TY - GEN
T1 - Peer group filtering technique for impulsive noise removal in color images
AU - Smolka, Bogdan
PY - 2008
Y1 - 2008
N2 - In this paper a new approach to the problem of impulsive noise removal in color images is presented. The proposed method is based on the evaluation of the statistical properties of a sorted sequence of the accumulated distances used for the calculation of the vector median of samples belonging to the filtering window. The statistical analysis is performed using the Fisher's linear discriminant, which enables the detection of outliers introduced by the noise process. The proposed filter output switches between the vector median and the original central pixel. In order to increase the filter's performance, two thresholds are introduced, which enhance the detail preserving abilities of the proposed denposing method. The described filtering technique is robust, fast and therefore it can be used in real time denoising applications.
AB - In this paper a new approach to the problem of impulsive noise removal in color images is presented. The proposed method is based on the evaluation of the statistical properties of a sorted sequence of the accumulated distances used for the calculation of the vector median of samples belonging to the filtering window. The statistical analysis is performed using the Fisher's linear discriminant, which enables the detection of outliers introduced by the noise process. The proposed filter output switches between the vector median and the original central pixel. In order to increase the filter's performance, two thresholds are introduced, which enhance the detail preserving abilities of the proposed denposing method. The described filtering technique is robust, fast and therefore it can be used in real time denoising applications.
KW - Color image processing
KW - Impulse noise
KW - Nonlinear filtering
UR - https://www.scopus.com/pages/publications/84887298835
M3 - Conference contribution
AN - SCOPUS:84887298835
SN - 9780889867598
T3 - Proceedings of the 8th IASTED International Conference on Visualization, Imaging, and Image Processing, VIIP 2008
SP - 339
EP - 344
BT - Proceedings of the 8th IASTED International Conference on Visualization, Imaging, and Image Processing, VIIP 2008A
T2 - 8th IASTED International Conference on Visualization, Imaging, and Image Processing, VIIP 2008
Y2 - 1 September 2008 through 3 September 2008
ER -