IEEE Access 6, 62396–62404 (2018)
4.
go back to reference Beach, G., Lomont, C., Cohen, C.: Quantum image processing. In: Proceedings of the 32nd IEEE Conference Applied Imagery Pattern Recognition, Bellingham, WA, USA, 39-44 (2003) Beach, G., Lomont, C., Cohen, C.: Quantum image processing. In: Proceedings of the 32nd IEEE Conference Applied Imagery Pattern Recognition, Bellingham, WA, USA, 39-44 (2003)
5.
go back to reference Iliyasu, A.M.: Roadmap to talking quantum movies: a contingent inquiry. IEEE Access 7(99), 23864–23913 (2019) Iliyasu, A.M.: Roadmap to talking quantum movies: a contingent inquiry. IEEE Access 7(99), 23864–23913 (2019)
6.
go back to reference Venegasandraca, S.E.: Storing, processing, and retrieving an image using quantum mechanics. Proc. SPIE Int. Soc. Opt. Eng. 5105(8), 1085–1090 (2003) Venegasandraca, S.E.: Storing, processing, and retrieving an image using quantum mechanics. Proc. SPIE Int. Soc. Opt. Eng. 5105(8), 1085–1090 (2003)
8.
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)MathSciNet Venegas-Andraca, S.E., Ball, J.L.: Processing images in entangled quantum systems. Quantum Inf. Process. 9(1), 1–11 (2010)MathSciNet
9.
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(1), 63–84 (2011)MathSciNetMATH 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(1), 63–84 (2011)MathSciNetMATH
10.
go back to reference Yan, F., Iliyasu, A.M., Venegas-Andraca, S.E.: A survey of quantum image representations. Quantum Inf. Process. 15, 1–35 (2016)ADSMathSciNetMATH Yan, F., Iliyasu, A.M., Venegas-Andraca, S.E.: A survey of quantum image representations. Quantum Inf. Process. 15, 1–35 (2016)ADSMathSciNetMATH
11.
go back to reference Zhang, Y., Lu, K., Gao, Y.: NEQR: a novel enhanced quantum representation of digital images. Quantum Inf. Process. 12(8), 2833–2860 (2013)ADSMathSciNetMATH Zhang, Y., Lu, K., Gao, Y.: NEQR: a novel enhanced quantum representation of digital images. Quantum Inf. Process. 12(8), 2833–2860 (2013)ADSMathSciNetMATH
12.
go back to reference Sun, B., Iliyasu, A.M., Yan, F., Dong, F., et al.: An RGB multi-channel representation for images on quantum computers. J. Adv. Comput. Intell. Intell. Info 17(3), 404–417 (2013) Sun, B., Iliyasu, A.M., Yan, F., Dong, F., et al.: An RGB multi-channel representation for images on quantum computers. J. Adv. Comput. Intell. Intell. Info 17(3), 404–417 (2013)
13.
go back to reference Yuan, S., Mao, X., Xue, Y., et al.: SQR: a simple quantum representation of infrared images. Quantum Inf. Process. 13(6), 1353–1379 (2014)ADSMathSciNetMATH Yuan, S., Mao, X., Xue, Y., et al.: SQR: a simple quantum representation of infrared images. Quantum Inf. Process. 13(6), 1353–1379 (2014)ADSMathSciNetMATH
14.
go back to reference Li, H., Zhu, Q., Zhou, R., et al.: Multi-dimensional color image storage and retrieval for a normal arbitrary quantum superposition state. Quantum Inf. Process. 13(4), 991–1011 (2014)ADSMathSciNetMATH Li, H., Zhu, Q., Zhou, R., et al.: Multi-dimensional color image storage and retrieval for a normal arbitrary quantum superposition state. Quantum Inf. Process. 13(4), 991–1011 (2014)ADSMathSciNetMATH
15.
go back to reference Zhang, Y., Lu, K., Gao, Y., et al.: A novel quantum representation for log-polar images. Quantum Inf. Process. 12(9), 3103–3126 (2013)ADSMathSciNetMATH Zhang, Y., Lu, K., Gao, Y., et al.: A novel quantum representation for log-polar images. Quantum Inf. Process. 12(9), 3103–3126 (2013)ADSMathSciNetMATH
16.
go back to reference Le, P.Q., Iliyasu, A.M., Dong, F., et al.: Fast geometric transformations on quantum images. IAENG Int. J. Appl. Math. 40(3), 113–123 (2010)MathSciNetMATH Le, P.Q., Iliyasu, A.M., Dong, F., et al.: Fast geometric transformations on quantum images. IAENG Int. J. Appl. Math. 40(3), 113–123 (2010)MathSciNetMATH
17.
