DocumentCode
3357045
Title
Modified levenshtein distance for real-time gesture recognition
Author
Nyirarugira, C. ; Hyo-Rim Choi ; JunYoung Kim ; Hayes, Michael ; Taeyong Kim
Author_Institution
Grad. Sch. of Adv. Imaging Sci., Chung-Ang Univ., Seoul, South Korea
Volume
2
fYear
2013
fDate
16-18 Dec. 2013
Firstpage
974
Lastpage
979
Abstract
In this paper, a real time dynamic gesture recognition method based on a modified Levenshtein distance is proposed. The method addresses the issues faced in dynamic gesture recognition methods that are due to gesture variability within the class due to differences in the gesture speed. Since the gesture speed and duration will vary from one gesture to another, or from one person to the next, without taking this variability into account there will be an increase in the number of recognition errors. Here, we use a modified Levenshtein distance to represent each gesture class by one gesture exemplar and no restrictions on the gesture speed is necessary. Experiments demonstrate real-time gesture recognition rates of 93.9% for gestures of variable speed.
Keywords
gesture recognition; real-time systems; gesture variability; modified Levenshtein distance; real time dynamic gesture recognition method; Dictionaries; Gesture recognition; Hidden Markov models; Measurement; Real-time systems; Robustness; Vocabulary;
fLanguage
English
Publisher
ieee
Conference_Titel
Image and Signal Processing (CISP), 2013 6th International Congress on
Conference_Location
Hangzhou
Print_ISBN
978-1-4799-2763-0
Type
conf
DOI
10.1109/CISP.2013.6745306
Filename
6745306
Link To Document