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RGB-D action recognition using linear coding

delete2015-02-01
delete16
PRE
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刘华坪 封面图
刘华坪 (Huaping Liu) *
M
Mingyi Yuan
孙富春 封面图
孙富春 (Fuchun Sun)
DOI:10.1016/j.neucom.2013.12.061delete
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摘要

摘要

En 中文
In this paper, we investigate action recognition using an inexpensive RGB-D sensor (Microsoft Kinect). First, a depth spatial-temporal descriptor is developed to extract the interested local regions in depth image. Such descriptors are very robust to the illumination and background clutter. Then the intensity spatial-temporal descriptor and the depth spatial-temporal descriptor are combined and feeded into a linear coding framework to get an effective feature vector, which can be used for action classification. Finally, extensive experiments are conducted on a publicly available RGB-D action recognition dataset and the proposed method shows promising results. (C) 2014 Elsevier B.V. All rights reserved.
Keyword:
RGB-D
Action recognition
Linear coding
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期刊

Neurocomputing 封面图
Neurocomputing
IF:
6.5
论文数:
2.5W
被引数:
6.5W

机构

T
tsinghua university
学者数:
11.9W
论文数: 10.0W
被引数: 137
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