DocumentCode :
1692090
Title :
Affine equivariance in multichannel OS-filtering
Author :
Koivenen, V. ; Luukkonen, S. ; Oja, H.
Author_Institution :
Signal Process. Lab., Tampere Univ. of Technol., Finland
Volume :
5
fYear :
1998
Firstpage :
2881
Abstract :
Nonlinear multichannel filters have successfully been applied to biomedical signals, multichannel images as well as processing of vector fields. In multichannel signals, component variances and correlations among components may be unequal and time-varying. Such changes can be expressed as an affine transformation of the input signal. In this paper, we investigate how the performance and statistical properties of multichannel filters stemming from order statistics (OS) change under affine transformations. An affine equivariant multichannel filter is introduced and the use of the affine equivariant performance metric replacing the mean square error is proposed. Advantages of affine equivariance are demonstrated in simulation, and filtering examples using real data are given
Keywords :
image colour analysis; nonlinear filters; statistical analysis; transforms; affine equivariance; affine equivariant multichannel filter; affine equivariant performance metric; affine transformation; biomedical signals; color images; colour images; correlations; input signal; multichannel OS-filtering; multichannel filters; multichannel images; multichannel signals; nonlinear multichannel filters; order statistics; performance; statistical properties; variances; vector fields; Biomedical signal processing; Electric breakdown; Filtering; Filters; Laboratories; Robustness; Signal processing; Signal processing algorithms; Statistics; Virtual manufacturing;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Acoustics, Speech and Signal Processing, 1998. Proceedings of the 1998 IEEE International Conference on
Conference_Location :
Seattle, WA
ISSN :
1520-6149
Print_ISBN :
0-7803-4428-6
Type :
conf
DOI :
10.1109/ICASSP.1998.678127
Filename :
678127
Link To Document :
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