go back to reference Le, P.Q., Iliyasu, A.M., Dong, F., et al.: Strategies for designing geometric transformations on quantum images. Theor. Comput. Sci. 412(15), 1406–1418 (2011)MathSciNetMATH Le, P.Q., Iliyasu, A.M., Dong, F., et al.: Strategies for designing geometric transformations on quantum images. Theor. Comput. Sci. 412(15), 1406–1418 (2011)MathSciNetMATH
18.
go back to reference Wang, J., Nan, Jiang, Luo, Wang: Quantum image translation. Quantum Inf. Process. 14(5), 1–16 (2014)MathSciNet Wang, J., Nan, Jiang, Luo, Wang: Quantum image translation. Quantum Inf. Process. 14(5), 1–16 (2014)MathSciNet
19.
go back to reference Fan, P., Zhou, R.G., Jing, N., et al.: Geometric transformations of multidimensional color images based on NASS. Inf. Sci. 340, 191–208 (2016) Fan, P., Zhou, R.G., Jing, N., et al.: Geometric transformations of multidimensional color images based on NASS. Inf. Sci. 340, 191–208 (2016)
20.
go back to reference Zhou, R.G., Tan, C., Ian, H.: Global and local translation designs of quantum image based on FRQI. Int. J. Theor. Phys. 56(4), 1382–1398 (2017)MathSciNetMATH Zhou, R.G., Tan, C., Ian, H.: Global and local translation designs of quantum image based on FRQI. Int. J. Theor. Phys. 56(4), 1382–1398 (2017)MathSciNetMATH
21.
go back to reference Iliyasu, A.M., Le, P.Q., Dong, F., et al.: Watermarking and authentication of quantum images based on restricted geometric transformations. Inf. Sci. 186(1), 126–149 (2012)MathSciNetMATH Iliyasu, A.M., Le, P.Q., Dong, F., et al.: Watermarking and authentication of quantum images based on restricted geometric transformations. Inf. Sci. 186(1), 126–149 (2012)MathSciNetMATH
22.
go back to reference Zhang, Y., Lu, K., Xu, K., et al.: Local feature point extraction for quantum images. Quantum Inf. Process. 14(5), 1573–1588 (2015)ADSMathSciNetMATH Zhang, Y., Lu, K., Xu, K., et al.: Local feature point extraction for quantum images. Quantum Inf. Process. 14(5), 1573–1588 (2015)ADSMathSciNetMATH
23.
go back to reference Zhang, Y., Lu, K., Gao, Y.H.: QSobel: a novel quantum image edge extraction algorithm. Sci. China Inf. Sci. 58(1), 1–13 (2015)ADSMATH Zhang, Y., Lu, K., Gao, Y.H.: QSobel: a novel quantum image edge extraction algorithm. Sci. China Inf. Sci. 58(1), 1–13 (2015)ADSMATH
24.
25.
go back to reference Dang, Y., Jiang, N., Hu, H., et al.: Analysis and improvement of the quantum image matching. Quantum Inf. Process. 16(11), 269 (2017) ADSMathSciNetMATH Dang, Y., Jiang, N., Hu, H., et al.: Analysis and improvement of the quantum image matching. Quantum Inf. Process. 16(11), 269 (2017) ADSMathSciNetMATH
26.
go back to reference Li, H.S., Qingxin, Z., Lan, S., et al.: Image storage, retrieval, compression and segmentation in a quantum system. Quantum Inf. Process. 12(6), 2269–2290 (2013)ADSMathSciNetMATH Li, H.S., Qingxin, Z., Lan, S., et al.: Image storage, retrieval, compression and segmentation in a quantum system. Quantum Inf. Process. 12(6), 2269–2290 (2013)ADSMathSciNetMATH
27.
go back to reference Caraiman, S., Manta, V.I.: Image segmentation on a quantum computer. Quantum Inf. Process. 14(5), 1693–1715 (2015)ADSMathSciNetMATH Caraiman, S., Manta, V.I.: Image segmentation on a quantum computer. Quantum Inf. Process. 14(5), 1693–1715 (2015)ADSMathSciNetMATH
28.
go back to reference Iliyasu, A.M., Le, P.Q., Dong, F., et al.: Watermarking and authentication of quantum images based on restricted geometric transformations. Inf. Sci. 186, 126–149 (2012)MathSciNetMATH Iliyasu, A.M., Le, P.Q., Dong, F., et al.: Watermarking and authentication of quantum images based on restricted geometric transformations. Inf. Sci. 186, 126–149 (2012)MathSciNetMATH
29.
