Presentation | 2007-10-26 Hand Gesture Recognition Based on Dynamic Bayesian Network Framework(Internationa Session 5) Heung-Il Suk, Bong-Kee Sin, Beom-Joon Cho, |
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Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | It is natural to use hand gestures in interacting with computers because hand gestures are freer in movements and much more expressive than any other body parts. In this paper, we define and recognize ten hand gestures including two-hand gestures as well as one-hand gestures. Skin blobs in a frame are segmented by two different skin color models combined and each skin blob is modeled with a Gaussian distribution. The motion of hands is defined by the changes of the mean of each Gaussian and the relative position between two hands, each hand and a face. A new gesture recognition model is proposed based on the dynamic Bayesian network framework which is relatively easy to represent the relationship among features and to incorporate new features or information into a model. Experimental results showed high recognition rate up to 99.59% with our small dataset in isolated gesture recognition. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | Dynamic Bayesian network / Hidden Markov model / Hand gesture recognition |
Paper # | PRMU2007-112 |
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Committee | PRMU |
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Conference Date | 2007/10/18(1days) |
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Paper Information | |
Registration To | Pattern Recognition and Media Understanding (PRMU) |
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Language | ENG |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | Hand Gesture Recognition Based on Dynamic Bayesian Network Framework(Internationa Session 5) |
Sub Title (in English) | |
Keyword(1) | Dynamic Bayesian network |
Keyword(2) | Hidden Markov model |
Keyword(3) | Hand gesture recognition |
1st Author's Name | Heung-Il Suk |
1st Author's Affiliation | Department of Computer Engineering, Pukyong National University() |
2nd Author's Name | Bong-Kee Sin |
2nd Author's Affiliation | Department of Computer Engineering, Pukyong National University |
3rd Author's Name | Beom-Joon Cho |
3rd Author's Affiliation | Department of Computer Engineering, Chosun University |
Date | 2007-10-26 |
Paper # | PRMU2007-112 |
Volume (vol) | vol.107 |
Number (no) | 281 |
Page | pp.pp.- |
#Pages | 6 |
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