FAST GPU-BASED INTERPOLATION FOR SAR BACKPROJECTION

被引:37
作者
Capozzoli, A. [1 ]
Curcio, C. [1 ]
Liseno, A. [1 ]
机构
[1] Univ Naples Federico II, Dipartimento Ingn Biomed Elettron & Telecomunicaz, I-80125 Naples, Italy
关键词
FAST FOURIER-TRANSFORMS; EFFICIENT; RECONSTRUCTION; ALGORITHM;
D O I
10.2528/PIER12071909
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
We introduce and discuss a parallel SAR backprojection algorithm using a Non-Uniform FFT (NUFFT) routine implemented on a GPU in CUDA language. The details of a convenient GPU implementation of the NUFFT-based SAR backprojection algorithm, amenable to further generalizations to a multi-GPU architecture, are also given. The performance of the approach is analyzed in terms of accuracy and computational speed by comparisons to a "standard", parallel version of the backprojection algorithm exploiting FFT + interpolation instead of the NUFFT. Different interpolators have been considered for the latter processing scheme. The NUFFT-based backprojection has proven significantly more accurate than all the compared approach, with a computing time of the same order. An analysis of the computational burden of all the different steps involved in both the considered approaches (i.e., standard and NUFFT backprojections) has been also reported. Experimental results against the Air Force Research Laboratory (AFRL) airborne data delivered under the "challenge problem for SAR-based Ground Moving Target Identification (GMTI) in urban environments" and collected over circular flight paths are also shown.
引用
收藏
页码:259 / 283
页数:25
相关论文
共 53 条
[1]  
[Anonymous], 2011, CUDA TOOLK 4 0
[2]  
[Anonymous], 2009, P SPIE
[3]  
[Anonymous], 2016, Programming massively parallel processors: a hands-on approach
[4]  
Austin C. D., 2009, P SPIE ALG SYNTH AP, V7337
[5]   Synthetic aperture radar interferometry [J].
Bamler, R ;
Hartl, P .
INVERSE PROBLEMS, 1998, 14 (04) :R1-R54
[6]   A COMPARISON OF RANGE-DOPPLER AND WAVE-NUMBER DOMAIN SAR FOCUSING ALGORITHMS [J].
BAMLER, R .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 1992, 30 (04) :706-713
[7]   O(N2 log2 N) filtered backprojection reconstruction algorithm for tomography [J].
Basu, S ;
Bresler, Y .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2000, 9 (10) :1760-1773
[8]  
Blom M, 2005, INT GEOSCI REMOTE SE, P3352
[9]   SAR DATA FOCUSING USING SEISMIC MIGRATION TECHNIQUES [J].
CAFFORIO, C ;
PRATI, C ;
ROCCA, E .
IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 1991, 27 (02) :194-207
[10]  
Capozzoli A, 2007, INT GEOSCI REMOTE SE, P5037