DocumentCode
3329780
Title
Speckle noise MAP filtering based on local adaptive neighborhood statistics
Author
Medeiros, Fátima N S ; Mascarenhas, Nelson D A ; Costa, Luciano Da F
Author_Institution
Cybern Vision Group, Sao Paulo Univ., Brazil
fYear
1999
fDate
1999
Firstpage
347
Lastpage
354
Abstract
This work proposes the use of an adaptive neighborhood procedure to extract local statistical properties of images in order to improve a speckle noise “Maximum a Posteriori” (MAP) filtering performance. The strategy consists in growing the local statistically homogeneous area near the pixel in order to estimate its MAP filtering parameters. Measures evaluating both the signal-to-noise improvement and resolution loss due to filtering are computed. The use of region growing is investigated as a promising approach compared to a fixed size and shape neighborhood
Keywords
filtering theory; image resolution; noise; radar imaging; speckle; statistical analysis; synthetic aperture radar; local adaptive neighborhood statistics; local statistical properties; maximum a posteriori filtering; pixel; region growing; resolution loss; signal-to-noise; speckle noise MAP filtering; synthetic aperture radar images; Adaptive filters; Degradation; Filtering algorithms; Image analysis; Noise reduction; Noise shaping; Shape; Signal resolution; Speckle; Statistics;
fLanguage
English
Publisher
ieee
Conference_Titel
Computer Graphics and Image Processing, 1999. Proceedings. XII Brazilian Symposium on
Conference_Location
Campinas
Print_ISBN
0-7695-0481-7
Type
conf
DOI
10.1109/SIBGRA.1999.805744
Filename
805744
Link To Document