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2019 | OriginalPaper | Chapter

A Parallel Retinex Image Enhancement Algorithm Based on OpenMP

Authors : Shixiong Cheng, Bin Liu, Dongjian He, Jinrong He, Yuancheng Li, Yanning Du

Published in: Network and Parallel Computing

Publisher: Springer International Publishing

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Abstract

Retinex image enhancement algorithm occupies an important position in eliminating image uneven exposure, low contrast, and smog influence. However, with the increasing of image resolution, the real-time performance of the serial Retinex algorithm has not satisfied the requirements of practical applications. This paper proposes an OpenMP-based parallel Retinex algorithm. The parallelism of the Retinex algorithm is first identified by theoretical analyses. Then, the time-consuming sub-algorithms such as Gaussian convolution and exponential transformation, of the serial algorithm are designed and executed in parallel. On Tianhe-2 supercomputer platform, the experimental results show that the speedup of the parallel algorithm is significantly improved, and the test image set achieves an average speedup of 12. It indicates that the parallel algorithm can satisfy the needs of real-time processing in image enhancement field.

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Literature
1.
go back to reference Salazar-Colores, S., Cabal-Yepez, E., Ramos-Arreguin, J.M., Botella, G., Ledesma-Carrillo, L.M., Ledesma, S.: A fast image dehazing algorithm using morphological reconstruction. IEEE Trans. Image Process. 28(5), 2357–2366 (2019)MathSciNetCrossRef Salazar-Colores, S., Cabal-Yepez, E., Ramos-Arreguin, J.M., Botella, G., Ledesma-Carrillo, L.M., Ledesma, S.: A fast image dehazing algorithm using morphological reconstruction. IEEE Trans. Image Process. 28(5), 2357–2366 (2019)MathSciNetCrossRef
2.
go back to reference Muslim, H.S.M., Khan, S.A., Hussain, S., Jamal, A., Qasim, H.S.A.: A knowledge-based image enhancement and denoising approach. Comput. Math. Organ. Theory 25, 108–121 (2018)CrossRef Muslim, H.S.M., Khan, S.A., Hussain, S., Jamal, A., Qasim, H.S.A.: A knowledge-based image enhancement and denoising approach. Comput. Math. Organ. Theory 25, 108–121 (2018)CrossRef
3.
go back to reference Bhowmik, M., Ghoshal, D., Bhowmik, S.: An Improved method for the enhancement of under ocean image. In: 2015 International Conference on Communications and Signal Processing, Melmaruvathur, India, pp. 1739–1742. IEEE (2015) Bhowmik, M., Ghoshal, D., Bhowmik, S.: An Improved method for the enhancement of under ocean image. In: 2015 International Conference on Communications and Signal Processing, Melmaruvathur, India, pp. 1739–1742. IEEE (2015)
4.
go back to reference Li, H., Xie, W.H., Wang, X.G., Liu, S.S., Gai, Y.Y., Yang, L.: GPU implementation of multi-scale retinex image enhancement algorithm. In: 2016 IEEE/ACS 13th International Conference of Computer Systems and Applications, Agadir, Morocco, pp. 1–5. IEEE (2016) Li, H., Xie, W.H., Wang, X.G., Liu, S.S., Gai, Y.Y., Yang, L.: GPU implementation of multi-scale retinex image enhancement algorithm. In: 2016 IEEE/ACS 13th International Conference of Computer Systems and Applications, Agadir, Morocco, pp. 1–5. IEEE (2016)
5.
go back to reference Wang, G., Liu, X.: A parallel image processing platform based on multi-core DSP. In: 2017 IEEE/ACIS 16th International Conference on Computer and Information Science, Wuhan, China, pp. 775–779. IEEE (2017) Wang, G., Liu, X.: A parallel image processing platform based on multi-core DSP. In: 2017 IEEE/ACIS 16th International Conference on Computer and Information Science, Wuhan, China, pp. 775–779. IEEE (2017)
Metadata
Title
A Parallel Retinex Image Enhancement Algorithm Based on OpenMP
Authors
Shixiong Cheng
Bin Liu
Dongjian He
Jinrong He
Yuancheng Li
Yanning Du
Copyright Year
2019
DOI
https://doi.org/10.1007/978-3-030-30709-7_37

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