Skip to main content
Erschienen in: Quantum Information Processing 1/2019

01.01.2019

Quantum image edge extraction based on Laplacian operator and zero-cross method

verfasst von: Ping Fan, Ri-Gui Zhou, Wen Wen Hu, NaiHuan Jing

Erschienen in: Quantum Information Processing | Ausgabe 1/2019

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

Edge detection, as a fundamental problem in image processing and computer vision, is an indispensable task in digital image processing. Because of the sharp increase in the image data in the actual applications, real-time problem has become a limitation in classical image processing. In this paper, based on the novel enhanced quantum image representation (NEQR) of digital images, an enhanced quantum edge detection algorithm is investigated, which combines the classical Laplacian operator and zero-cross method. Because NEQR utilizes the superposition state of qubit sequence to store all the pixels of an image, the corresponding quantum image edge detection algorithm can realize parallel computation to implement the Laplacian filter and further calculate the image intensity of all the pixels according zero-cross method. The circuit complexity analysis demonstrates that our presented quantum image edge algorithm can reach a significant and exponential speedup compared to classical counterparts. Hence, our proposed quantum image edge detection algorithm would resolve the real-time problem of image edge extraction in practice image processing.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
1.
Zurück zum Zitat Yan, F., Iliyasu, A.M., Le, P.Q.: Quantum image processing: A review of advances in its security technologies. Int. J. Quant. Inf. 15(03), 1730001 (2017)CrossRefMathSciNetMATH Yan, F., Iliyasu, A.M., Le, P.Q.: Quantum image processing: A review of advances in its security technologies. Int. J. Quant. Inf. 15(03), 1730001 (2017)CrossRefMathSciNetMATH
2.
Zurück zum Zitat Yan, F., Iliyasu, A.M., Venegas-Andraca, S.E.: A Survey of Quantum Image Representations, vol. 15, pp. 1–35. Kluwer Academic Publishers, Hingham (2016)MATH Yan, F., Iliyasu, A.M., Venegas-Andraca, S.E.: A Survey of Quantum Image Representations, vol. 15, pp. 1–35. Kluwer Academic Publishers, Hingham (2016)MATH
3.
Zurück zum Zitat Iliyasu, A.M.: Towards the realisation of secure and efficient image and video processing applications on quantum computers. Entropy 15, 2874–2974 (2013)CrossRefADSMathSciNetMATH Iliyasu, A.M.: Towards the realisation of secure and efficient image and video processing applications on quantum computers. Entropy 15, 2874–2974 (2013)CrossRefADSMathSciNetMATH
4.
Zurück zum Zitat Iliyasu, A.M.: Algorithmic frameworks to support the realisation of secure and efficient image-video processing applications on quantum computers. Ph.D. (Dr Eng.) Thesis, Tokyo Institute of Technology, Tokyo, Japan. 25 Sept. 2012 Iliyasu, A.M.: Algorithmic frameworks to support the realisation of secure and efficient image-video processing applications on quantum computers. Ph.D. (Dr Eng.) Thesis, Tokyo Institute of Technology, Tokyo, Japan. 25 Sept. 2012
5.
