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Detection of human actions from video data

机译:根据视频数据检测人为行为

摘要

A video action detection system uses feature a data extractor to extract feature data from video data at detected spatiotemporal interest points. A feature data quantizer assigns the extracted feature values to bins of a feature vector. Bin values are computed from a sum of contributions of spatiotemporal points of interest that have been assigned to the bin, with a bin dependent adjustment of a size of the sum and/or the contributions. The video action detection system computes a sum of match scores between the feature vector and reference vectors for the predetermined type of action. The bin dependent adjustment of the size of the sum and/or the contributions is adapted in a training step, based on partial match scores for individual bins obtained using an initial action detector.
机译:视频动作检测系统使用特征数据提取器从检测到的时空兴趣点处的视频数据中提取特征数据。特征数据量化器将提取的特征值分配给特征向量的bin。从已经分配给仓的时空关注点的贡献的总和中计算仓值,并且对总和和/或贡献的大小进行仓相关的调整。视频动作检测系统为预定类型的动作计算特征向量和参考向量之间的匹配分数之和。总和和/或贡献的大小的依赖于箱的调整在训练步骤中基于使用初始动作检测器获得的各个箱的部分匹配分数来进行调整。

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