DocumentCode :
2067041
Title :
Stochastic matched filtering method applied to SAS imagery
Author :
Chaillan, Fabien ; Fraschini, Christophe ; Courmontagne, Philippe
Author_Institution :
L2MP UMR CNRS 6137 ISEN Maison des Technol., Toulon, France
Volume :
1
fYear :
2005
fDate :
20-23 June 2005
Firstpage :
233
Abstract :
SAS (synthetic aperture sonar) has been used in sea bed imagery. Indeed high resolution images provided by SAS are of great interest, especially for the detection localization and eventually classification of objects lying on sea bed. SAS images are highly corrupted by a granular multiplicative noise, called the speckle which reduces spatial and radiometric resolutions. Most of techniques used consist in the use of multilook processing in range, image-domain filters, adaptive filtering or wavelet-domain filtering. The purpose of this article is to present a new adaptive processing that allows image filtering, for both the additive and multiplicative noise case. This processing is based on the two-dimensional stochastic matched filtering method, which maximize the signal to noise ratio after processing and minimize mean square error between the reconstructed signal and the original one. Experimental results on SAS images are presented and compared to those obtained using some classical approaches.
Keywords :
adaptive filters; image classification; matched filters; seafloor phenomena; synthetic aperture sonar; 2D stochastic matched filtering method; SAS; adaptive filtering; additive noise; granular multiplicative noise; image filtering; image-domain filters; mean square error; radiometric resolution; sea bed imagery; sea bed object classification; sea bed object detection; sea bed object localization; spatial resolution; speckle; synthetic aperture sonar; wavelet-domain filtering; Adaptive filters; Additive noise; Filtering; Image resolution; Matched filters; Noise reduction; Object detection; Spatial resolution; Stochastic processes; Synthetic aperture sonar;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Oceans 2005 - Europe
Conference_Location :
Brest, France
Print_ISBN :
0-7803-9103-9
Type :
conf
DOI :
10.1109/OCEANSE.2005.1511717
Filename :
1511717
Link To Document :
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