Parameter estimation in super-resolution image reconstruction problems. Abad, J., Vega, M., Molina, R., & Katsaggelos, A. In 2003 IEEE International Conference on Acoustics, Speech, and Signal Processing, 2003. Proceedings. (ICASSP '03)., volume 3, pages III–709–12, 2003. IEEE, IEEE.
Parameter estimation in super-resolution image reconstruction problems [link]Paper  doi  abstract   bibtex   
In this paper we consider the estimation of the unknown hyperparameters for the problem of reconstructing a high-resolution image from multiple undersampled, shifted, degraded frames with subpixel displacement errors. We derive mathematical expressions for the iterative calculation of the maximum likelihood estimate (mle) of the unknown hyperparameters given the low resolution observed images. Experimental results are presented for evaluating the accuracy of the proposed method.
@inproceedings{abad2003parameter,
abstract = {In this paper we consider the estimation of the unknown hyperparameters for the problem of reconstructing a high-resolution image from multiple undersampled, shifted, degraded frames with subpixel displacement errors. We derive mathematical expressions for the iterative calculation of the maximum likelihood estimate (mle) of the unknown hyperparameters given the low resolution observed images. Experimental results are presented for evaluating the accuracy of the proposed method.},
author = {Abad, Javier and Vega, Miguel and Molina, Rafael and Katsaggelos, A.K.},
booktitle = {2003 IEEE International Conference on Acoustics, Speech, and Signal Processing, 2003. Proceedings. (ICASSP '03).},
doi = {10.1109/ICASSP.2003.1199573},
isbn = {0-7803-7663-3},
issn = {15206149},
organization = {IEEE},
pages = {III--709--12},
publisher = {IEEE},
title = {{Parameter estimation in super-resolution image reconstruction problems}},
url = {http://ieeexplore.ieee.org/document/1199573/},
volume = {3},
year = {2003}
}

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