TY - GEN
T1 - Reduced ordering technique of impulsive noise removal in color images
AU - Smolka, Bogdan
AU - Malik, Krystyna
PY - 2013
Y1 - 2013
N2 - In the paper a fast technique of impulsive noise removal in color images is described. The proposed method is assigning to pixels of the filtering window the sum of the distances to their k nearest neighbors. The difference between the trimmed sum assigned to the central pixel and to the pixel minimizing the cumulated distances is treated as a measure of pixel's distortion caused by the impulsive noise process. If the difference exceeds a global threshold value, then the central pixel of the processing window is replaced by the mean of the pixels from the window, which were found to be not corrupted, otherwise the central pixel is retained. The new filtering design is able to effectively suppress impulsive noise, while preserving fine image details. The performance comparison shows that the proposed filtering design yields significantly better denoising results than the most efficient filters developed for the impulsive noise suppression in color images.
AB - In the paper a fast technique of impulsive noise removal in color images is described. The proposed method is assigning to pixels of the filtering window the sum of the distances to their k nearest neighbors. The difference between the trimmed sum assigned to the central pixel and to the pixel minimizing the cumulated distances is treated as a measure of pixel's distortion caused by the impulsive noise process. If the difference exceeds a global threshold value, then the central pixel of the processing window is replaced by the mean of the pixels from the window, which were found to be not corrupted, otherwise the central pixel is retained. The new filtering design is able to effectively suppress impulsive noise, while preserving fine image details. The performance comparison shows that the proposed filtering design yields significantly better denoising results than the most efficient filters developed for the impulsive noise suppression in color images.
KW - Color image enhancement
KW - impulsive noise reduction
UR - https://www.scopus.com/pages/publications/84875104978
U2 - 10.1007/978-3-642-36700-7_23
DO - 10.1007/978-3-642-36700-7_23
M3 - Conference contribution
AN - SCOPUS:84875104978
SN - 9783642366994
T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
SP - 296
EP - 310
BT - Computational Color Imaging - 4th International Workshop, CCIW 2013, Proceedings
T2 - 4th Computational Color Imaging Workshop, CCIW 2013
Y2 - 3 March 2013 through 5 March 2013
ER -