Image Defogging Algorithm Based on Sky Region Segmentation and Dark Channel Prior

Author:

Jiang Zuyun1,Sun Xiangdong2,Wang Xiaochun1

Affiliation:

1. College of Sciences, Beijing Forestry University, Beijing100083, China

2. College of Sciences, North China University of Technology, Beijing100144, China

Abstract

AbstractBased on image segmentation and the dark channel prior, this paper proposes a fog removal algorithm in the HSI color space. Usually, the dark channel prior based defogging methods easily produce color distortion and halo effect when applied on images with a large sky area, because the sky region does not meet the prior assumption. For this reason, our method presents a new threshold sky region segmentation algorithm using the initial transmission map of the intensity component I. Based on the segmentation result, the initial transmission map is modified in turn, and finally refined by the guided filter. The saturation components S is reconstructed using the low frequencies of the V-transform to reduce noise, and stretched by multiplying a constant related to the initial transmission map. Experimental results show that the proposed algorithm has low time complexity and compelling fog removal result in both visual effect and quantitative measurement.

Publisher

Journal of Systems Science and Information (JSSI)

Cited by 5 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Restoration of misty images based on wavelet transform and atmospheric scattering model;AIP Advances;2024-08-01

2. Facial Image Restoration Algorithm Based on Generative Adversarial Networks;2024 IEEE 4th International Conference on Power, Electronics and Computer Applications (ICPECA);2024-01-26

3. Defogging Algorithm for Road Environment Landscape Visual Image Based on Wavelet Transform;2023 International Conference on Networking, Informatics and Computing (ICNETIC);2023-05

4. Research on Haze Image Enhancement based on Dark Channel Prior Algorithm in Machine Vision;Journal of Environmental and Public Health;2022-07-07

5. An Improved Dark Channel Prior Defogging Algorithm Based on Transmissivity Image Segmentation;2022 4th International Conference on Image Processing and Machine Vision (IPMV);2022-03-25

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