Simultaneous motion estimation and filtering of image sequences

Citation
Cm. Fan et Nm. Namazi, Simultaneous motion estimation and filtering of image sequences, IEEE IM PR, 8(12), 1999, pp. 1788-1795
Citations number
13
Categorie Soggetti
Eletrical & Eletronics Engineeing
Journal title
IEEE TRANSACTIONS ON IMAGE PROCESSING
ISSN journal
10577149 → ACNP
Volume
8
Issue
12
Year of publication
1999
Pages
1788 - 1795
Database
ISI
SICI code
1057-7149(199912)8:12<1788:SMEAFO>2.0.ZU;2-Y
Abstract
In this paper, me present an algorithm to simultaneously estimate multiple- frame motions and filter image sequences, The relative motion d(k)(x) betwe en the reference frame s(x) and the kth frame s(x - d(k)(x)) in the presenc e of additive white Gaussian noise (AWGN) is estimated using the maximum-li kelihood (ML) principle. The reference frame is also filtered in the linear minimum mean square error (LMMSE) sense during the process of motion estim ation. Simulation experiments are performed using the affine motion model t o illustrate the performance of this method.