A Method for Active Marine Target Detection Based on Complex Interferometric Dissimilarity in Dual-Channel ATI-SAR Systems

Synthetic aperture radar (SAR) operating in an along-track interferometric (ATI) mode has the advantage of minimum detectable velocity (MDV) in active marine target detection. However, most of the conventional ATI detectors fail to identify the marine targets cruising with blind speeds, in which case the interferometric phases of these targets are closely distributed around those of the sea background due to phase wrapping and aliasing through ATI processing. To address this issue, we propose a method to detect the active marine targets based on complex interferometric dissimilarity for dual-channel ATI-SAR systems. First, an interferometric bilateral filter is designed to smooth the random noises and locally adapt to the spatial structure of the interferogram for measuring the interferometric magnitude and phase. Then, the target detection metric is constructed based on the complex interferometric dissimilarity between the marine targets and the sea background. By adaptively regressing into a magnitude-based test toward the blind-speed targets, the target detection metric can mitigate the blind-speed detection problem and thus yield a satisfactory detection result. Furthermore, this metric is of a constant false-alarm rate (CFAR), and its probability density function (pdf) is derived to facilitate the detection threshold computation. Finally, both the simulated and real-data processing results are given to validate the superiorities of the proposed method.

[1]  Zhi Ding,et al.  Direct blind MMSE channel equalization based on second order statistics , 1999, 1999 IEEE International Conference on Communications (Cat. No. 99CH36311).

[2]  A. Moffet Minimum-redundancy linear arrays , 1968 .

[3]  Rama Chellappa,et al.  Non-Gaussian CFAR techniques for target detection in high resolution SAR images , 1994, Proceedings of 1st International Conference on Image Processing.

[4]  S. F. George,et al.  Detection of Targets in Non-Gaussian Sea Clutter , 1970, IEEE Transactions on Aerospace and Electronic Systems.

[5]  Huanxin Zou,et al.  A Bilateral CFAR Algorithm for Ship Detection in SAR Images , 2015, IEEE Geoscience and Remote Sensing Letters.

[6]  Wei Zhao,et al.  Multiple-Scale Salient-Region Detection of SAR Image Based on Gamma Distribution and Local Intensity Variation , 2014, IEEE Geoscience and Remote Sensing Letters.

[7]  Gui Gao,et al.  The CFAR Detection of Ground Moving Targets Based on a Joint Metric of SAR Interferogram's Magnitude and Phase , 2012, IEEE Transactions on Geoscience and Remote Sensing.

[8]  Tao Lai,et al.  Detection of Moving Ships Based on a Combination of Magnitude and Phase in Along-Track Interferometric SAR—Part II: Statistical Modeling and CFAR Detection , 2015, IEEE Transactions on Geoscience and Remote Sensing.

[9]  Allen R. Miller,et al.  Statistics of phase difference and product magnitude of multi-look processed Gaussian signals , 1994 .

[10]  Leslie M. Novak,et al.  On the performance of order-statistics CFAR detectors , 1991, [1991] Conference Record of the Twenty-Fifth Asilomar Conference on Signals, Systems & Computers.

[11]  Tao Li,et al.  An Improved Superpixel-Level CFAR Detection Method for Ship Targets in High-Resolution SAR Images , 2018, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.

[12]  Joachim H. G. Ender,et al.  Multichannel Analysis and Suppression of Sea Clutter for Airborne Microwave Radar Systems , 2016, IEEE Transactions on Geoscience and Remote Sensing.

[13]  M. Fingas,et al.  Review of Ship Detection from Airborne Platforms , 2001 .

[14]  Xiaolong Wang,et al.  Ship Detection for Complex Background SAR Images Based on a Multiscale Variance Weighted Image Entropy Method , 2017, IEEE Geoscience and Remote Sensing Letters.

[16]  Ishuwa C. Sikaneta,et al.  Estimating the effective number of looks in interferometric SAR data , 2002, IEEE Trans. Geosci. Remote. Sens..

[17]  Yunhua Zhang,et al.  Analysis of frequency number and frequency offset on STAP for sapceborne sparse array GMTI radar with multiple carrier frequencies , 2011, 2011 3rd International Asia-Pacific Conference on Synthetic Aperture Radar (APSAR).

[18]  E. J. Kelly An Adaptive Detection Algorithm , 1986, IEEE Transactions on Aerospace and Electronic Systems.

[19]  Shilin Zhou,et al.  Scheme of Parameter Estimation for Generalized Gamma Distribution and Its Application to Ship Detection in SAR Images , 2017, IEEE Transactions on Geoscience and Remote Sensing.

[20]  L. Joughin,et al.  Effective number of looks for a multilook interferometric phase distribution , 1994, Proceedings of IGARSS '94 - 1994 IEEE International Geoscience and Remote Sensing Symposium.

[21]  Liang Chen,et al.  An Intensity-Space Domain CFAR Method for Ship Detection in HR SAR Images , 2017, IEEE Geoscience and Remote Sensing Letters.

[22]  Jong-Sen Lee,et al.  Intensity and phase statistics of multilook polarimetric and interferometric SAR imagery , 1994, IEEE Trans. Geosci. Remote. Sens..

[23]  F. Fontana,et al.  A digital bandpass/bandstop complementary equalization filter with independent tuning characteristics , 2003, IEEE Signal Processing Letters.

[24]  Moshe Kam,et al.  Design of phased arrays in terms of random subarrays , 1994 .

[25]  Christophe Magnard,et al.  Analysis of a Maximum Likelihood Phase Estimation Method for Airborne Multibaseline SAR Interferometry , 2016, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.