go back to reference Zhang, W.W., Gao, F., Liu, B., et al.: A watermark strategy for quantum images based on quantum Fourier transform. Quantum Inf. Process. 12(4), 793–803 (2013)ADSMathSciNetMATH Zhang, W.W., Gao, F., Liu, B., et al.: A watermark strategy for quantum images based on quantum Fourier transform. Quantum Inf. Process. 12(4), 793–803 (2013)ADSMathSciNetMATH
30.
go back to reference Yang, Y.G., Jia, X., Xu, P., et al.: Analysis and improvement of the watermark strategy for quantum images based on quantum Fourier transform. Quantum Inf. Process. 12(8), 2765–2769 (2013)ADSMathSciNetMATH Yang, Y.G., Jia, X., Xu, P., et al.: Analysis and improvement of the watermark strategy for quantum images based on quantum Fourier transform. Quantum Inf. Process. 12(8), 2765–2769 (2013)ADSMathSciNetMATH
31.
go back to reference Song, X.H., Wang, S., Liu, S., et al.: A dynamic watermarking scheme for quantum images using quantum wavelet transform. Quantum Inf. Process. 12(12), 3689–3706 (2013)ADSMathSciNetMATH Song, X.H., Wang, S., Liu, S., et al.: A dynamic watermarking scheme for quantum images using quantum wavelet transform. Quantum Inf. Process. 12(12), 3689–3706 (2013)ADSMathSciNetMATH
32.
go back to reference Song, X.H., Niu, X.M.: Comment on: novel image encryption/decryption based on quantum fourier transform and double phase encoding. Quantum Inf. Process. 13(6), 1301–1304 (2014)ADSMathSciNetMATH Song, X.H., Niu, X.M.: Comment on: novel image encryption/decryption based on quantum fourier transform and double phase encoding. Quantum Inf. Process. 13(6), 1301–1304 (2014)ADSMathSciNetMATH
33.
go back to reference Hua, T., Chen, J., Pei, D., et al.: Quantum image encryption algorithm based on image correlation decomposition. Int. J. Theor. Phys. 54(2), 526–537 (2015)MATH Hua, T., Chen, J., Pei, D., et al.: Quantum image encryption algorithm based on image correlation decomposition. Int. J. Theor. Phys. 54(2), 526–537 (2015)MATH
34.
go back to reference Zhou, R.G., Wu, Q., Zhang, M.Q., et al.: Quantum image encryption and decryption algorithms based on quantum image geometric transformations. Int. J. Theor. Phys. 52, 1802–1817 (2013)MathSciNet Zhou, R.G., Wu, Q., Zhang, M.Q., et al.: Quantum image encryption and decryption algorithms based on quantum image geometric transformations. Int. J. Theor. Phys. 52, 1802–1817 (2013)MathSciNet
35.
go back to reference Iliyasu, A.M., Le, P.Q., Dong, F., et al.: A framework for representing and producing movies on quantum computers. Int. J. Quantum Inf. 09(06), 1459–1497 (2011)MATH Iliyasu, A.M., Le, P.Q., Dong, F., et al.: A framework for representing and producing movies on quantum computers. Int. J. Quantum Inf. 09(06), 1459–1497 (2011)MATH
36.
go back to reference Yan, F., Iliyasu, A.M., Yang, H., et al.: Video encryption and decryption on quantum computers. Int. J. Theor. Phys. 54(8), 2893–2904 (2015)MathSciNetMATH Yan, F., Iliyasu, A.M., Yang, H., et al.: Video encryption and decryption on quantum computers. Int. J. Theor. Phys. 54(8), 2893–2904 (2015)MathSciNetMATH
37.
go back to reference Yan, F., Iliyasu, A.M., Khan, A.R., et al.: Measurements-based moving target detection in quantum video. Int. J. Theor. Phys. 55(4), 2162–2173 (3016)MATH Yan, F., Iliyasu, A.M., Khan, A.R., et al.: Measurements-based moving target detection in quantum video. Int. J. Theor. Phys. 55(4), 2162–2173 (3016)MATH
38.
go back to reference Yan, F., Le, P.Q., Iliyasu, A.M., et al.: Assessing the similarity of quantum images based on probability measurements. In: 2012 IEEE Congress on Evolutionary Computation. Brisbane, Australia (2012) Yan, F., Le, P.Q., Iliyasu, A.M., et al.: Assessing the similarity of quantum images based on probability measurements. In: 2012 IEEE Congress on Evolutionary Computation. Brisbane, Australia (2012)
39.
go back to reference Yan, F., Iliyasu, A.M., Abdullah, et al.: A parallel comparison of multiple pairs of images on quantum computers. Int. J. Innov. Comput. Appl. 5, 199–212 (2016) Yan, F., Iliyasu, A.M., Abdullah, et al.: A parallel comparison of multiple pairs of images on quantum computers. Int. J. Innov. Comput. Appl. 5, 199–212 (2016)
40.
