WANG Xiong-liang, RAN Cheng-qi, WANG Zheng-ming. Super-Resolution Processing of SAR Images by Basis Pursuit Method Based on Compacted Dictionary[J]. Acta Electronica Sinica, 2006, 34(6): 996-1001.
WANG Xiong-liang, RAN Cheng-qi, WANG Zheng-ming. Super-Resolution Processing of SAR Images by Basis Pursuit Method Based on Compacted Dictionary[J]. Acta Electronica Sinica, 2006, 34(6): 996-1001.DOI:
Basis Pursuit is a novel method of signal sparse representation.It seeks sparse representation from over-complete dictionaries.That is to use the fewest dictionary elements to represent the signal exactly.Then the intrinsic feature of the signal can be captured.We extend the application of the Basis Pursuit method to SAR super-resolution processing.Firstly
based on the SAR attributed scattering model
a new type compacted Dictionary is designed in phase history domain.By this way
the dimension of the desired problem is even smaller.Secondly
a new and fast iterative algorithm is proposed
the fine feature parameter estimation of the scatter in SAR image is obtained.Finally
in terms of SAR attributed scattering model in the phase history domain
larger scale phase history data is built.By FFT imaging
higher resolution image is obtained.Simulation experiments and computational results of measured MSTAR data demonstrate that Basis Pursuit can be implemented speedy and stably