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Image Processing On Line
Article . 2016 . Peer-reviewed
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Image Processing On Line
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Image Processing On Line
Article . 2016
Data sources: DOAJ
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Article . 2020
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Robust Discontinuity Preserving Optical Flow Methods

Authors: Nelson Monzón; Agustín Salgado; Javier Sánchez Pérez;

Robust Discontinuity Preserving Optical Flow Methods

Abstract

In this work, we present an implementation of discontinuity-preserving strategies in TV-L1 optical flow methods. These are based on exponential functions that mitigate the regularization at image edges, which usually provide precise flow boundaries. Nevertheless, if the smoothing is not well controlled, it may produce instabilities in the computed motion fields. We present an algorithm that allows three regularization strategies: the first one uses an exponential function together with a TV process; the second one combines this strategy with a small constant that ensures a minimum isotropic smoothing; the third one is a fully automatic approach that adapts the diffusion depending on the histogram of the image gradients. The last two alternatives are aimed at reducing the effect of instabilities. In the experiments, we observe that the pure exponential function is highly unstable while the other strategies preserve accurate motion contours for a large range of parameters.

ESCI

182

165

Keywords

Discontinuity-preserving, Electronic computers. Computer science, Optical flow, Regularization strategies, 220990 Tratamiento digital. Imágenes, QA75.5-76.95, Motion estimation

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
5
Average
Average
Average
gold