Zurück zum Zitat Iliyasu, A.M., Le, P.Q., Yan, F., Bo, S., Garcia, J.A.S., Dong, F., Hirota, K.: A two-tier scheme for greyscale quantum image watermarking and recovery. Int. J. Innov. Comput. Appl. 5, 85–101 (2013)CrossRef Iliyasu, A.M., Le, P.Q., Yan, F., Bo, S., Garcia, J.A.S., Dong, F., Hirota, K.: A two-tier scheme for greyscale quantum image watermarking and recovery. Int. J. Innov. Comput. Appl. 5, 85–101 (2013)CrossRef
6.
Zurück zum Zitat Feynman, R.: Simulating Physics with Computers, vol. 21, pp. 467–488. Perseus Books, Cambridge (1999) Feynman, R.: Simulating Physics with Computers, vol. 21, pp. 467–488. Perseus Books, Cambridge (1999)
7.
8.
Zurück zum Zitat Shor, P.: Algorithms for quantum computation: discrete logarithms and factoring. In: Proceedings of the 35th Annual Symposium on Foundations of Computer Science, pp. 124–134 (1994) Shor, P.: Algorithms for quantum computation: discrete logarithms and factoring. In: Proceedings of the 35th Annual Symposium on Foundations of Computer Science, pp. 124–134 (1994)
9.
Zurück zum Zitat Grover, L.: A fast quantum mechanical algorithm for database search. In: Proceedings of the 28th Annual ACM Symposium on Theory of Computing, pp. 212–219 (1996) Grover, L.: A fast quantum mechanical algorithm for database search. In: Proceedings of the 28th Annual ACM Symposium on Theory of Computing, pp. 212–219 (1996)
11.
Zurück zum Zitat Lugiato, L.A., Gatti, A., Brambilla, E.: Quantum imaging. J. Opt. B 4, 176–184 (2002)CrossRefADS Lugiato, L.A., Gatti, A., Brambilla, E.: Quantum imaging. J. Opt. B 4, 176–184 (2002)CrossRefADS
12.
Zurück zum Zitat Eldar, Y.C., Oppenheim, A.V.: Quantum signal processing. IEEE Signal Process. Mag. 19, 12–32 (2001)CrossRefADS Eldar, Y.C., Oppenheim, A.V.: Quantum signal processing. IEEE Signal Process. Mag. 19, 12–32 (2001)CrossRefADS
14.
Zurück zum Zitat Venegas-Andraca,S., Bose, S.: Storing, processing, and retrieving an image using quantum mechanics. In: Proceedings of SPIE Conference of Quantum Information and Computation, vol. 5105, pp. 134–147 (2003) Venegas-Andraca,S., Bose, S.: Storing, processing, and retrieving an image using quantum mechanics. In: Proceedings of SPIE Conference of Quantum Information and Computation, vol. 5105, pp. 134–147 (2003)
15.
Zurück zum Zitat Venegas-Andraca, S., Ball, J.: Processing images in entangled quantum systems. Quant. Inf. Process. 9, 1–11 (2010)CrossRefMathSciNet Venegas-Andraca, S., Ball, J.: Processing images in entangled quantum systems. Quant. Inf. Process. 9, 1–11 (2010)CrossRefMathSciNet
17.
Zurück zum Zitat Le, P., Dong, F., Hirota, K.: A flexible representation of quantum images for polynomial preparation, image compression, and processing operations. Quant. Inf. Process. 10, 63–84 (2011)CrossRefMathSciNetMATH Le, P., Dong, F., Hirota, K.: A flexible representation of quantum images for polynomial preparation, image compression, and processing operations. Quant. Inf. Process. 10, 63–84 (2011)CrossRefMathSciNetMATH
18.
Zurück zum Zitat Zhang, Y., Lu, K., Gao, Y., Mao, W.: NEQR: a novel enhanced quantum representation of digital images. Quant. Inf. Process. 12, 2833–2860 (2013)CrossRefADSMathSciNetMATH Zhang, Y., Lu, K., Gao, Y., Mao, W.: NEQR: a novel enhanced quantum representation of digital images. Quant. Inf. Process. 12, 2833–2860 (2013)CrossRefADSMathSciNetMATH
