DETECTION AND RECOGNITION OF SUBPIXEL TARGETS WITH HYPOTHESES DEPENDENT BACKGROUND POWER

Victor Golikov, Olga Lebedeva

2012

Abstract

We consider the problem of detecting and recognizing the subpixel targets in sea background when the background power may be different under the null hypothesis – where it is assumed to be known – and the alternative multiple hypotheses. This situation occurs when the presence of the target triggers a decrease in the background power (subpixel targets). We extend the formulation of the Matched Subspace Detector (MSD) to the case where the background power is only known under the null hypothesis using the generalized likelihood ratio test (GLRT) for the multiple hypotheses case. The obtained multiple hypotheses test is based on the Modified MSD test (MMSD). We discuss the difference between the two detection and recognition systems: based on the MSD and MMSD tests. Numerical simulations attest to the validity of the performance analysis.

References

  1. Webb, A., 2002. Statistical Pattern Recognition, Wiley. NY. 2nd edition.
  2. Izenman, A., 2008. Modern Multivariate Statistical Techniques: Regression, Classification, and Manifold Manifold Learning, Springer. NY.
  3. Manolakis, D., and Shaw, G., 2002. Detection Algorithms for Hyperspectral Imaging Applications. IEEE Signal Processing Magazine. Vol. 19, no. 1, pp. 29-43.
  4. Golikov, V., Lebedeva, O., Castillejos-Moreno, A., and Ponomaryov, V., 2011. Performance of the Matched Subspace Detector in the case of Subpixel Targets. IEICE Trans. Fund. Vol. E94-A, no. 2, pp. 826-828.
  5. Scharf, L., 1991. Statistical Signal Processing, AddisonWesley, NY.
Download


Paper Citation


in Harvard Style

Golikov V. and Lebedeva O. (2012). DETECTION AND RECOGNITION OF SUBPIXEL TARGETS WITH HYPOTHESES DEPENDENT BACKGROUND POWER . In Proceedings of the 1st International Conference on Pattern Recognition Applications and Methods - Volume 2: ICPRAM, ISBN 978-989-8425-99-7, pages 555-558. DOI: 10.5220/0003756405550558


in Bibtex Style

@conference{icpram12,
author={Victor Golikov and Olga Lebedeva},
title={DETECTION AND RECOGNITION OF SUBPIXEL TARGETS WITH HYPOTHESES DEPENDENT BACKGROUND POWER},
booktitle={Proceedings of the 1st International Conference on Pattern Recognition Applications and Methods - Volume 2: ICPRAM,},
year={2012},
pages={555-558},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0003756405550558},
isbn={978-989-8425-99-7},
}


in EndNote Style

TY - CONF
JO - Proceedings of the 1st International Conference on Pattern Recognition Applications and Methods - Volume 2: ICPRAM,
TI - DETECTION AND RECOGNITION OF SUBPIXEL TARGETS WITH HYPOTHESES DEPENDENT BACKGROUND POWER
SN - 978-989-8425-99-7
AU - Golikov V.
AU - Lebedeva O.
PY - 2012
SP - 555
EP - 558
DO - 10.5220/0003756405550558