コード例 #1
0
def denoising_comparison(input_image, hist: bool = False):
    # NON LOCAL MEAN DENOISING
    nl_means_denoised_img = smooth.denoising_NlMeans(input_image)
    # MEDIAN FILTER DENOISING
    mean_denoised_img = smooth.median_filter(input_image, 9)
    mean_denoised_img = smooth.median_filter(input_image, 9)
    # GAUSSIAN DENOISING
    gaussian_denoised = smooth.gaussian(input_image, 1.5)
    # MINIMUM FILTER
    minimum_denoised = smooth.min_filter(input_image, (5, 5))
    # MAXIMUM FILTER
    maximum_denoised = smooth.max_filter(input_image, (5, 5))

    denoised_imgs = [
        img, gaussian_denoised, mean_denoised_img, nl_means_denoised_img,
        minimum_denoised, maximum_denoised
    ]
    denoised_titles = [
        "Original", "Denoised Gaussian", "Median Filtered", "NL Means Filter",
        "Minimums Filter", "Maximums Filter"
    ]
    Loader.hist_compare(denoised_imgs, denoised_titles, hist)

    return denoised_imgs, denoised_titles