19.
20.
Zurück zum Zitat Li, H., Zhu, Q., Lan, S., Shen, C., Zhou, R., et al.: Image storage, retrieval, compression and segmentation in a quantum system. Quant. Inf. Process. 12, 2269–2290 (2013)CrossRefADSMathSciNetMATH Li, H., Zhu, Q., Lan, S., Shen, C., Zhou, R., et al.: Image storage, retrieval, compression and segmentation in a quantum system. Quant. Inf. Process. 12, 2269–2290 (2013)CrossRefADSMathSciNetMATH
21.
Zurück zum Zitat Li, H., Zhu, Q., Zhou, R., Song, L., Yang, X.: Multi-dimensional color image storage and retrieval for a normal arbitrary quantum superposition state. Quant. Inf. Process. 13, 991–1011 (2014)CrossRefADSMathSciNetMATH Li, H., Zhu, Q., Zhou, R., Song, L., Yang, X.: Multi-dimensional color image storage and retrieval for a normal arbitrary quantum superposition state. Quant. Inf. Process. 13, 991–1011 (2014)CrossRefADSMathSciNetMATH
22.
Zurück zum Zitat Yuan, S., Mao, X., Xue, Y., Chen, L., Xiong, Q., et al.: SQR: a simple quantum representation of infrared images. Quant. Inf. Process. 13, 1353–1379 (2014)CrossRefADSMathSciNetMATH Yuan, S., Mao, X., Xue, Y., Chen, L., Xiong, Q., et al.: SQR: a simple quantum representation of infrared images. Quant. Inf. Process. 13, 1353–1379 (2014)CrossRefADSMathSciNetMATH
24.
Zurück zum Zitat 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
25.
Zurück zum Zitat Le, P.Q., Iliyasu, A.M., Dong, F., et al.: Strategies for designing geometric transformations on quantum images. Theoret. Comput. Sci. 412, 1406–1418 (2011)CrossRefMathSciNetMATH Le, P.Q., Iliyasu, A.M., Dong, F., et al.: Strategies for designing geometric transformations on quantum images. Theoret. Comput. Sci. 412, 1406–1418 (2011)CrossRefMathSciNetMATH
26.
Zurück zum Zitat Fan, P., Zhou, R., Jing, N., Li, H.: Geometric transformations of multidimensional color images based on NASS. Inf. Sci. 340, 191–208 (2016)CrossRef Fan, P., Zhou, R., Jing, N., Li, H.: Geometric transformations of multidimensional color images based on NASS. Inf. Sci. 340, 191–208 (2016)CrossRef
28.
Zurück zum Zitat Zhou, R.-G., Tan, C., Ian, H.: Global and local translation designs of quantum image based on FRQI. Int. J. Theor. Phys. 56, 1382–1398 (2017)CrossRefMathSciNetMATH Zhou, R.-G., Tan, C., Ian, H.: Global and local translation designs of quantum image based on FRQI. Int. J. Theor. Phys. 56, 1382–1398 (2017)CrossRefMathSciNetMATH
30.
Zurück zum Zitat Sang, J., Wang, S., Niu, X.: Quantum realization of the nearest-neighbor interpolation method for FRQI and NEQR. Quant. Inf. Process. 15, 37–64 (2016)CrossRefADSMathSciNetMATH Sang, J., Wang, S., Niu, X.: Quantum realization of the nearest-neighbor interpolation method for FRQI and NEQR. Quant. Inf. Process. 15, 37–64 (2016)CrossRefADSMathSciNetMATH
31.
Zurück zum Zitat Zhou, R.-G., Hu, W., Fan, P., Ian, H.: Quantum realization of the bilinear interpolation method for NEQR. Sci. Rep. 7(1), 2511 (2017)CrossRefADS Zhou, R.-G., Hu, W., Fan, P., Ian, H.: Quantum realization of the bilinear interpolation method for NEQR. Sci. Rep. 7(1), 2511 (2017)CrossRefADS
