Human Action Recognition Using a Modified Convolutional Neural Network(经典文献阅读)
2014-10-28 11:36
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一.文献名字和作者
Human Action Recognition Using a Modified Convolutional Neural Network, Ho-Joon Kim, Joseph S. Lee, and Hyun-Seung Yang二.阅读时间
2014年10月28日三.文献的贡献点
这篇对于行为识别的主要处理流程如图1所示,主要流程是:首先进行背景分割,然后进行行为特征描述,接着使用CNN对行为特征进行进一步描述和增加不变性,最后进行分类。从算法的流程中可以看出,CNN主要是作为特征的进一步提取和增加不变性而加入的,并且作者提出的是使用三维的CNN。这篇文章应该是第一个提出了三维CNN概念的人,后面的文章《3D convolutional neural networks for human action recognition》也是使用了这种思想。
不过这篇文章也有个不足的地方,并没有说明如何训练CNN以及三维CNN具体的结构是什么,也没有直接将分类器也集成到CNN中去,这个也为后来使用三维CNN做行为识别留下了可研究的地方。
图1. 系统流程图
图2.三维CNN结构图
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