Two-Hand Gesture Recognition Using Coupled Switching Linear Model

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http://doi.ieeecomputersociety.org/10.1109/ICPR.2002.1047993

16th International Conference on Patt ...

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	Mun Ho Jeong, Yoshinori Kuno, Nobutaka Shimada, Yoshiaki Shirai, "Two-Hand Gesture Recognition Using Coupled Switching Linear Model," Pattern Recognition, International Conference on, vol. 3, pp. 30529, 16th International Conference on Pattern Recognition (ICPR'02) - Volume 3, 2002.

	BibTex	x
	@article{ 10.1109/ICPR.2002.1047993, author = {Mun Ho Jeong and Yoshinori Kuno and Nobutaka Shimada and Yoshiaki Shirai}, title = {Two-Hand Gesture Recognition Using Coupled Switching Linear Model}, journal ={Pattern Recognition, International Conference on}, volume = {3}, year = {2002}, issn = {1051-4651}, pages = {30529}, doi = {http://doi.ieeecomputersociety.org/10.1109/ICPR.2002.1047993}, publisher = {IEEE Computer Society}, address = {Los Alamitos, CA, USA}, }

	RefWorks Procite/RefMan/Endnote	x
	TY - CONF JO - Pattern Recognition, International Conference on TI - Two-Hand Gesture Recognition Using Coupled Switching Linear Model SN - 1051-4651 SP EP A1 - Mun Ho Jeong, A1 - Yoshinori Kuno, A1 - Nobutaka Shimada, A1 - Yoshiaki Shirai, PY - 2002 KW - null VL - 3 JA - Pattern Recognition, International Conference on ER -

Mun Ho Jeong, Osaka University

Yoshinori Kuno, Saitama University

Nobutaka Shimada, Osaka University

Yoshiaki Shirai, Osaka University

We present a method coupling multiple switching linear models. The coupled switching linear model is an interactive process of two switching linear models. Coupling is given through causal influence between their hidden discrete states. The parameters of this model are learned via EM algorithm. Tracking is performed through the coupled-forward algorithm based on Kalman filtering and a collapsing method. A model with maximum likelihood is selected out of a few learned models during tracking. We demonstrate the application of the proposed model to tracking and recognizing two-hand gestures.

Citation:

Mun Ho Jeong, Yoshinori Kuno, Nobutaka Shimada, Yoshiaki Shirai, "Two-Hand Gesture Recognition Using Coupled Switching Linear Model," icpr, vol. 3, pp.30529, 16th International Conference on Pattern Recognition (ICPR'02) - Volume 3, 2002

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