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Intelligent Technologies for Interactive Entertainment. 13th EAI International Conference, INTETAIN 2021, Virtual Event, December 3-4, 2021, Proceedings

Research Article

The Dynamic Scattering Coefficient on Image Dehazing Method with Different Haze Conditions

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  • @INPROCEEDINGS{10.1007/978-3-030-99188-3_14,
        author={Noor Asma Husain and Mohd Shafry Mohd Rahim},
        title={The Dynamic Scattering Coefficient on Image Dehazing Method with Different Haze Conditions},
        proceedings={Intelligent Technologies for Interactive Entertainment. 13th EAI International Conference, INTETAIN 2021, Virtual Event, December 3-4, 2021, Proceedings},
        proceedings_a={INTETAIN},
        year={2022},
        month={3},
        keywords={Haze Scattering coefficient Image dehazing Atmospheric scattering model},
        doi={10.1007/978-3-030-99188-3_14}
    }
    
  • Noor Asma Husain
    Mohd Shafry Mohd Rahim
    Year: 2022
    The Dynamic Scattering Coefficient on Image Dehazing Method with Different Haze Conditions
    INTETAIN
    Springer
    DOI: 10.1007/978-3-030-99188-3_14
Noor Asma Husain1,*, Mohd Shafry Mohd Rahim1
  • 1: School of Computing, Faculty of Engineering
*Contact email: nasma4@live.utm.my

Abstract

The dust, mist, haze, and smokiness of the atmosphere typically degrade images from the light and absorption. These effects have poor visibility, dimmed luminosity, low contrast, and distortion of colour. As a result, restoring a degraded image is difficult, especially in hazy conditions. The image dehazing method focuses on improving the visibility of image details while preserving image colours without causing data loss. Many image dehazing methods achieve the goal of removing haze while also addressing other issues such as oversaturation, colour distortion, and halo artefacts. However, some of the approaches could solve these problems and be effective at a certain level of haze. A volume of various haze level data is required to demonstrate the efficiency of the image dehazing method in removing haze at all haze levels and obtaining the image’s quality. This study proposed a new dataset by simulating synthetic haze in images of outdoor scenes. The synthetic haze simulation is based on the meteorological range and works on specific haze conditions. In addition, this paper introduced a dynamic scattering coefficient to the dehazing algorithm to determine the appropriate visibility range for different haze conditions. These proposed methods improve on the current state-of-the-art dehazing method in terms of image quality measurement results.

Keywords
Haze Scattering coefficient Image dehazing Atmospheric scattering model
Published
2022-03-25
Appears in
SpringerLink
http://dx.doi.org/10.1007/978-3-030-99188-3_14
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