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Spatio-temporal correlation-variational approach for robust optical flow estimation

Dominique Heitz 1 Patrick Héas 2 V. Navaza 1 Julien Carlier 1 Etienne Mémin 2
2 VISTA - Vision spatio-temporelle et active
IRISA - Institut de Recherche en Informatique et Systèmes Aléatoires, Inria Rennes – Bretagne Atlantique
Abstract : We present in this paper a novel collaborative scheme dedicated to the measurement of velocity in fluid experimental flows through image sequences. The proposed technique combine the robustness of correlation techniques with the high density of global variational methods. It can be considered either as a reenforcement of fluid dedicated optical-flow methods towards robustness, or as an enhancement of correlation approachs towards dense information. This results in a technique that is robust under noise and outliers, while providing a dense motion field. The method was applied on synthetic images and on real experiments in turbulent flows carried out to allow a thorough comparison with a state of the art optical-flow and PIV methods.
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Conference papers
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https://hal.inrae.fr/hal-02589484
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Submitted on : Friday, May 15, 2020 - 1:30:25 PM
Last modification on : Friday, October 8, 2021 - 1:06:01 PM

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  • HAL Id : hal-02589484, version 1
  • IRSTEA : PUB00022345

Citation

Dominique Heitz, Patrick Héas, V. Navaza, Julien Carlier, Etienne Mémin. Spatio-temporal correlation-variational approach for robust optical flow estimation. 7th International Symposium on Particle Image Velocimetry (PIV), Roma, ITA, 11-14 September 2007, 2007, Rome, Italy. pp.9. ⟨hal-02589484⟩

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