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A method for extraction of affective audio-visual facial clips from movies

机译:一种从电影中提取情感视听面部剪辑的方法

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In order to design algorithms for affect recognition from facial expressions and speech, audio-visual databases are needed. The affective databases used by researchers today are generally recorded in laboratory environments and contain acted expressions. In this work, we present a method for extraction of audio-visual facial clips from movies. The database collected using the proposed method contains English and Turkish clips and can easily be extended for other languages. We also provide facial expresssion recognition results, which utilize local phase quantization based feature extraction and a support vector machine. Due to larger number of features compared to the number of examples, the affect recognition accuracy improves significantly when feature selection is also performed.
机译:为了设计用于从面部表情和语音进行情感识别的算法,需要视听数据库。如今,研究人员使用的情感数据库通常记录在实验室环境中,并且包含实际表达。在这项工作中,我们提出了一种从电影中提取视听面部剪辑的方法。使用建议的方法收集的数据库包含英语和土耳其语剪辑,并且可以轻松扩展为其他语言。我们还提供面部表情识别结果,该结果利用基于局部相位量化的特征提取和支持向量机。由于与示例数量相比,特征数量更多,因此当还执行特征选择时,效果识别精度会显着提高。

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