Robust Pattern Recognition with Nonlinear Filters
Saúl Martínez-Díaz, Vitaly Kober
2008
Abstract
Nonlinear composite filters for robust and illumination-invariant pat- tern recognition are proposed. The filters are based on logical and rank order operations. The performance of the proposed filters is compared with that of various linear composite filters in terms of discrimination capability. Computer simulation results are provided to illustrate the robustness of the proposed filters when a target is embedded into cluttered background with unknown illumination and corrupted by additive and impulsive noise.
References
- Vijaya-Kumar, B. V. K., Hassebrook, L.: Performance Measures for Correlation Filters. Appl. Opt. Vol. 29 No. 20. (1990) 2997-3006.
- VanderLugt, A. B.: Signal Detection by Complex Filtering. IEEE Trans. Inf. Theory. Vol.. 10. (1964) 139-135.
- Hester, C. F., Casasent, D.: Multivariant Technique for Multiclass Pattern Recognition. Appl. Opt. Vol.19 No. 11. (1980) 1758-1761.
- Mahalanobis, A., Vijaya-Kumar, B. V. K., Casasent, D.: Minimum Average Correlation Energy Filters. Appl. Opt. Vol. 31. (1987) 1823-1833
- Maragos, P.: Morphological Correlation and Mean Absolute Error Criteria. Proc. conf. IEEE Trans. Acoust. Speech Signal Process. (1989). 1568-1571
- Kober, V., Alvarez-Borrego, J., Ovseyevich, I.A.: Adaptive Rank Order Correlations. Pattern Recognition and Image Analysis. Vol. 14 No. 1. (2004) 33-39.
- Kober, V., Mozerov, M., Alvarez-Borrego, J. Pattern Recognition Based on Rank Correlations. Applications of Digital Image Processing, Proceedings of SPIE. Vol. 5558. (2004) 99-104
- Fitch, J.P., Coyle, E.J., Gallagher, N.C. Jr.: Median Filtering by Threshold Decomposition. IEEE Trans. Acoust. Speech Signal Process. (1984) 1183-1188.
- Yaroslavsky, L. P.: The Theory of Optimal Methods for Localization of Objects in Pictures. In: Progress in Optics XXXII, E. Wolf, Ed.., Elsevier. (1993) 145-201.
Paper Citation
in Harvard Style
Martínez-Díaz S. and Kober V. (2008). Robust Pattern Recognition with Nonlinear Filters . In Proceedings of the 8th International Workshop on Pattern Recognition in Information Systems - Volume 1: PRIS, (ICEIS 2008) ISBN 978-989-8111-42-5, pages 223-230. DOI: 10.5220/0001735302230230
in Bibtex Style
@conference{pris08,
author={Saúl Martínez-Díaz and Vitaly Kober},
title={Robust Pattern Recognition with Nonlinear Filters},
booktitle={Proceedings of the 8th International Workshop on Pattern Recognition in Information Systems - Volume 1: PRIS, (ICEIS 2008)},
year={2008},
pages={223-230},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0001735302230230},
isbn={978-989-8111-42-5},
}
in EndNote Style
TY - CONF
JO - Proceedings of the 8th International Workshop on Pattern Recognition in Information Systems - Volume 1: PRIS, (ICEIS 2008)
TI - Robust Pattern Recognition with Nonlinear Filters
SN - 978-989-8111-42-5
AU - Martínez-Díaz S.
AU - Kober V.
PY - 2008
SP - 223
EP - 230
DO - 10.5220/0001735302230230