TY - GEN
T1 - Enhancing hand gesture recognition using fuzzy clustering-based mixture-of-experts model
AU - Yoon, Jong Won
AU - Min, Jun Ki
AU - Cho, Sung Bae
PY - 2011
Y1 - 2011
N2 - Hand gestures have been widely applied to interface as the way of interaction between human and computers. Since a human hand can express various shapes of gestures, previous models for recognizing them cannot distinguish them accurately since they use only single model for recognition. For efficient hand gesture recognition with its enhanced performance, we propose the fuzzy c-means clustering based mixture-of-experts (FME). The proposed method uses multiple local experts obtained via fuzzy c-means clustering and decisions from them are combined with the gating network. To evaluate the performance of the proposed method, we conduct experiments including comparisons with alternative models for hand gesture recognition. As the result of experiments, the proposed model shows improved gesture recognition performance, especially performance on similar hand gesture recognition.
AB - Hand gestures have been widely applied to interface as the way of interaction between human and computers. Since a human hand can express various shapes of gestures, previous models for recognizing them cannot distinguish them accurately since they use only single model for recognition. For efficient hand gesture recognition with its enhanced performance, we propose the fuzzy c-means clustering based mixture-of-experts (FME). The proposed method uses multiple local experts obtained via fuzzy c-means clustering and decisions from them are combined with the gating network. To evaluate the performance of the proposed method, we conduct experiments including comparisons with alternative models for hand gesture recognition. As the result of experiments, the proposed model shows improved gesture recognition performance, especially performance on similar hand gesture recognition.
UR - http://www.scopus.com/inward/record.url?scp=79956048640&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=79956048640&partnerID=8YFLogxK
U2 - 10.1145/1968613.1968700
DO - 10.1145/1968613.1968700
M3 - Conference contribution
AN - SCOPUS:79956048640
SN - 9781450305716
T3 - Proceedings of the 5th International Conference on Ubiquitous Information Management and Communication, ICUIMC 2011
BT - Proceedings of the 5th International Conference on Ubiquitous Information Management and Communication, ICUIMC 2011
T2 - 5th International Conference on Ubiquitous Information Management and Communication, ICUIMC 2011
Y2 - 21 February 2011 through 23 February 2011
ER -