[26]  A. De Maio,et al.  Feature article: A survey on two-stage decision schemes for point-like targets in Gaussian interference , 2016, IEEE Aerospace and Electronic Systems Magazine.

[27]  Gregory Zilman,et al.  The speed and beam of a ship from its wake's SAR images , 2004, IEEE Transactions on Geoscience and Remote Sensing.

[28]  Olaf Hellwich,et al.  Iterative Bilateral Filtering of Polarimetric SAR Data , 2013, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.

[29]  Ishuwa C. Sikaneta,et al.  Optimum SAR/GMTI Processing and Its Application to the Radar Satellite RADARSAT-2 for Traffic Monitoring , 2012, IEEE Transactions on Geoscience and Remote Sensing.

[30]  Gangyao Kuang,et al.  An Adaptive and Fast CFAR Algorithm Based on Automatic Censoring for Target Detection in High-Resolution SAR Images , 2009, IEEE Transactions on Geoscience and Remote Sensing.

[31]  Lei Zhang,et al.  Azimuth Motion Compensation With Improved Subaperture Algorithm for Airborne SAR Imaging , 2017, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.

[32]  Bao Zheng,et al.  A method of designing irregular subarray architectures for partially adaptive processing , 1996, Proceedings of International Radar Conference.

[33]  Gui Gao,et al.  Ship Detection in Dual-Channel ATI-SAR Based on the Notch Filter , 2017, IEEE Transactions on Geoscience and Remote Sensing.

[34]  Shigang Wang,et al.  New Hierarchical Saliency Filtering for Fast Ship Detection in High-Resolution SAR Images , 2017, IEEE Transactions on Geoscience and Remote Sensing.

[35]  Delwyn Moller,et al.  Measurements of ocean surface waves and currents using L- and C-band along-track interferometric SAR , 2003, IEEE Trans. Geosci. Remote. Sens..

[36]  Corina da Costa Freitas,et al.  A model for extremely heterogeneous clutter , 1997, IEEE Trans. Geosci. Remote. Sens..

[37]  N. R. Goodman Statistical analysis based on a certain multivariate complex Gaussian distribution , 1963 .

[38]  Daniel R. Fuhrmann,et al.  A CFAR adaptive matched filter detector , 1992 .

[39]  Ishuwa C. Sikaneta,et al.  Two-Step Detector for RADARSAT-2's Experimental GMTI Mode , 2013, IEEE Transactions on Geoscience and Remote Sensing.

[40]  David A. Imel AIRSAR Along-Track Interferometry Data , 2002 .

[41]  Yang Zhiwei Space-frequency optimization for ground moving target indication with airborne multi-channel multi-frequency radar , 2012 .

[42]  Yi Su,et al.  Inshore Ship Detection via Saliency and Context Information in High-Resolution SAR Images , 2016, IEEE Geoscience and Remote Sensing Letters.

[43]  Vito Pascazio,et al.  Estimation of Radial Velocity of Moving Targets by Along-Track Interferometric SAR Systems , 2008, IEEE Geoscience and Remote Sensing Letters.

[44]  Florence Tupin,et al.  How to Compare Noisy Patches? Patch Similarity Beyond Gaussian Noise , 2012, International Journal of Computer Vision.

[45]  S. Suchandt,et al.  First Analysis of TerraSAR-X Along-Track InSAR-Derived Current Fields , 2010, IEEE Transactions on Geoscience and Remote Sensing.

[46]  C.W. Chen Performance assessment of along-track interferometry for detecting ground moving targets , 2004, Proceedings of the 2004 IEEE Radar Conference (IEEE Cat. No.04CH37509).

[47]  Ishuwa C. Sikaneta,et al.  Parameter estimation for the phase statistics in interferometric SAR , 2002, IEEE International Geoscience and Remote Sensing Symposium.

[48]  Jie Li,et al.  GMTI and Parameter Estimation via Time-Doppler Chirp-Varying Approach for Single-Channel Airborne SAR System , 2017, IEEE Transactions on Geoscience and Remote Sensing.

[49]  D. Crisp,et al.  The State-of-the-Art in Ship Detection in Synthetic Aperture Radar Imagery , 2004 .

[50]  M. Seymour,et al.  Maximum likelihood estimation for SAR interferometry , 1994, Proceedings of IGARSS '94 - 1994 IEEE International Geoscience and Remote Sensing Symposium.

[51]  Knut Eldhuset,et al.  An automatic ship and ship wake detection system for spaceborne SAR images in coastal regions , 1996, IEEE Trans. Geosci. Remote. Sens..

[52]  Christoph H. Gierull,et al.  Statistical analysis of multilook SAR interferograms for CFAR detection of ground moving targets , 2004, IEEE Transactions on Geoscience and Remote Sensing.

[53]  Tao Lai,et al.  Detection of Moving Ships Based on a Combination of Magnitude and Phase in Along-Track Interferometric SAR—Part I: SIMP Metric and Its Performance , 2015, IEEE Transactions on Geoscience and Remote Sensing.

[54]  Guisheng Liao,et al.  A Deterministic Sea-Clutter Space–Time Model Based on Physical Sea Surface , 2016, IEEE Transactions on Geoscience and Remote Sensing.

[55]  Bo Zhang,et al.  Ship Detection for High-Resolution SAR Images Based on Feature Analysis , 2014, IEEE Geoscience and Remote Sensing Letters.

[56]  Roberto Manduchi,et al.  Bilateral filtering for gray and color images , 1998, Sixth International Conference on Computer Vision (IEEE Cat. No.98CH36271).