Title | ||
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Asymmetric Bilateral Phase Correlation for Optical Flow Estimation in the Frequency Domain. |
Abstract | ||
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We address the problem of motion estimation in images operating in the frequency domain. A method is presented which extends phase correlation to handle multiple motions present in an area. Our scheme is based on a novel Bilateral-Phase Correlation (BLPC) technique that incorporates the concept and principles of Bilateral Filters retaining the motion boundaries by taking into account the difference both in value and distance in a manner very similar to Gaussian convolution. The optical flow is obtained by applying the proposed method at certain locations selected based on the present motion differences and then performing non-uniform interpolation in a multi-scale iterative framework. Experiments with several well-known datasets with and without ground-truth show that our scheme outperforms recently proposed state-of-the-art phase correlation based optical flow methods. |
Year | DOI | Venue |
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2018 | 10.1109/SITIS.2018.00034 | 2018 14th International Conference on Signal-Image Technology & Internet-Based Systems (SITIS) |
Keywords | DocType | Volume |
Correlation,Optical imaging,Estimation,Adaptive optics,Frequency-domain analysis,Optical filters,Motion estimation | Conference | abs/1811.00327 |
Citations | PageRank | References |
0 | 0.34 | 0 |
Authors | ||
1 |
Name | Order | Citations | PageRank |
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Vasileios Argyriou | 1 | 279 | 30.51 |