CASIA OpenIR  > 模式识别国家重点实验室  > 图像与视频分析
Sequentially Supervised Long Short-Term Memory for Gesture Recognition
Wang, Peisong; Song, Qiang; Han, Hua; Cheng, Jian
AbstractGesture 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.
KeywordGesture Recognition Pose Estimation Lstm Sequential Classification
WOS HeadingsScience & Technology ; Technology ; Life Sciences & Biomedicine
Indexed BySCI
Funding OrganizationNational Natural Science Foundation of China(61332016) ; Project of Chinese Academy of Sciences(XDB02060001)
WOS Research AreaComputer Science ; Neurosciences & Neurology
WOS SubjectComputer Science, Artificial Intelligence ; Neurosciences
WOS IDWOS:000386351500018
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Cited Times:5[WOS]   [WOS Record]     [Related Records in WOS]
Document Type期刊论文
AffiliationChinese Acad Sci, Inst Automat, Beijing 100190, Peoples R China
First Author AffilicationInstitute of Automation, Chinese Academy of Sciences
Recommended Citation
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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