TY - GEN
T1 - Automatic parameter selection for feature-enhanced radar image restoration
AU - Seng, C. H.
AU - Bouzerdoum, A.
AU - Phung, S. L.
AU - Amin, M.
PY - 2010
Y1 - 2010
N2 - In this paper, we propose a new technique for optimum parameter selection in non-quadratic radar image restoration. Although both the regularization hyper-parameter and the norm value are influential factors in the characteristics of the formed restoration, most existing optimization methods either require memory intensive computation or prior knowledge of the noise. Here, we present a contrast measure-based method for automated hyper-parameter selection. The proposed method is then extended to optimize the norm value used in non-quadratic image formation and restoration. The proposed method is evaluated on the MSTAR public target database and compared to the GCV method. Experimental results show that the proposed method yields better image quality at a much reduced computational cost.
AB - In this paper, we propose a new technique for optimum parameter selection in non-quadratic radar image restoration. Although both the regularization hyper-parameter and the norm value are influential factors in the characteristics of the formed restoration, most existing optimization methods either require memory intensive computation or prior knowledge of the noise. Here, we present a contrast measure-based method for automated hyper-parameter selection. The proposed method is then extended to optimize the norm value used in non-quadratic image formation and restoration. The proposed method is evaluated on the MSTAR public target database and compared to the GCV method. Experimental results show that the proposed method yields better image quality at a much reduced computational cost.
UR - http://www.scopus.com/inward/record.url?scp=77954950804&partnerID=8YFLogxK
U2 - 10.1109/RADAR.2010.5494451
DO - 10.1109/RADAR.2010.5494451
M3 - Conference contribution
AN - SCOPUS:77954950804
SN - 9781424458127
T3 - IEEE National Radar Conference - Proceedings
SP - 1123
EP - 1127
BT - 2010 IEEE Radar Conference
T2 - IEEE International Radar Conference 2010, RADAR 2010
Y2 - 10 May 2010 through 14 May 2010
ER -