A Video Tensor Self-descriptor Based on Block Matching

被引:0
|
作者
Figueiredo, Ana M. O. [1 ]
Maia, Helena A. [1 ]
Oliveira, Fabio L. M. [1 ]
Mota, Virginia F. [2 ]
Vieira, Marcelo Bernardes [1 ]
机构
[1] Univ Fed Juiz de Fora, Juiz De Fora, Brazil
[2] Univ Fed Minas Gerais, Belo Horizonte, MG, Brazil
关键词
self-descriptor; compact descriptor; block matching; human action recognition; SEARCH ALGORITHM; MOTION;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
In this paper, we propose a new motion descriptor which uses only block matching vectors. This is a different and simple approach considering that most works on the field are based on the gradient of image intensities. The block matching method returns displacements vectors as a motion information. Our method computes this information to obtain orientation tensors and to generate the final descriptor. It is considered a self-descriptor, since it depends only on the input video. The global tensor descriptor is evaluated by a classification of KTH, UCF11 and Hollywood2 video datasets with a non-linear SVM classifier. Our results indicate that the method runs fast and has fairly competitive results compared to similar approaches. It is suitable when the time response is a major application issue. It also generates compact descriptors which are desirable to describe large datasets.
引用
收藏
页码:401 / 414
页数:14
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