SAR Classification and confuser and clutter rejection tests on MSTAR ten-class data using Minace filters

Proceedings of SPIE - The International Society for Optical Engineering

Volumn 6574, Issue , 2007, Pages

  Patnaik, Rohit ^a   Casasent, David ^a  

^a CARNEGIE MELLON UNIVERSITY   (United States)

Author keywords

Automatic target recognition; Clutter rejection; Correlation filter; Distortion invariant filter; Minace filter; MSTAR database; Multilook SAR; SAR target recognition; Synthetic aperture radar

Indexed keywords

CLUTTER REJECTION; CORRELATION FILTER; DISTORTION-INVARIANT FILTER; MINACE FILTER;

ALGORITHMS; AUTOMATIC TARGET RECOGNITION; DATABASE SYSTEMS; PROBLEM SOLVING;

SYNTHETIC APERTURE RADAR;

EID: 36048974556     PISSN: 0277786X     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1117/12.717318     Document Type: Conference Paper

References (20)

1. Moving and Stationary Target Acquisition and Recognition (MSTAR) Public Release Data, webpage: https://www.sdms.afrl.af.mil/datasets/mstar/
2. G. Ravichandran and D. P. Casasent, "Minimum noise and correlation energy optical correlation filter," Applied Optics 31(11), pp. 1823-1833, April 1992.
3. L. D. Ramamoorthy and D. P. Casasent, "Classification and rejection of MSTAR data," in Optical Pattern Recognition XV, Proc. SPIE 5437, pp 265-276, April 2004.
4. T. D. Ross, S. W. Worrell, V. J. Velten, J. C. Mossing, and M. L. Bryant, "Standard SAR ATR evaluation experiments using the MSTAR public release data set," in Algorithms for SAR Imagery V, Proc. SPIE 3370, pp. 566-573, September 1998.
5. R. Singh and B. V. K. Vijaya Kumar, "Performance of the extended maximum average correlation height (EMACH) filter and the polynomial distance classifier correlation filter (PDCCF) for multiclass SAR detection and classification," in Algorithms for SAR Imagery IX, Proc. SPIE 4727, pp. 265-276, August 2002.
6. C. Yuan and D. P. Casasent "A new SVM for distorted SAR object classification," in Optical Pattern Recognition XVI, Proc. SPIE 5816, pp. 10-22, March 2005.
7. Q. H. Pham, A. Ezekiel, M. T. Campbell, and M. J. Smith, "New end-to-end SAR ATR system," in Algorithms for SAR Imagery VI, Proc. SPIE 3721, pp. 292-301, August 1999.
8. D. P. Casasent and R. Patnaik, "Automated synthesis of distortion-invariant filters: AutoMinace," in Intelligent Robots and Computer Vision XXIV: Algorithms, Techniques, and Active Vision, Proc. SPIE 6384, 638401, October 2006.
9. R. Patnaik and D. P. Casasent, "MSTAR object classification and confuser and clutter rejection using Minace filters," in Automatic Target Recognition XVI, Proc. SPIE 6234, 62340S, May 2006.
10. M. L. Bryant and F. D. Garber, "SVM classifier applied to the MSTAR public data set," in Algorithms for SAR Imagery VI, Proc. SPIE 3721, pp. 355-360, August 1999.
11. Q. Zhao and J. C. Principe, "Support vector machines for SAR automatic target recognition," IEEE Trans, on Aerospace and Electronic Systems 37(2), pp. 643-654, April 2001.
12. Q. Zhao, J. C. Principe, V. L. Brennan, D. Xu, and Z. Wang, "Synthetic aperture radar automatic target recognition with three strategies of learning and representation," Opt. Eng. 39(5), pp. 1230-1244, May 2000.
13. M. L. Bryant, "Target signature manifold methods applied to MSTAR dataset: preliminary results," in Algorithms for SAR Imagery VIII, Proc. SPIE 4382, pp. 389-394, August 2001.
14. D. P. Casasent and A. Nehemiah, "Confuser rejection performance of EMACH filters for MSTAR ATR," in Optical Pattern Recognition XVII, Proc. SPIE 6245, pp. 135-146, April 2006.
15. A. Mahalanobis, D. W. Carlson, and B. V. K. Vijaya Kumar, "Evaluation of MACH and DCCF correlation filters for SAR ATR using the MSTAR public database," in Algorithms for SAR Imagery V, Proc. SPIE 3370, pp. 460-468, September 1998.
16. M. Alkanhal and B. V. K. Vijaya Kumar, "Polynomial distance classifier correlation filter for pattern recognition," Applied Optics 42(23), pp. 4688-4708, August 2003.
17. R. Patnaik and D. P. Casasent, "Illumination invariant face recognition and impostor rejection using different MINACE filter algorithms," in Optical Pattern Recognition XVI, Proc. SPIE 5816, pp. 94-104, March 2005.
18. D. P. Casasent and S. Ashizawa, "Synthetic aperture radar detection, recognition, and clutter rejection with new minimum noise and correlation energy filters," Optical Engineering 36(10), pp. 2729-2736, October 1997.
19. G. J. Ettinger and W. C. Snyder, "Model-based fusion of multi-look SAR for ATR," in Algorithms for SAR Imagery IX, Proc. SPIE 4727, pp. 277-289, August 2002.
20. C. Yuan and D. P. Casasent, "MSTAR 10-class classification and confuser and clutter rejection using SVRDM," in Optical Pattern Recognition XVII, Proc. SPIE 6245, 624501, April 2006.