TY - JOUR
T1 - Novel robust fine detail preserving filter in the image processing
AU - Ponomaryov, Volodymyr I.
AU - de Rivera, Luis Nino
AU - Pogrebnyak, Oleksiy B.
PY - 2000
Y1 - 2000
N2 - Robust image filter that can provide the preservation of fine details and effective suppression of multiplicative noise is presented. This filter bases on the M (robust maximum likelihood) estimators and R (rank) estimators derived from the statistical theory of rank tests. The filter proposed consists of two stages: at the first stage, to realize the rejection of impulsive noise, we presented the image filter with an adaptive spike detector and M-estimator modified by median estimator to have the ability to remove outliers. The second stage filter, a modified sigma filter, provides the multiplicative noise suppression combined with detail preserving scheme of a Lee filter. Numerical analysis of the simulation results shows that the proposed image filter has good preservation of fine details, effective multiplicative noise suppression and impulsive noise removal for different type of images in the sense of small detail percentage.
AB - Robust image filter that can provide the preservation of fine details and effective suppression of multiplicative noise is presented. This filter bases on the M (robust maximum likelihood) estimators and R (rank) estimators derived from the statistical theory of rank tests. The filter proposed consists of two stages: at the first stage, to realize the rejection of impulsive noise, we presented the image filter with an adaptive spike detector and M-estimator modified by median estimator to have the ability to remove outliers. The second stage filter, a modified sigma filter, provides the multiplicative noise suppression combined with detail preserving scheme of a Lee filter. Numerical analysis of the simulation results shows that the proposed image filter has good preservation of fine details, effective multiplicative noise suppression and impulsive noise removal for different type of images in the sense of small detail percentage.
UR - http://www.scopus.com/inward/record.url?scp=0034460728&partnerID=8YFLogxK
U2 - 10.1117/12.411598
DO - 10.1117/12.411598
M3 - Artículo de la conferencia
AN - SCOPUS:0034460728
SN - 0277-786X
VL - 4115
SP - 734
EP - 745
JO - Proceedings of SPIE - The International Society for Optical Engineering
JF - Proceedings of SPIE - The International Society for Optical Engineering
T2 - Applications of digital Image Procedding XXIII
Y2 - 31 July 2000 through 3 August 2000
ER -