Joint Estimation of Facial Pose and Expression Using Variable-Intensity Templates
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概要
- 論文の詳細を見る
In this paper, we propose a method for pose-invariant facial expression recognition from monocular video sequences. The advantage of our method is that, unlike existing methods, our method uses a simple model, called the variable-intensity template, for describing different facial expressions. This makes it possible to prepare a model for each person with very little time and effort. Variable-intensity templates describe how the intensities of multiple points, defined in the vicinity of facial parts, vary with different facial expressions. By using this model in the combined estimation framework of a particle filter and a gradient method, our method is capable of robustly and effectively estimating facial poses and expressions simultaneously. Experiments demonstrate the effectiveness of our method. A recognition rate of over 90% is achieved for all facial orientations, horizontal, vertical, and in-plane, in the range of ±40 degrees, ±20 degrees, and ±40 degrees from the frontal view, respectively.
- 一般社団法人情報処理学会の論文
- 2009-06-02
著者
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Sato Yoichi
The University of Tokyo
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Shiro Kumano
The University Of Tokyo | Presently With Ntt Communication Science Laboratories
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Yoichi Sato
The University of Tokyo
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Sato Yoichi
University Of Tokyo
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