32.
Zurück zum Zitat Zhou, R., Hu, W., Luo, G., Liu, X., Fan, P.: Quantum realization of the nearest neighbor value interpolation method for INEQR. Quant. Inf. Process. 7(1), 2511 (2017)MATH Zhou, R., Hu, W., Luo, G., Liu, X., Fan, P.: Quantum realization of the nearest neighbor value interpolation method for INEQR. Quant. Inf. Process. 7(1), 2511 (2017)MATH
33.
Zurück zum Zitat Jiang, N., Wu, W.Y., Wang, L.: The quantum realization of Arnold and Fibonacci image scrambling. Quant. Inf. Process. 13, 1223–1236 (2014)CrossRefADSMathSciNetMATH Jiang, N., Wu, W.Y., Wang, L.: The quantum realization of Arnold and Fibonacci image scrambling. Quant. Inf. Process. 13, 1223–1236 (2014)CrossRefADSMathSciNetMATH
34.
Zurück zum Zitat Jiang, N., Wang, L., Wu, W.Y.: Quantum Hilbert image scrambling. Int. J. Theor. Phys. 53, 2463–2484 (2014)CrossRefMATH Jiang, N., Wang, L., Wu, W.Y.: Quantum Hilbert image scrambling. Int. J. Theor. Phys. 53, 2463–2484 (2014)CrossRefMATH
35.
36.
Zurück zum Zitat Mogos, G.: Hiding data in a QImage file. Lect. Notes Eng. Comput. Sci. 2174, 448–452 (2009) Mogos, G.: Hiding data in a QImage file. Lect. Notes Eng. Comput. Sci. 2174, 448–452 (2009)
37.
Zurück zum Zitat 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)CrossRefMathSciNetMATH 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)CrossRefMathSciNetMATH
38.
Zurück zum Zitat Zhang, W.W., Gao, F., Liu, B., Wen, Q.Y., Chen, H.: A watermark strategy for quantum images based on quantum Fourier transform. Quant. Inf. Process. 12, 793–803 (2013)CrossRefADSMathSciNetMATH Zhang, W.W., Gao, F., Liu, B., Wen, Q.Y., Chen, H.: A watermark strategy for quantum images based on quantum Fourier transform. Quant. Inf. Process. 12, 793–803 (2013)CrossRefADSMathSciNetMATH
39.
Zurück zum Zitat Song, X., Wang, S., El-Latif, A.A.A., Niu, X.M.: Dynamic watermarking scheme for quantum images based on Hadamard transform. Multimed. Syst. 20, 379–388 (2014)CrossRef Song, X., Wang, S., El-Latif, A.A.A., Niu, X.M.: Dynamic watermarking scheme for quantum images based on Hadamard transform. Multimed. Syst. 20, 379–388 (2014)CrossRef
40.
Zurück zum Zitat Miyake, S., Nakamael, K.: A quantum watermarking scheme using simple and small-scale quantum circuits. Quant. Inf. Process. 15, 1849–1864 (2016)CrossRefADSMathSciNetMATH Miyake, S., Nakamael, K.: A quantum watermarking scheme using simple and small-scale quantum circuits. Quant. Inf. Process. 15, 1849–1864 (2016)CrossRefADSMathSciNetMATH
41.
Zurück zum Zitat Jiang, N., Zhao, N., Wang, L.: LSB based quantum image steganography algorithm. Int. J. Theor. Phys. 55(1), 107–123 (2016)CrossRefMATH Jiang, N., Zhao, N., Wang, L.: LSB based quantum image steganography algorithm. Int. J. Theor. Phys. 55(1), 107–123 (2016)CrossRefMATH
42.
Zurück zum Zitat Shahrokh, H., Mosayeb, N.: A novel LSB based quantum watermarking. Int. J. Theor. Phys. 55, 1–14 (2016)CrossRefMATH Shahrokh, H., Mosayeb, N.: A novel LSB based quantum watermarking. Int. J. Theor. Phys. 55, 1–14 (2016)CrossRefMATH
44.
