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Context-aware action recognition by dual attention networks

机译:通过双重关注网络的背景感知行动识别

摘要

Provided are embodiments including a computer-implemented method for performing recognition. The computer-implemented method includes receiving video data, and performing, at a pre-attention prediction module, a pre-attention prediction for the video data to generate first prediction priors. The computer-implemented method also includes receiving, at a dual attention module, data including the video data and data from the pre-attention prediction to generate attention maps, wherein the attention maps indicate a region of interest of a frame of the video data, wherein the dual attention module generates enhanced feature representations, and performing, at a post-attention prediction module, a post-attention prediction from data from the dual attention module based at least in part on the enhanced feature representation. Also provided are embodiments for a system and a computer program produce for performing recognition.
机译:提供了包括用于执行识别的计算机实现的方法的实施例。 计算机实现的方法包括接收视频数据,并且在预关注预测模块处执行对视频数据的预先注意预测,以产生第一预测前提。 计算机实现的方法还包括在双重注意模块中接收包括视频数据和来自预注意预测的数据以产生注意图的数据,其中注意图指示视频数据帧的感兴趣区域, 其中,双重注意模块在后关注预测模块中生成增强的特征表示,并且在关注的预测模块中,至少部分地基于增强特征表示,在来自双关注模块的数据的后关注预测。 还提供了用于系统和计算机程序产生的实施例,用于执行识别。

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