go back to reference Iliyasu, A.M., Yan, F., Kaoru, H.: Metric for estimating congruity between quantum images. Entropy 18(10), 360 (2016)ADS Iliyasu, A.M., Yan, F., Kaoru, H.: Metric for estimating congruity between quantum images. Entropy 18(10), 360 (2016)ADS
41.
go back to reference Liu, X.A., Zhou, R.G., El-Rafei, A.: Similarity assessment of quantum images. Quantum Inf. Process. 18(8), 244 (2019)ADS Liu, X.A., Zhou, R.G., El-Rafei, A.: Similarity assessment of quantum images. Quantum Inf. Process. 18(8), 244 (2019)ADS
42.
go back to reference Zhou, R.G., Liu, X.A., Zhu, C., et al.: Similarity analysis between quantum images. Quantum Inf. Process. 17(6), 121 (2018)ADSMathSciNetMATH Zhou, R.G., Liu, X.A., Zhu, C., et al.: Similarity analysis between quantum images. Quantum Inf. Process. 17(6), 121 (2018)ADSMathSciNetMATH
44.
go back to reference Yuan, S., Lu, Y., Mao, X., Zhou, J., et al.: Quantum image filtering in the spatial domain. Int. J. Theor. Phys. 56(8), 1572–9575 (2017) Yuan, S., Lu, Y., Mao, X., Zhou, J., et al.: Quantum image filtering in the spatial domain. Int. J. Theor. Phys. 56(8), 1572–9575 (2017)
45.
go back to reference Yuan, S., Lu, Y., Mao, X., et al.: Improved quantum image filtering in the spatial domain. Int. J. Theor. Phys. 57(3), 804–813 (2018)MathSciNetMATH Yuan, S., Lu, Y., Mao, X., et al.: Improved quantum image filtering in the spatial domain. Int. J. Theor. Phys. 57(3), 804–813 (2018)MathSciNetMATH
46.
go back to reference Li, P., Liu, X., Xiao, H.: Quantum image weighted average filtering in spatial domain. Int. J. Theor. Phys. 56(11), 3690–3716 (2017)MATH Li, P., Liu, X., Xiao, H.: Quantum image weighted average filtering in spatial domain. Int. J. Theor. Phys. 56(11), 3690–3716 (2017)MATH
47.
go back to reference Li, P., Liu, X., Xiao, H.: Quantum image median filtering in the spatial domain. Quantum Inf. Process. 17(3), 1573-1332 (2018)MathSciNet Li, P., Liu, X., Xiao, H.: Quantum image median filtering in the spatial domain. Quantum Inf. Process. 17(3), 1573-1332 (2018)MathSciNet
48.
go back to reference Jiang, S.X., Zhou, R.G., Hu, W.W., et al.: Improved quantum image median filtering in the spatial domain. Int. J. Theor. Phys. 58(7), 2115–2133 (2019)MathSciNetMATH Jiang, S.X., Zhou, R.G., Hu, W.W., et al.: Improved quantum image median filtering in the spatial domain. Int. J. Theor. Phys. 58(7), 2115–2133 (2019)MathSciNetMATH
49.
go back to reference Fan, P., Zhou, R.G., Hu, W.W., et al.: Quantum image edge extraction based on classical Sobel operator for NEQR. Quantum Inf. Process. 18(1), 1573-1332 (2019)MATH Fan, P., Zhou, R.G., Hu, W.W., et al.: Quantum image edge extraction based on classical Sobel operator for NEQR. Quantum Inf. Process. 18(1), 1573-1332 (2019)MATH
50.
go back to reference Dong, W., University, H., Kaifeng, et al.: Design of quantum comparator based on extended general toffoli gates with multiple targets. Comput. Sci. 39(9), 302–306 (2012) Dong, W., University, H., Kaifeng, et al.: Design of quantum comparator based on extended general toffoli gates with multiple targets. Comput. Sci. 39(9), 302–306 (2012)
51.
go back to reference Barenco, A., Bennett, C.H., Cleve, R., et al.: Elementary gates for quantum computation. Phys. Rev. A 52(5), 3457–3467 (1995)ADS Barenco, A., Bennett, C.H., Cleve, R., et al.: Elementary gates for quantum computation. Phys. Rev. A 52(5), 3457–3467 (1995)ADS
Metadata
Title
Quantum circuit design of approximate median filtering with noise tolerance threshold
Authors
HaiYing Xia
YuFang Xiao
ShuXiang Song
HaiSheng Li
Publication date
01-06-2020
Publisher
Springer US
Published in
Quantum Information Processing / Issue 6/2020
Print ISSN: 1570-0755
Electronic ISSN: 1573-1332
DOI
https://doi.org/10.1007/s11128-020-02678-6

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