Robust optical flow estimation


Autoria(s): Sánchez Pérez, Javier; Monzón López, Nelson; Salgado de la Nuez, Agustín Javier
Data(s)

14/02/2014

14/02/2014

2013

Resumo

[EN] In this work, we describe an implementation of the variational method proposed by Brox et al. in 2004, which yields accurate optical flows with low running times. It has several benefits with respect to the method of Horn and Schunck: it is more robust to the presence of outliers, produces piecewise-smooth flow fields and can cope with constant brightness changes. This method relies on the brightness and gradient constancy assumptions, using the information of the image intensities and the image gradients to find correspondences. It also generalizes the use of continuous L1 functionals, which help mitigate the efect of outliers and create a Total Variation (TV) regularization. Additionally, it introduces a simple temporal regularization scheme that enforces a continuous temporal coherence of the flow fields.

Identificador

http://hdl.handle.net/10553/11334

695091

Idioma(s)

eng

Direitos

Acceso libre

by-nc-nd

Fonte

Image Processing On Line. -- Francia, Cachan : IPOL, 2013. --ISSN 2105-1232. -- pp.242-260

Palavras-Chave #33 Ciencias tecnológicas
Tipo

info:eu-repo/semantics/article