Abstract
In order to improve the visibility of a single hazy remote sensing multi-spectral image, we develop a novel and effective dehazing algorithm in HSI (hue, saturation and intensity) color space. First of all, the hazy image is transformed into HSI color space; then a linear regression model is built for saturation component image processing. In addition, we implement the improved dark channel prior method in the intensity channel processing. Compared with the traditional haze removal methods in remote-sensing images, the experimental results demonstrate that the developed algorithm can achieve better visual effect and better color fidelity. Both qualitative evaluations and quantitative assessments indicate that the proposed method achieves a better performance than the state-of-the-art methods.
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References
M. Qin, F. Xie and W. Li, J. IEEE J. Select. Top. Appl. Earth Observations & Remote Sensing. 11, 99 (2018).
L. Jiao, Z. Shi and W. Tang, J. Int. Conf. Comp. Vision Remote Sensing IEEE. 52, 132 (2013).
S. Liang, H. Fang and M. Chen, J. IEEE Trans. Geosc. Remote Sensing 39, 2490 (2001).
Q. Liu, X. Gao, L. He and W. Lu, J. Signal Process 137, 33 (2017).
X. C. Yu et al., J. Light Sci. Appl. 7, 18003 (2018).
Y. C. Wu et al., J. Light Sci. Appl. 6, 46 (2017).
C. Han and C. C. Chung, J. Korean Phys. Soc. 60, 680 (2012).
H. Jeon, H. Youn and Nam, J. Korean Phys. Soc. 72, 539 (2018).
T.K. Kim, J. K. Paik and B.S. Kang, J. IEEE Trans. Consumer Electron. 44, 82 (1998).
M. J. Seow and V. K. Asari, J. Neurocomputing. 69, 954 (2006).
E. H. Land, J. Proc. Natl. Acad. Sci. USA. 80, 5163 (1983).
R. Kimmel, M. Elad and D. Shaked, Int. J. Comput. Vision 52, 7 (2003).
R. T. Tan, in 26th IEEE Conference on Computer Vision and Pattern, Recognition, CVPR (2008), Vol. 8, p. 1.
K. M. He, J. Sun and X. Tang, J. IEEE Trans. Pattern Anal. Mach. Intell. 33, 2341 (2011).
S. K. Nayar and S. G. Narasimhan, in Proceedings of the Seventh IEEE International Conference on Computer Vision (IEEE Comput. Soc., 1999).
C. Connolly and T. Fleiss, J. IEEE Trans Image Process 6, 1046 (1997).
Narasimhan, G. Srinivasa and S. K. Nayar, J. Int. Comput. Vision 48, 233 (2002).
B. V. Dhandra, R. Hegadi, M. Hangarge and V. S. Malemath, Int. Conf. Pattern Recognition (IEEE Comput. Soc., 2006).
W. Zhang, J. Liang and L. Ren, J. Optics 19, 9 (2017).
Z. Wang and A. C. Bovik, Synthesis Lectures on Image Video & Multimedia Process 2, 156 (2006).
Q. S. Zhu, J. Mai and L. Shao, J. IEEE Trans. Image Process 24, 3522 (2015).
E. Peli, J. Opt. Soc. Am. Optics Image Sci. & Vision 7, 2032 (1990).
L. K. Choi, J. You and A. C. Bovik, J. IEEE Trans. Image Process 24, 3888 (2015).
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Guo, Y., Zhang, Z., Yuan, H. et al. Single Remote-Sensing Image Dehazing in HSI Color Space. J. Korean Phys. Soc. 74, 779–784 (2019). https://doi.org/10.3938/jkps.74.779
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DOI: https://doi.org/10.3938/jkps.74.779