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Content Provider | IET Digital Library |
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Author | Sarkar, Manas Sarkar, Priyanka Rakshit Mondal, Ujjwal Nandi, Debashis |
Abstract | Haze and fog removing from videos and images has got massive concentration in the field of video and image processing because videos and images are severely affected by fog in tracking and surveillance system, object detection. Different defogging techniques proposed so far are based on polarisation, colour-line model, anisotropic diffusion, dark channel prior (DCP) etc. However, these methods are unable to produce output image with desirable quality in the presence of dense fog and sky region. In this study, the authors have proposed a novel fog removal technique where DCP is applied on the low-frequency component of empirical wavelet transformation coefficients of the foggy input image. They apply unsharp masking on wavelet coefficients of the embedded wavelet transformed image for improving the sharpness of the output image. Later contrast limited adaptive histogram equalisation technique is used as a post-processing task to the inverse transformed image for producing the sharp and high contrast output. Finally, the colour and intensity of the contrast-enhanced image are uplifted through S-channel and V-channel gain adjustment. The proposed method provides significant improvement to the overall quality of the output image compared to contemporary techniques. The quantitative and qualitative measurements confirm the claims. |
Starting Page | 1170 |
Ending Page | 1179 |
Page Count | 10 |
ISSN | 17519659 |
Volume Number | 14 |
e-ISSN | 17519667 |
Issue Number | Issue 6, May (2020) |
Alternate Webpage(s) | https://digital-library.theiet.org/content/journals/iet-ipr/14/6 |
Alternate Webpage(s) | https://digital-library.theiet.org/content/journals/10.1049/iet-ipr.2019.0496 |
Journal | IET Image Processing |
Publisher Date | 2020-01-28 |
Access Restriction | Open |
Rights Holder | © The Institution of Engineering and Technology |
Subject Keyword | Adaptive Histogram Equalisation Technique Colour-line Model Computer Vision And Image Processing Technique Contrast-enhanced Image Dark Channel DCP Defogging Technique Dense Fog Embedded Wavelet Transformed Image Empirical Wavelet Transformation Coefficient Equaliser Fog Fog Removal Technique Foggy Input Image High Contrast Output Image Colour Analysis Image Enhancement Image Processing Image Restoration Integral Transforms Inverse Transformed Image Inverse Transforms Object Detection Optical, Image And Video Signal Processing Output Image S-channel Sharp Contrast Output Surveillance System V-channel Gain Adjustment Wavelet Coefficient Wavelet Transform |
Content Type | Text |
Resource Type | Article |
Subject | Signal Processing Electrical and Electronic Engineering Computer Vision and Pattern Recognition Software |
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