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A Tensor Based on Optical Flow for Global Description of Motion in Videos

机译:基于光流的张量用于视频中的全局运动描述

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Motion is one of the main characteristics that describe the semantic information of videos. In this work, a global video descriptor based on orientation tensors is proposed. This descriptor is obtained by combining polynomial coefficients calculated for each image in a video. The coefficients are found through the projection of the optical flow on Legendre polynomials, reducing the dimension of per frame motion estimations. The sequence of coefficients are then combined using orientation tensors. The global tensor descriptor created is evaluated by a classification of the KTH video database with a SVM classifier.
机译:运动是描述视频语义信息的主要特征之一。在这项工作中,提出了一种基于取向张量的全局视频描述符。通过组合为视频中的每个图像计算的多项式系数来获得此描述符。通过将光流投影到勒让德多项式上可以找到系数,从而减小了每帧运动估计的维数。然后使用定向张量将系数序列组合在一起。通过使用SVM分类器对KTH视频数据库进行分类来评估创建的全局张量描述符。

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