Title :
Speckle reduction in SAR imagery by Lp normed filtering
Author :
Schroeder, Jim ; Bose, Tamal
Author_Institution :
Inst. for Telecommun. Res., Univ. of South Australia, Mawson Lakes, SA, Australia
Abstract :
The presence of speckle in SAR images increases the probability of false alarms in image prescreening algorithms designed to automatically detect small targets. In order to reduce the level of speckle in SAR images a wide variety of image processing techniques have been developed. Speckle reduction has been accomplished via low pass filtering, median filtering, adaptive filtering, wavelet based filtering, and various iterative techniques such as the gamma filter. For this paper we develop an L/sub p/ normed filter structure. The filter weights are adaptive, based upon a conventional multiplicative noise model of the speckle phenomena in SAR imagery. The adaptive filter for the L/sub p/, p=2 case, is equivalent to the "Frost" filter, and is based upon second order statistics of the multiplicative noise and assumed image model. The filter is tested against SAR data and is shown to reduce the number of false alarms as compared to several other speckle reduction filters.
Keywords :
adaptive filters; gamma distribution; interference suppression; iterative methods; low-pass filters; median filters; radar detection; radar imaging; radar interference; speckle; synthetic aperture radar; wavelet transforms; Frost filter; L/sub p/ normed filter; SAR images; adaptive filtering; automatic detection; false alarm probability; gamma filter; image prescreening; image processing; iterative techniques; low pass filtering; median filtering; multiplicative noise model; second order statistics; small targets; speckle reduction; wavelet based filtering; Adaptive filters; Filtering; Image processing; Iterative algorithms; Low pass filters; Speckle; Speech processing; Statistics; Synthetic aperture radar; Testing;
Conference_Titel :
Signals, Systems and Computers, 2001. Conference Record of the Thirty-Fifth Asilomar Conference on
Conference_Location :
Pacific Grove, CA, USA
Print_ISBN :
0-7803-7147-X
DOI :
10.1109/ACSSC.2001.986952