International Journal of Image, Graphics and Signal Processing(IJIGSP)
ISSN: 2074-9074 (Print), ISSN: 2074-9082 (Online)
Published By: MECS Press
IJIGSP Vol.6, No.8, Jul. 2014
Evaluation of a New Integrated Fog Removal Algorithm IDCP with Airlight
Full Text (PDF, 415KB), PP.12-18
This paper has proposed a new fog removal technique IDCP which will integrate dark channel prior with CLAHE and adaptive gamma correction to remove the fog from digital images. Fog in image reduces the visibility of the digital images. Poor visibility not only degrades the perceptual image quality but it also affects the performance of computer vision algorithms such as object detection, tracking, surveillance and segmentation.Various factors such as fog, mist and haze caused by the water droplets present in the air during bad weather leads to poor visibility. The proposed algorithm is designed and implemented in MATLAB using image processing toolbox. The comparison among Air-light and the proposed algorithm is also drawn based upon certain performance parameters. The comparison analysis has shown that the proposed algorithm has shown quite effective results.
Cite This Paper
Tarun A. Arora, Gurpadam B. Singh, Mandeep C. Kaur,"Evaluation of a New Integrated Fog Removal Algorithm IDCP with Airlight", IJIGSP, vol.6, no.8, pp.12-18, 2014.DOI: 10.5815/ijigsp.2014.08.02
Chen, Mengyang, et al. "Single image defogging." Network Infrastructure and Digital Content, 2009. IC-NIDC 2009. IEEE International Conference on. IEEE, 2009.
Xu, Zhiyuan, Xiaoming Liu, and Na Ji. "Fog removal from color images using contrast limited adaptive histogram equalization." Image and Signal Processing, 2009. CISP'09. 2nd International Congress on. IEEE, 2009.
Wang, Yan, and Bo Wu. "Improved single image dehazing using dark channel prior." Intelligent Computing and Intelligent Systems (ICIS), 2010 IEEE International Conference on. Vol. 2. IEEE, 2010.
Yu, Jing, and Qingmin Liao. "Fast single image fog removal using edge-preserving smoothing." Acoustics, Speech and Signal Processing (ICASSP), 2011 IEEE International Conference on. IEEE, 2011.
Shuai, Yanjuan, Rui Liu, and Wenzhang He. "Image Haze Removal of Wiener Filtering Based on Dark Channel Prior." Computational Intelligence and Security (CIS), 2012 Eighth International Conference on. IEEE, 2012.
Cheng, F-C., C-H. Lin, and J-L. Lin. "Constant time O (1) image fog removal using lowest level channel." Electronics Letters 48.22 (2012): 1404-1406.
Xu, Haoran, et al. "Fast image dehazing using improved dark channel prior." Information Science and Technology (ICIST), 2012 International Conference on. IEEE, 2012.
Kang, Li-Wei, Chia-Wen Lin, and Yu-Hsiang Fu. "Automatic single-image-based rain streaks removal via image decomposition." Image Processing, IEEE Transactions on 21.4 (2012): 1742-1755.
Tripathi, A. K., and S. Mukhopadhyay. "Single image fog removal using bilateral filter." Signal Processing, Computing and Control (ISPCC), 2012 IEEE International Conference on. IEEE, 2012.
Tripathi, A. K., and S. Mukhopadhyay. "Single image fog removal using anisotropic diffusion." Image Processing, IET 6.7 (2012): 966-975.
Wei, Sun, and Han Long. "A New Fast Single-Image Defog Algorithm." Intelligent System Design and Engineering Applications (ISDEA), 2013 Third International Conference on. IEEE, 2013.
Im, Jaehyun, et al. "Dark channel prior-based spatially adaptive contrast enhancement for back lighting compensation." Acoustics, Speech and Signal Processing (ICASSP), 2013 IEEE International Conference on. IEEE, 2013.
Kil, Tae Ho, Sang Hwa Lee, and Nam Ik Cho. "A dehazing algorithm using dark channel prior and contrast enhancement." Acoustics, Speech and Signal Processing (ICASSP), 2013 IEEE International Conference on. IEEE, 2013.
Noh, Sang-Woo, Byungtae Ahn, and In So Kweon. "Haze removal on superpixel domain." Ubiquitous Robots and Ambient Intelligence (URAI), 2013 10th International Conference on. IEEE, 2013.
Long, Jiao, et al. "Single Remote Sensing Image Dehazing." 1-1.
Ullah, E., R. Nawaz, and J. Iqbal. "Single image haze removal using improved dark channel prior." Modelling, Identification & Control (ICMIC), 2013 Proceedings of International Conference on. IEEE, 2013.