Отрывок: 1a) representing three rows of impulses with different sizes. The result of template processing with threshold value of γ > γ1 = 3.9 with a single-pixel impulse being eliminat- ed is shown in fig. 5a; threshold value of γ > γ2 = 3.4 with impulses of 1 and 2 pixels being eliminated is shown in fig. 5b; with threshold value of γ > γ3 = 2.9 with impulses of 1, 2 and 3 pixels being ...
Название : Switching median filter for suppressing multi-pixel impulse noise
Авторы/Редакторы : Trubitsyn, A.A.
Grachev, E.Yu.
Ключевые слова : image processing
digital image processing
X-ray imaging
image enhancement
median filter
impulse noise
Дата публикации : Июл-2021
Издательство : Самарский национальный исследовательский университет
Библиографическое описание : Trubitsyn AA, Grachev EY. Switching median filter for suppressing multi-pixel impulse noise. Computer Optics 2021; 45(4): 580-588. DOI: 10.18287/2412-6179-CO-841.
Серия/номер : 45;4
Аннотация : This paper proposes a new switching median filter for suppressing multi-pixel impulse noise in X-ray images. A multi-pixel impulse is understood as a set of several neighboring pixels, the intensity of each significantly exceeds background intensity. Multi-pixel noise can occur, for example, due to the blooming effect, the reason being the limited value of pixel saturation capacity. This article defines the thresholds for the intensity increment relative to the eight immediate neighbors, above which the current pixel is processed by the median filter. The dependence of these thresholds on the number of pixels in an impulse is presented. The proposed algorithm is based on the median filtering process, which consists of several iterations. In this case, the filter has the smallest possible size, which minimizes image distortion during processing. In particular, to exclude a single-pixel impulse, pixel processing is turned on when intensity surge exceeds 3.5 with the grayscale value ranging from 0 to 1. At the same time, to exclude nine-pixel impulses, three iterations are required with the following thresholds: the first iteration with a threshold 2.0; the second iteration also with a threshold 2.0 and the third iteration with a threshold 3.5. The algorithm proposed was tested on real X-ray images corrupted by multi-pixel impulse noise. The algorithm is not only simple, but also reliable and suitable for real-time implementation and application. The efficiency of the technique is shown in comparison with other known filtering methods with respect to the degree of noise suppression. The main result of the testing is that only the proposed method allows excluding multi-pixel noise. Other advantage of the algorithm is its weak effect on the level of Gaussian noise leading to the absence of image blurring (or preserving image details) during processing.
URI (Унифицированный идентификатор ресурса) : https://dx.doi.org/10.18287/2412-6179-CO-841
http://repo.ssau.ru/handle/Zhurnal-Komputernaya-optika/Switching-median-filter-for-suppressing-multipixel-impulse-noise-90779
Другие идентификаторы : Dspace\SGAU\20210805\90779
ГРНТИ: 28.23.15, 20.53.19
Располагается в коллекциях: Журнал "Компьютерная оптика"

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