Simultaneous recursive displacement estimation and restoration of image sequences. Brailean, J. C., Katsaggelos, A. K., James, C B., & Aggelos, K K. In Conference Proceedings - IEEE International Conference on Systems, Man and Cybernetics, volume 1992-Janua, pages 1574–1579, 1992. IEEE.
doi  abstract   bibtex   
In this paper, we develop a recursive model-based maximum a posteriori (MAP) estimator that simultaneously estimates the displacement vector field (DVF) and intensity field from a noisy-blurred image sequence. Current motion-compensated spatio-temporal filters treat the estimation of the DVF as a preprocessing step. Thereby, no attempt is made to verify the accuracy of these estimates prior to their use in the filter. By simultaneously estimating these two fields, information is made available to each filter regarding the reliability of estimates that they are dependent upon. Nonstationary models are used for the DVF and the intensity field in the proposed estimator, thus avoiding the smoothing of boundaries present in both. Experimental results are provided which show the effectiveness of the proposed recursive model-based MAP estimator.
@inproceedings{brailean1992simultaneous,
abstract = {In this paper, we develop a recursive model-based maximum a posteriori (MAP) estimator that simultaneously estimates the displacement vector field (DVF) and intensity field from a noisy-blurred image sequence. Current motion-compensated spatio-temporal filters treat the estimation of the DVF as a preprocessing step. Thereby, no attempt is made to verify the accuracy of these estimates prior to their use in the filter. By simultaneously estimating these two fields, information is made available to each filter regarding the reliability of estimates that they are dependent upon. Nonstationary models are used for the DVF and the intensity field in the proposed estimator, thus avoiding the smoothing of boundaries present in both. Experimental results are provided which show the effectiveness of the proposed recursive model-based MAP estimator.},
author = {Brailean, James C. and Katsaggelos, Aggelos K. and James, C Brailean and Aggelos, K Katsaggelos},
booktitle = {Conference Proceedings - IEEE International Conference on Systems, Man and Cybernetics},
doi = {10.1109/ICSMC.1992.271515},
isbn = {0780307208
1062922X , issue = 9},
issn = {1062922X},
organization = {IEEE},
pages = {1574--1579},
title = {{Simultaneous recursive displacement estimation and restoration of image sequences}},
volume = {1992-Janua},
year = {1992}
}

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