TY - GEN
T1 - Recognizing dance motions with segmental SVD
AU - Deng, Liqun
AU - Leung, Howard
AU - Gu, Naijie
AU - Yang, null
PY - 2010
Y1 - 2010
N2 - In this paper, a novel concept of segmental singular value decomposition (SegSVD) is proposed to represent a motion pattern with a hierarchical structure. The similarity measure based on the SegSVD representation is also proposed. SegSVD is capable of capturing the temporal information of the time series. It is effective in matching patterns in a time series in which the start and end points of the patterns are not known in advance. We evaluate the performance of our method on both isolated motion classification and continuous motion recognition for dance movements. Experiments show that our method outperforms existing work in terms of higher recognition accuracy. © 2010 IEEE.
AB - In this paper, a novel concept of segmental singular value decomposition (SegSVD) is proposed to represent a motion pattern with a hierarchical structure. The similarity measure based on the SegSVD representation is also proposed. SegSVD is capable of capturing the temporal information of the time series. It is effective in matching patterns in a time series in which the start and end points of the patterns are not known in advance. We evaluate the performance of our method on both isolated motion classification and continuous motion recognition for dance movements. Experiments show that our method outperforms existing work in terms of higher recognition accuracy. © 2010 IEEE.
KW - Dance motion recognition
KW - Segmental SVD
UR - https://www.scopus.com/pages/publications/78149485830
UR - https://www.scopus.com/record/pubmetrics.uri?eid=2-s2.0-78149485830&origin=recordpage
U2 - 10.1109/ICPR.2010.380
DO - 10.1109/ICPR.2010.380
M3 - RGC 32 - Refereed conference paper (with host publication)
SN - 9780769541099
SP - 1537
EP - 1540
BT - Proceedings - International Conference on Pattern Recognition
T2 - 2010 20th International Conference on Pattern Recognition, ICPR 2010
Y2 - 23 August 2010 through 26 August 2010
ER -