Sequentially Supervised Long Short-Term Memory for Gesture Recognition

doi:10.1007/s12559-016-9388-6

	Sequentially Supervised Long Short-Term Memory for Gesture Recognition
	Wang, Peisong; Song, Qiang; Han, Hua; Cheng, Jian
发表期刊	COGNITIVE COMPUTATION
	2016-10-01
卷号	8 期号:5 页码:982-991
文章类型	Article
摘要	Gesture recognition has been suffering from long-term dependencies and complex variations in both spatial and temporal dimensions. Many traditional methods use hand cropping and sliding window scheme in the spatial and temporal space, respectively. In this paper, we propose a sequentially supervised long short-term memory architecture, which allows using pose information to guide the learning process of gesture recognition using variable length inputs. Technically, we add supervision at each frame using human joint positions. Our proposed methods can solve gesture recognition and pose estimation problems simultaneously using only RGB videos without hand cropping. Experimental results on two benchmark datasets demonstrate the effectiveness of the proposed framework compared with the state-of-the-art methods.
关键词	Gesture Recognition Pose Estimation Lstm Sequential Classification
WOS标题词	Science & Technology ; Technology ; Life Sciences & Biomedicine
DOI	10.1007/s12559-016-9388-6
收录类别	SCI
语种	英语
项目资助者	National Natural Science Foundation of China(61332016) ; Project of Chinese Academy of Sciences(XDB02060001)
WOS研究方向	Computer Science ; Neurosciences & Neurology
WOS类目	Computer Science, Artificial Intelligence ; Neurosciences
WOS记录号	WOS:000386351500018
引用统计	被引频次：16[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://ir.ia.ac.cn/handle/173211/13327
专题	紫东太初大模型研究中心_图像与视频分析
作者单位	Chinese Acad Sci, Inst Automat, Beijing 100190, Peoples R China
第一作者单位	中国科学院自动化研究所
推荐引用方式 GB/T 7714	Wang, Peisong,Song, Qiang,Han, Hua,et al. Sequentially Supervised Long Short-Term Memory for Gesture Recognition[J]. COGNITIVE COMPUTATION,2016,8(5):982-991.
APA	Wang, Peisong,Song, Qiang,Han, Hua,&Cheng, Jian.(2016).Sequentially Supervised Long Short-Term Memory for Gesture Recognition.COGNITIVE COMPUTATION,8(5),982-991.
MLA	Wang, Peisong,et al."Sequentially Supervised Long Short-Term Memory for Gesture Recognition".COGNITIVE COMPUTATION 8.5(2016):982-991.

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