Displacement field construction based on a discrete model in image processing problems
The Bulletin of Irkutsk State University. Series Mathematics, Tome 39 (2022), pp. 3-16
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The problem of a displacement field calculation for an image sequence based on a discrete model is being solved. Algorithms for velocity field (displacement field) construction are in demand in various image processing tasks. These methods are used in motion detection, object movement tracking, analysis of complex images, movement correction of medical diagnostic images in nuclear medicine, radiology, etc. An optimization approach to the displacement field construction based on a discrete model is developed in the paper. The approach explores the possibility of taking into account the brightness change along the trajectories of the system. A linear model is considered. Directed optimization methods based on the analytical representation of the functional gradient are constructed to search for unknown parameters. The algorithm for displacement field construction with image partitioning into regions (neighborhoods) is proposed. This algorithm can be used to process a variety of image sequences. The results of the algorithm operation on test radionuclide images are presented.
Keywords:
discrete systems, displacement field, functional variation, optimization, image processing.
@article{IIGUM_2022_39_a0,
author = {Elena D. Kotina and Ekaterina B. Leonova and Viktor A. Ploskikh},
title = {Displacement field construction based on a discrete model in image processing problems},
journal = {The Bulletin of Irkutsk State University. Series Mathematics},
pages = {3--16},
publisher = {mathdoc},
volume = {39},
year = {2022},
language = {en},
url = {http://geodesic.mathdoc.fr/item/IIGUM_2022_39_a0/}
}
TY - JOUR AU - Elena D. Kotina AU - Ekaterina B. Leonova AU - Viktor A. Ploskikh TI - Displacement field construction based on a discrete model in image processing problems JO - The Bulletin of Irkutsk State University. Series Mathematics PY - 2022 SP - 3 EP - 16 VL - 39 PB - mathdoc UR - http://geodesic.mathdoc.fr/item/IIGUM_2022_39_a0/ LA - en ID - IIGUM_2022_39_a0 ER -
%0 Journal Article %A Elena D. Kotina %A Ekaterina B. Leonova %A Viktor A. Ploskikh %T Displacement field construction based on a discrete model in image processing problems %J The Bulletin of Irkutsk State University. Series Mathematics %D 2022 %P 3-16 %V 39 %I mathdoc %U http://geodesic.mathdoc.fr/item/IIGUM_2022_39_a0/ %G en %F IIGUM_2022_39_a0
Elena D. Kotina; Ekaterina B. Leonova; Viktor A. Ploskikh. Displacement field construction based on a discrete model in image processing problems. The Bulletin of Irkutsk State University. Series Mathematics, Tome 39 (2022), pp. 3-16. http://geodesic.mathdoc.fr/item/IIGUM_2022_39_a0/