Visibility enhancement using an image filtering approach

Author:

Zhang Yong-Qin,Ding Yu,Xiao Jin-Sheng,Liu Jiaying,Guo Zongming

Abstract

Abstract The misty, foggy, or hazy weather conditions lead to image color distortion and reduce the resolution and the contrast of the observed object in outdoor scene acquisition. In order to detect and remove haze, this article proposes a novel effective algorithm for visibility enhancement from a single gray or color image. Since it can be considered that the haze mainly concentrates in one component of the multilayer image, the haze-free image is reconstructed through haze layer estimation based on the image filtering approach using both low-rank technique and the overlap averaging scheme. By using parallel analysis with Monte Carlo simulation from the coarse atmospheric veil by the median filter, the refined smooth haze layer is acquired with both less texture and retaining depth changes. With the dark channel prior, the normalized transmission coefficient is calculated to restore fogless image. Experimental results show that the proposed algorithm is a simpler and efficient method for clarity improvement and contrast enhancement from a single foggy image. Moreover, it can be comparable with the state-of-the-art methods, and even has better results than them.

Publisher

Springer Science and Business Media LLC

Cited by 33 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. A Hybrid Wavelet and TV Regularization Model for Single Image Dehazing Based on Dark Channel Prior;Proceedings of the 2024 3rd Asia Conference on Algorithms, Computing and Machine Learning;2024-03-22

2. A transmission model based deep neural network for image dehazing;Multimedia Tools and Applications;2023-10-07

3. Entropy based single image dehazing with refined transmission using holistic edges;Multimedia Tools and Applications;2022-03-11

4. Bounding function for fast computation of transmission in single image dehazing;Multimedia Tools and Applications;2021-12-18

5. A fast and effective vision enhancement method for single foggy image;Engineering Science and Technology, an International Journal;2021-12

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