JOURNAL ARTICLE

Robust Rigid Head Motion Estimation Based on Differential Evolution

Abstract

In this paper we present a system to robustly estimate the 3D position of a human head. Before the face model is positioned in the initial frame, it is adapted to the 3D scan of the tracked human head. Head tracking is achieved by minimizing a robust cost function with a stochastic optimization algorithm called differential evolution. This approach enables the estimation of large motions between consecutive frames. Furthermore, the algorithm can even handle a large number of outliers e.g. caused by occlusion and still estimate the precise position

Keywords:
Differential evolution Computer science Computer vision Position (finance) Outlier Artificial intelligence Head (geology) Frame (networking) Motion estimation Tracking (education) Face (sociological concept) Algorithm

Metrics

12
Cited By
1.21
FWCI (Field Weighted Citation Impact)
9
Refs
0.80
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Video Surveillance and Tracking Methods
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Advanced Vision and Imaging
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Speech and Audio Processing
Physical Sciences →  Computer Science →  Signal Processing
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