Research Article

Multi-Focus Image Fusion Based on Shearlet Transform Using Genetic Algorithm

Volume: 13 Number: 3 December 31, 2017
EN

Multi-Focus Image Fusion Based on Shearlet Transform Using Genetic Algorithm

Abstract

In this paper, a novel method for multi focus image fusion based on shearlet transform using genetic algorithm is proposed. Proposed method consist of three basic steps. First of all, ST is firstly applied to source images separately. Then, fusion rate of source images is determined using GA and source images are fused according to the rate of fusion determined by GA. Lastly, fused image is obtained applying  inverse ST to fused image of ST. Fused image is evaluated according to quality metrics such as variance, spatial frequency. Experimental results show that the proposed method is more effectively than traditional method. Together with GA and ST for multi focus image fusion is firstly presented in literature.

Keywords

References

  1. 1. V. Aslantaş, R. Kurban, "Fusion of multi-focus images using differential evolution algorithm", Expert Systems with Applications, Volume 37, Issue 12, December 2010, Pages 8861-8870.
  2. 2. R. Kurban, “Resim Uzayında Blok Seçmeye Dayalı Yeni Görüntü Birleştirme Yöntemleri”, Doktora Tezi, Erciyes Üniversitesi, Kayseri, 2012.
  3. 3. K. Guo, D. Labate, “Optimally sparse multi-dimensional representation using shearlet”, SIAM Journal of Mathematical Analysis and Application 39, 2007, pp. 298-318.
  4. 4. Y. Cao, S. Li and J. Hu, “Multi-Focus Image Fusion by Nonsubsampled Shearlet Transform”, Sixth International Conference on Image and Graphics, China,2011.
  5. 5. L. Lü, J. Zhao and H. Sun, “Multi-Focus Image Fusion Based on Shearlet and Local Energy”, 2nd International Conference on Signal Processing Systems, China, 2010.
  6. 6. H. Wang, Y. Liu and Shupeng Xu, “An Image Fusion Algorithm Based on Shearlet”, Third International Conference on Information Science and Technology, March 23-25, 2013; Yangzhou, Jiangsu, China.
  7. 7. Aslantas V., "A singular-value decomposition-based image watermarking using genetic algorithm", Int. J. Electron. Commun. (AEÜ) 62 (2008) 386 – 394, 2007.

Details

Primary Language

English

Subjects

Engineering

Journal Section

Research Article

Authors

Harun Akbulut *
BOZOK ÜNİVERSİTESİ
Türkiye

Veysel Aslantas This is me

Publication Date

December 31, 2017

Submission Date

December 31, 2017

Acceptance Date

December 31, 2017

Published in Issue

Year 2017 Volume: 13 Number: 3

APA
Akbulut, H., Aslantas, V., & Ulutaş, H. (2017). Multi-Focus Image Fusion Based on Shearlet Transform Using Genetic Algorithm. Electronic Letters on Science and Engineering, 13(3), 10-16. https://izlik.org/JA23WZ99EG
AMA
1.Akbulut H, Aslantas V, Ulutaş H. Multi-Focus Image Fusion Based on Shearlet Transform Using Genetic Algorithm. Electronic Letters on Science and Engineering. 2017;13(3):10-16. https://izlik.org/JA23WZ99EG
Chicago
Akbulut, Harun, Veysel Aslantas, and Hasan Ulutaş. 2017. “Multi-Focus Image Fusion Based on Shearlet Transform Using Genetic Algorithm”. Electronic Letters on Science and Engineering 13 (3): 10-16. https://izlik.org/JA23WZ99EG.
EndNote
Akbulut H, Aslantas V, Ulutaş H (December 1, 2017) Multi-Focus Image Fusion Based on Shearlet Transform Using Genetic Algorithm. Electronic Letters on Science and Engineering 13 3 10–16.
IEEE
[1]H. Akbulut, V. Aslantas, and H. Ulutaş, “Multi-Focus Image Fusion Based on Shearlet Transform Using Genetic Algorithm”, Electronic Letters on Science and Engineering, vol. 13, no. 3, pp. 10–16, Dec. 2017, [Online]. Available: https://izlik.org/JA23WZ99EG
ISNAD
Akbulut, Harun - Aslantas, Veysel - Ulutaş, Hasan. “Multi-Focus Image Fusion Based on Shearlet Transform Using Genetic Algorithm”. Electronic Letters on Science and Engineering 13/3 (December 1, 2017): 10-16. https://izlik.org/JA23WZ99EG.
JAMA
1.Akbulut H, Aslantas V, Ulutaş H. Multi-Focus Image Fusion Based on Shearlet Transform Using Genetic Algorithm. Electronic Letters on Science and Engineering. 2017;13:10–16.
MLA
Akbulut, Harun, et al. “Multi-Focus Image Fusion Based on Shearlet Transform Using Genetic Algorithm”. Electronic Letters on Science and Engineering, vol. 13, no. 3, Dec. 2017, pp. 10-16, https://izlik.org/JA23WZ99EG.
Vancouver
1.Harun Akbulut, Veysel Aslantas, Hasan Ulutaş. Multi-Focus Image Fusion Based on Shearlet Transform Using Genetic Algorithm. Electronic Letters on Science and Engineering [Internet]. 2017 Dec. 1;13(3):10-6. Available from: https://izlik.org/JA23WZ99EG