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3D depth camera based human posture detection and recognition using PCNN circuits and learning-based hierarchical classifier

หน่วยงาน Nanyang Technological University, Singapore

รายละเอียด

ชื่อเรื่อง : 3D depth camera based human posture detection and recognition using PCNN circuits and learning-based hierarchical classifier
นักวิจัย : Zhuang, Hualiang , Zhao, Bo , Ahmad, Zohair , Chen, Shoushun , Low, Kay-Soon
คำค้น : DRNTU::Engineering::Electrical and electronic engineering
หน่วยงาน : Nanyang Technological University, Singapore
ผู้ร่วมงาน : -
ปีพิมพ์ : 2555
อ้างอิง : Zhuang, H., Zhao, B., Ahmad, Z., Chen, S., & Low, K. S. (2012). 3D depth camera based human posture detection and recognition Using PCNN circuits and learning-based hierarchical classifier . The 2012 International Joint Conference on Neural Networks (IJCNN). , http://hdl.handle.net/10220/12424 , http://dx.doi.org/10.1109/IJCNN.2012.6252571
ที่มา : -
ความเชี่ยวชาญ : -
ความสัมพันธ์ : -
ขอบเขตของเนื้อหา : -
บทคัดย่อ/คำอธิบาย :

A new scheme for human posture recognition is proposed based on analysis of key body parts. Utilizing a time-of-flight depth camera, a pulse coupled neural network (PCNN) is employed to detect a moving human in cluttered background. In the posture recognition phase, a hierarchical decision tree is designed for classification of body parts so that the 3D coordinate of the key points of the detected human body can be determined. The features described in each individual layer of the tree can be chained as hierarchical searching indices for retrieval procedure to drastically improve the efficiency of template matching in contrast to conventional shape-context method. Experimental results show that the proposed scheme gives competitive performance as compared with the state-of-the-art counterparts.

บรรณานุกรม :
Zhuang, Hualiang , Zhao, Bo , Ahmad, Zohair , Chen, Shoushun , Low, Kay-Soon . (2555). 3D depth camera based human posture detection and recognition using PCNN circuits and learning-based hierarchical classifier.
    กรุงเทพมหานคร : Nanyang Technological University, Singapore.
Zhuang, Hualiang , Zhao, Bo , Ahmad, Zohair , Chen, Shoushun , Low, Kay-Soon . 2555. "3D depth camera based human posture detection and recognition using PCNN circuits and learning-based hierarchical classifier".
    กรุงเทพมหานคร : Nanyang Technological University, Singapore.
Zhuang, Hualiang , Zhao, Bo , Ahmad, Zohair , Chen, Shoushun , Low, Kay-Soon . "3D depth camera based human posture detection and recognition using PCNN circuits and learning-based hierarchical classifier."
    กรุงเทพมหานคร : Nanyang Technological University, Singapore, 2555. Print.
Zhuang, Hualiang , Zhao, Bo , Ahmad, Zohair , Chen, Shoushun , Low, Kay-Soon . 3D depth camera based human posture detection and recognition using PCNN circuits and learning-based hierarchical classifier. กรุงเทพมหานคร : Nanyang Technological University, Singapore; 2555.