PRACTICAL ISSUES ON INVARIANT IMAGE AVERAGING USING THE BISPECTRUM

Citation
R. Marabini et Jm. Carazo, PRACTICAL ISSUES ON INVARIANT IMAGE AVERAGING USING THE BISPECTRUM, Signal processing, 40(2-3), 1994, pp. 119-128
Citations number
NO
Categorie Soggetti
Engineering, Eletrical & Electronic
Journal title
ISSN journal
01651684
Volume
40
Issue
2-3
Year of publication
1994
Pages
119 - 128
Database
ISI
SICI code
0165-1684(1994)40:2-3<119:PIOIIA>2.0.ZU;2-J
Abstract
In this work we present experimental results on the use of the Bispect rum for translational invariant image averaging. The main issue is to systematically explore the applicability of Bispectral averaging to pr actical cases where the starting images are rather noisy. The main con clusion is that this type of averaging process presents a number of in trinsic instabilities that makes the whole approach difficult to use. We start by proving that the sum of two Bispectra is not necessarily a Bispectrum. We then present a number of practical studies on how many Bispectra from noisy realizations of a given image are needed for a m eaningful image recovery as a function of the image signal-to-noise ra tio. The question of averaging a non-homogeneous data set is also addr essed. Some practical instabilities associated with recursive recovery methods are discussed, as well as some practical clues to overcome th em.