TY - GEN
T1 - Speckle noise reduction in SAR imaging using 2-d lattice filters based subband decomposition
AU - Karasakal, Gökhan
AU - Kaplan, N. H.
AU - Erer, I.
PY - 2009
Y1 - 2009
N2 - A new speckle reduction algorithm based on 2-D lattice filters for SAR imaging is presented. In the new method, the subband decomposition of the speckled image is performed using 2-D lattice filters. The noisy image is decomposed into subband images using high-pass and low-pass filters having lattice structure, then a threshold value is estimated according to noise variance in each subband and soft-thresholding is applied on the subband images. The despeckled image is obtained from the thresholded subband images using the inverse lattice filters. The proposed speckle reduction method is applied to RADARSAT/SAR images. The performance of the proposed method has also been compared with median filtering, and stationary wavelet transform based speckle reduction methods. Results show that the proposed method may be used efficiently for speckle noise reduction in SAR images.
AB - A new speckle reduction algorithm based on 2-D lattice filters for SAR imaging is presented. In the new method, the subband decomposition of the speckled image is performed using 2-D lattice filters. The noisy image is decomposed into subband images using high-pass and low-pass filters having lattice structure, then a threshold value is estimated according to noise variance in each subband and soft-thresholding is applied on the subband images. The despeckled image is obtained from the thresholded subband images using the inverse lattice filters. The proposed speckle reduction method is applied to RADARSAT/SAR images. The performance of the proposed method has also been compared with median filtering, and stationary wavelet transform based speckle reduction methods. Results show that the proposed method may be used efficiently for speckle noise reduction in SAR images.
UR - https://www.scopus.com/pages/publications/84863753321
M3 - Conference contribution
AN - SCOPUS:84863753321
T3 - European Signal Processing Conference
SP - 2598
EP - 2602
BT - EUSIPCO 2009 - 17th European Signal Processing Conference
PB - European Signal Processing Conference, EUSIPCO
T2 - 17th European Signal Processing Conference, EUSIPCO 2009
Y2 - 24 August 2009 through 28 August 2009
ER -