TY - GEN
T1 - Adaptive enhancement with speckle reduction for SAR images using mirror-extended curvelet and PSO
AU - Li, Ying
AU - Gong, Hongli
AU - Wang, Qing
PY - 2010
Y1 - 2010
N2 - Speckle and low contrast can cause image degradation, which reduces the detectability of targets and impedes further investigation of synthetic aperture radar (SAR) images. This paper presents an adaptive enhancement method with speckle reduction for SAR images using mirror-extended curvelet (ME-curvelet) transform and particle swarm optimization (PSO). First, an improved enhancement function is proposed to nonlinearly shrink and stretch the curvelet coefficients. Then, a novel objective evaluation criterion is introduced to adaptively obtain the optimal parameters in the enhancement function. Finally, a PSO algorithm with two improvements is used as a global search strategy for the best enhanced image. Experimental results indicate that the proposed method can reduce the speckle and enhance the edge features and the contrast of SAR images better with comparison to the wavelet-based and curvelet-based non-adaptive enhancement methods.
AB - Speckle and low contrast can cause image degradation, which reduces the detectability of targets and impedes further investigation of synthetic aperture radar (SAR) images. This paper presents an adaptive enhancement method with speckle reduction for SAR images using mirror-extended curvelet (ME-curvelet) transform and particle swarm optimization (PSO). First, an improved enhancement function is proposed to nonlinearly shrink and stretch the curvelet coefficients. Then, a novel objective evaluation criterion is introduced to adaptively obtain the optimal parameters in the enhancement function. Finally, a PSO algorithm with two improvements is used as a global search strategy for the best enhanced image. Experimental results indicate that the proposed method can reduce the speckle and enhance the edge features and the contrast of SAR images better with comparison to the wavelet-based and curvelet-based non-adaptive enhancement methods.
UR - http://www.scopus.com/inward/record.url?scp=78149485267&partnerID=8YFLogxK
U2 - 10.1109/ICPR.2010.1098
DO - 10.1109/ICPR.2010.1098
M3 - 会议稿件
AN - SCOPUS:78149485267
SN - 9780769541099
T3 - Proceedings - International Conference on Pattern Recognition
SP - 4520
EP - 4523
BT - Proceedings - 2010 20th International Conference on Pattern Recognition, ICPR 2010
T2 - 2010 20th International Conference on Pattern Recognition, ICPR 2010
Y2 - 23 August 2010 through 26 August 2010
ER -