TY - GEN
T1 - A novel recognition system for digits writing in the air using coordinated path ordering
AU - Wang, Chiang
AU - Su, Chung Yen
AU - Lin, Chun Lin
N1 - Publisher Copyright:
© 2015 IEEE.
PY - 2016/3/22
Y1 - 2016/3/22
N2 - With the invention of Microsoft Kinect sensor, human-computer interaction is gaining its attention and becoming available for widespread use. The previous study presented a method of Kinect-based mid-air handwritten digit recognition for Android smart phones with a recognition accuracy of only about 94.6%. In this paper, we propose an improved method based on the normalizing and scaling of path order coordinates. With that, the proposed method leads to accuracy elevation and executing time reduction. Experimental results show an average recognition accuracy rate of 96.8% was achieved for each number.
AB - With the invention of Microsoft Kinect sensor, human-computer interaction is gaining its attention and becoming available for widespread use. The previous study presented a method of Kinect-based mid-air handwritten digit recognition for Android smart phones with a recognition accuracy of only about 94.6%. In this paper, we propose an improved method based on the normalizing and scaling of path order coordinates. With that, the proposed method leads to accuracy elevation and executing time reduction. Experimental results show an average recognition accuracy rate of 96.8% was achieved for each number.
KW - Kinect sensor
KW - accuracy rate
KW - handwritten digit recognition
KW - human-computer interaction
KW - support vector machine
UR - http://www.scopus.com/inward/record.url?scp=84966473908&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=84966473908&partnerID=8YFLogxK
U2 - 10.1109/ICIIBMS.2015.7439500
DO - 10.1109/ICIIBMS.2015.7439500
M3 - Conference contribution
AN - SCOPUS:84966473908
T3 - ICIIBMS 2015 - International Conference on Intelligent Informatics and Biomedical Sciences
SP - 244
EP - 249
BT - ICIIBMS 2015 - International Conference on Intelligent Informatics and Biomedical Sciences
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - International Conference on Intelligent Informatics and Biomedical Sciences, ICIIBMS 2015
Y2 - 28 November 2015 through 30 November 2015
ER -