Phase amplified correlation for improved sub-pixel motion estimation
File(s)TIP 2019.pdf (953.37 KB)
Accepted version
Author(s)
Konstantinidis, Dimitrios
Stathaki, Tania
Argyriou, Vasileios
Type
Journal Article
Abstract
Phase correlation (PC) is widely employed by several sub-pixel motion estimation techniques in an attempt to accurately and robustly detect the displacement between two images. To achieve sub-pixel accuracy, these techniques employ interpolation methods and function-fitting approaches on the cross-correlation function derived from the PC core. However, such motion estimation techniques still present a lower bound of accuracy that cannot be overcome. To allow room for further improvements, we propose in this paper the enhancement of the sub-pixel accuracy of motion estimation techniques by employing a completely different approach: the concept of motion magnification. To this end, we propose the novel phase amplified correlation (PAC) that integrates motion magnification between two compared images inside the phase correlation part of frequencybased motion estimation algorithms and thus directly substitutes the PC core. The experimentation on magnetic resonance (MR) images and real video sequences demonstrates the ability of the proposed PAC core to make subtle motions highly distinguishable and improve the sub-pixel accuracy of frequency-based motion estimation techniques.
Date Issued
2019-06-01
Date Acceptance
2019-01-11
Citation
IEEE Transactions on Image Processing, 2019, 28 (6), pp.3089-3101
ISSN
1057-7149
Publisher
Institute of Electrical and Electronics Engineers
Start Page
3089
End Page
3101
Journal / Book Title
IEEE Transactions on Image Processing
Volume
28
Issue
6
Copyright Statement
© 2019 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works.
Identifier
https://ieeexplore.ieee.org/document/8624546
Subjects
Science & Technology
Technology
Computer Science, Artificial Intelligence
Engineering, Electrical & Electronic
Computer Science
Engineering
Phase correlation
motion magnification
image registration
sub-pixel motion estimation
IMAGE REGISTRATION
SUBPIXEL REGISTRATION
EXTENSION
ALGORITHM
ACCURACY
Artificial Intelligence & Image Processing
0801 Artificial Intelligence and Image Processing
0906 Electrical and Electronic Engineering
1702 Cognitive Sciences
Publication Status
Published
Date Publish Online
2019-01-23