TY - GEN
T1 - Kinect-based mid-air handwritten digit recognition using multiple segments and scaled coding
AU - Huang, Fu An
AU - Su, Chung Yen
AU - Chu, Tsai Te
PY - 2013
Y1 - 2013
N2 - Human-computer interaction has attracted much attention in recent years, especially in the field of entertainment. In our previous study, we presented an effective method of Kinect-based mid-air handwritten digit recognition for a potential application to TV remote controllers. However, its recognition accuracy is only about 86.7%. In this study, we propose an improved method, based on multiple segments and scaled coding. Experimental results show that the proposed method can elevate the accuracy up to 94.6%.
AB - Human-computer interaction has attracted much attention in recent years, especially in the field of entertainment. In our previous study, we presented an effective method of Kinect-based mid-air handwritten digit recognition for a potential application to TV remote controllers. However, its recognition accuracy is only about 86.7%. In this study, we propose an improved method, based on multiple segments and scaled coding. Experimental results show that the proposed method can elevate the accuracy up to 94.6%.
KW - Kinect
KW - hand gesture recognition
KW - handwritten digit recognition
KW - human-computer interaction
KW - support vector machine
UR - http://www.scopus.com/inward/record.url?scp=84894182108&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=84894182108&partnerID=8YFLogxK
U2 - 10.1109/ISPACS.2013.6704638
DO - 10.1109/ISPACS.2013.6704638
M3 - Conference contribution
AN - SCOPUS:84894182108
SN - 9781467363617
T3 - ISPACS 2013 - 2013 International Symposium on Intelligent Signal Processing and Communication Systems
SP - 694
EP - 697
BT - ISPACS 2013 - 2013 International Symposium on Intelligent Signal Processing and Communication Systems
T2 - 2013 21st International Symposium on Intelligent Signal Processing and Communication Systems, ISPACS 2013
Y2 - 12 November 2013 through 15 November 2013
ER -