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    This study introduces a novel polarization-based image dehazing algorithm that removes haze without needing a sky area. The method enhances visibility in foggy images, outperforming existing techniques in quality assessments.

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    Area of Science:

    • Computer Vision
    • Image Processing
    • Optics

    Background:

    • Hazy images suffer from poor visibility due to light scattering and attenuation by atmospheric particles.
    • Existing polarization-based dehazing methods often require a sky area, limiting their applicability and parameter selection.
    • Current methods can also result in high noise levels in the restored images.

    Purpose of the Study:

    • To develop a robust polarization-based image dehazing algorithm independent of sky area detection.
    • To improve image quality and reduce noise in dehazed images.
    • To provide a more versatile and less complex dehazing solution.

    Main Methods:

    • Collection of three polarized images using a linear polarizer.
    • Calculation of maximum and minimum intensity images, assuming negligible object polarization.
    • Determination of atmospheric light using polarization difference and calculation of airlight's degree of polarization (DPA) by optimizing a correlation equation.
    • Application of a combined polarization difference and block-matching and 3D (BM3D) filtering for denoising.

    Main Results:

    • The proposed algorithm successfully dehazed images without relying on sky area detection.
    • The method demonstrated superiority over existing algorithms (Tarel, Fattal, Ren, Berman) in no-reference quality assessments (NRQA, BRISQUE, AQI).
    • The dehazing process was effective even without complex model assumptions.

    Conclusions:

    • The non-sky polarization-based dehazing algorithm offers a significant advancement in image restoration for foggy conditions.
    • The approach is versatile, applicable to images with or without sky areas, and yields high-quality, less noisy results.
    • This method provides a more reliable and efficient solution for image dehazing compared to previous techniques.