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Acoustics, Speech, and Signal Processing, 1996. ICASSP-96 Vol 4. Conference Proceedings., 1996 IEEE International Conference on
On the relation of image restoration and template matching: application to block-matching motion estimation
Atlanta, GA, USA
May 07-May 10
ISBN: 0-7803-3192-3
ASCII Text
x 
 
Mungi Choi, N.P. Galatsanos, D. Schonfeld, "On the relation of image restoration and template matching: application to block-matching motion estimation," Acoustics, Speech, and Signal Processing, IEEE International Conference on, vol. 4, pp. 2112-2115, Acoustics, Speech, and Signal Processing, 1996. ICASSP-96 Vol 4. Conference Proceedings., 1996 IEEE International Conference on, 1996.
 
 
BibTex
x
 
@article{ 10.1109/ICASSP.1996.545732,
author = {Mungi Choi and N.P. Galatsanos and D. Schonfeld},
title = {On the relation of image restoration and template matching: application to block-matching motion estimation},
journal ={Acoustics, Speech, and Signal Processing, IEEE International Conference on},
volume = {4},
year = {1996},
isbn = {0-7803-3192-3},
pages = {2112-2115},
doi = {http://doi.ieeecomputersociety.org/10.1109/ICASSP.1996.545732},
publisher = {IEEE Computer Society},
address = {Los Alamitos, CA, USA},
}
 
 
RefWorks Procite/RefMan/Endnote
x 
 
TY - CONF
JO - Acoustics, Speech, and Signal Processing, IEEE International Conference on
TI - On the relation of image restoration and template matching: application to block-matching motion estimation
SN - 0-7803-3192-3
SP2112
EP2115
A1 - Mungi Choi,
A1 - N.P. Galatsanos,
A1 - D. Schonfeld,
PY - 1996
VL - 4
JA - Acoustics, Speech, and Signal Processing, IEEE International Conference on
ER -
 
Mungi Choi, Dept. of Electr. & Comput. Eng., Illinois Inst. of Technol., Chicago, IL, USA
In this paper, we investigate the relation between the image restoration and the template matching problems. We present a new formulation for template matching that establishes the duality between these two problems. According to this formulation the restored template is used to ascertain its location. An alternative formulation is also suggested which is based on the observation that template matching can be viewed as an image restoration problem where the degraded image is blurred by a linear point spread function-the template. It is shown that, unlike image restoration, all second order statistics required for the implementation of linear minimum mean-square error (LMMSE) template matching can be accurately estimated. LMMSE template matching is subsequently applied to the block-matching based motion estimation from degraded image sequences. Our experimental results indicate that LMMSE template matching is superior to traditional block-matching.
Citation:
Mungi Choi, N.P. Galatsanos, D. Schonfeld, "On the relation of image restoration and template matching: application to block-matching motion estimation," icassp, vol. 4, pp.2112-2115, Acoustics, Speech, and Signal Processing, 1996. ICASSP-96 Vol 4. Conference Proceedings., 1996 IEEE International Conference on, 1996
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