Browse > Article
http://dx.doi.org/10.7840/kics.2017.42.3.673

Image-Based Fog Detection Algorithm Using a Neural Network  

Kang, Chung-Hun (Department of Electronic Engineering, Sogang University)
Kim, Gyeong-Hwan (Department of Electronic Engineering, Sogang University)
Abstract
In this paper, we propose a day and night fog detection algorithm that is not affected by lighting conditions. First, we present the definitions and the extraction methods of fog features in daytime and nighttime environments, respectively. We then propose the fog detection algorithm using a neural network from the fog features. A set of experiments has been conducted with images taken at various environments, and the average recall of the proposed algorithm is 97.5%.
Keywords
fog detection; fog feature; feature extraction; image processing; neural network;
Citations & Related Records
Times Cited By KSCI : 1  (Citation Analysis)
연도 인용수 순위
1 S. Son, T. Kim, Y. Jeon, and Y. Baek, "Smart camera technology to support high speed video processing in vehicular network," J. KICS, vol. 40, no. 01, pp. 152-164, Jan. 2015.   DOI
2 L. K. Choi, J. You, and A. C. Bovik, "Referenceless perceptual fog density prediction model," in IS&T/SPIE Electronic Imaging, pp. 90140H-90140H-12, 2014.
3 R. Gallen, A. Cord, N. Hautiere, E. Dumont, and D. Aubert, "Nighttime visibility analysis and estimation method in the presence of dense fog," IEEE Trans. Intell. Transp. Syst., vol. 16, pp. 310-320, 2015.   DOI
4 Y. Li and M. S. Brown, "Single image layer separation using relative smoothness," in Proc. IEEE Conf. Comput. Vision and Pattern Recognition, pp. 2752-2759, 2014.
5 N. Srivastava, G. E. Hinton, A. Krizhevsky, I. Sutskever, and R. Salakhutdinov, "Dropout: a simple way to prevent neural networks from overfitting," J. Machine Learning Res., vol. 15, pp. 1929-1958, 2014.
6 J. Bergstra and Y. Bengio, "Random search for hyper-parameter optimization," J. Machine Learning Res., vol. 13, pp. 281-305, 2012.
7 C. Liu, X. Lu, S. Ji, and W. Geng, "A fog level detection method based on image HSV color histogram," in Int. Conf. PIC, pp. 373-377, 2014.