Human pose estimation using a mixture of Gaussians based image modeling
作者： Do Joon Jung , Kyung Su Kwon , Hang Joon Kim
DOI: 10.1007/978-3-540-73110-8_71
关键词:
摘要: In this paper, we propose an approach toward body parts representation, localization, and human pose estimation from image. the image, a background are represented by mixture of Gaussians, configuration is modeled Bayesian network. model, state nodes represent parameters each part, arcs spatial constraints. The Gaussian distribution used to model prior for as parametric model. We estimate through optimization using likelihood objective functions. performance proposed illustrated on various single images, improves quality.
springer.com
sci-hub.st 参考文章(17)
Huosheng Hu, Carlos A. Acosta, Robot Imitation from Human Body Movements ,(2005)
Robert G. Cowell, V. Nair, David J. Spiegelhalter, Steffen L. Lauritzen, A. Philip David, M. Jordan, J. Lawless, Probabilistic Networks and Expert Systems In: UNSPECIFIED Springer-Verlag (1999). ,(1999)
Do Joon Jung, Chang Woo Lee, Hang Joon Kim, Detection and Tracking of Face by a Walking Robot Pattern Recognition and Image Analysis. pp. 500- 507 ,(2005) , 10.1007/11492429_61
Timothy J. Roberts, Stephen J. McKenna, Ian W. Ricketts, Human Pose Estimation Using Learnt Probabilistic Region Similarities and Partial Configurations european conference on computer vision. pp. 291- 303 ,(2004) , 10.1007/978-3-540-24673-2_24
Hye Sun Park, Eun Yi Kim, Hang Joon Kim, Robot competition using gesture based interface industrial and engineering applications of artificial intelligence and expert systems. pp. 131- 133 ,(2005) , 10.1007/11504894_20
Learning in graphical models MIT Press. ,(1999) , 10.1007/978-94-011-5014-9
J. Deutscher, A. Davison, I. Reid, Automatic partitioning of high dimensional search spaces associated with articulated body motion capture computer vision and pattern recognition. ,vol. 2, pp. 669- 676 ,(2001) , 10.1109/CVPR.2001.991028
S.C.W. Ong, S. Ranganath, Automatic Sign Language Analysis: A Survey and the Future beyond Lexical Meaning IEEE Transactions on Pattern Analysis and Machine Intelligence. ,vol. 27, pp. 873- 891 ,(2005) , 10.1109/TPAMI.2005.112
J. Ben-Arie, Zhiqian Wang, P. Pandit, S. Rajaram, Human activity recognition using multidimensional indexing IEEE Transactions on Pattern Analysis and Machine Intelligence. ,vol. 24, pp. 1091- 1104 ,(2002) , 10.1109/TPAMI.2002.1023805
C. Sminchisescu, B. Triggs, Covariance scaled sampling for monocular 3D body tracking computer vision and pattern recognition. ,vol. 1, pp. 447- 454 ,(2001) , 10.1109/CVPR.2001.990509