Zurück zum Zitat Dang, Y., Jiang, N., Hu, H., Zhang, W.: Analysis and improvement of the quantum imagematching. Quant. Inf. Process 16(11), 269 (2017)CrossRefADS Dang, Y., Jiang, N., Hu, H., Zhang, W.: Analysis and improvement of the quantum imagematching. Quant. Inf. Process 16(11), 269 (2017)CrossRefADS
45.
Zurück zum Zitat Tseng, C., Hwang, T.: Quantum digital image processing algorithms. In: Proceedings of the 16th IPPR Conference on Computer Vision, Graphics and Image Processing, pp. 827–834 (2003) Tseng, C., Hwang, T.: Quantum digital image processing algorithms. In: Proceedings of the 16th IPPR Conference on Computer Vision, Graphics and Image Processing, pp. 827–834 (2003)
46.
Zurück zum Zitat Fu, X, Ding, M, Sun, Y, et al.: A new quantum edge detection algorithm for medical images. In: Proceedings of SPIE—The International Society for Optical Engineering, vol. 7497, pp. 749724–749724-7 (2009) Fu, X, Ding, M, Sun, Y, et al.: A new quantum edge detection algorithm for medical images. In: Proceedings of SPIE—The International Society for Optical Engineering, vol. 7497, pp. 749724–749724-7 (2009)
47.
Zurück zum Zitat Zhang, Y., Lu, K., Gao, Y.H.: QSobel: a novel quantum image edge extraction algorithm. Sci. China Inf. Sci 58, 1–13 (2015)MATH Zhang, Y., Lu, K., Gao, Y.H.: QSobel: a novel quantum image edge extraction algorithm. Sci. China Inf. Sci 58, 1–13 (2015)MATH
48.
49.
Zurück zum Zitat Image, A.F.: Algorithms for Image Processing and Computer Vision, 2nd edn. Wiley, New York (1997) Image, A.F.: Algorithms for Image Processing and Computer Vision, 2nd edn. Wiley, New York (1997)
50.
Zurück zum Zitat Marr, D., Hildreth, E.: Theory of edge detection. Proc. R. Soc. Lond. B Biol. Sci. B, 187–217 (1980)ADS Marr, D., Hildreth, E.: Theory of edge detection. Proc. R. Soc. Lond. B Biol. Sci. B, 187–217 (1980)ADS
51.
Zurück zum Zitat Gonzalez, R.C., Woods, R.E.: Digital Image Processing, 3rd edn. Prentice-Hall, Inc. (2007) Gonzalez, R.C., Woods, R.E.: Digital Image Processing, 3rd edn. Prentice-Hall, Inc. (2007)
52.
Zurück zum Zitat Wang, D., Liu, Z.H., Zhu, W.N., Li, S.Z.: Design of quantum comparator based on extended general Toffoli gates with multiple targets. Comput. Sci. 39(9), 302–306 (2012) Wang, D., Liu, Z.H., Zhu, W.N., Li, S.Z.: Design of quantum comparator based on extended general Toffoli gates with multiple targets. Comput. Sci. 39(9), 302–306 (2012)
54.
Zurück zum Zitat Sobel, L.: Camera Models and Machine Perception. Stanford University Press, Stanford (1970) Sobel, L.: Camera Models and Machine Perception. Stanford University Press, Stanford (1970)
55.
Zurück zum Zitat Canny, J.: A computational approach to edge detection. IEEE TPAMI 8, 679–697 (1986)CrossRef Canny, J.: A computational approach to edge detection. IEEE TPAMI 8, 679–697 (1986)CrossRef
Metadaten
Titel
Quantum image edge extraction based on Laplacian operator and zero-cross method
verfasst von
Ping Fan
Ri-Gui Zhou
Wen Wen Hu
NaiHuan Jing
Publikationsdatum
01.01.2019
Verlag
Springer US
Erschienen in
Quantum Information Processing / Ausgabe 1/2019
Print ISSN: 1570-0755
Elektronische ISSN: 1573-1332
DOI
https://doi.org/10.1007/s11128-018-2129-x

Weitere Artikel der Ausgabe 1/2019

Quantum Information Processing 1/2019 Zur Ausgabe

Neuer Inhalt