Robust and efficient parametric face alignment

Tzimiropoulos, Georgios and Zafeiriou, S. and Pantic, M. (2011) Robust and efficient parametric face alignment. In: Conference of 2011 IEEE International Conference on Computer Vision, ICCV 2011, 6-13 November 2011, Barcelona, Spain.

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Item Type:Conference or Workshop contribution (Paper)
Item Status:Live Archive

Abstract

We propose a correlation-based approach to parametric object alignment particularly suitable for face analysis applications which require efficiency and robustness against occlusions and illumination changes. Our algorithm registers two images by iteratively maximizing their correlation coefficient using gradient ascent. We compute this correlation coefficient from complex gradients which capture the orientation of image structures rather than pixel intensities. The maximization of this gradient correlation coefficient results in an algorithm which is as computationally efficient as 2 norm-based algorithms, can be extended within the inverse compositional framework (without the need for Hessian re-computation) and is robust to outliers. To the best of our knowledge, no other algorithm has been proposed so far having all three features. We show the robustness of our algorithm for the problem of face alignment in the presence of occlusions and non-uniform illumination changes. The code that reproduces the results of our paper can be found at http://ibug.doc.ic.ac.uk/resources. © 2011 IEEE.

Additional Information:Conference Code: 88388
Keywords:Complex gradient, Computationally efficient, Correlation coefficient, Face alignment, Face analysis, Gradient ascent, Gradient correlation, Illumination changes, Image Structures, Non-uniform illumination, Pixel intensities, Image processing, Algorithms
Subjects:G Mathematical and Computer Sciences > G740 Computer Vision
Divisions:College of Science > School of Computer Science
ID Code:8727
Deposited On:07 Apr 2013 19:56

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