DocumentCode :
1987618
Title :
Sign language recognition
Author :
Pahlevanzadeh, Maryam ; Vafadoost, Mansour ; Shahnazi, Majid
Author_Institution :
Iran Telecommun. Res. Center, Amirkabir Univ. of Technol., Tehran
fYear :
2007
fDate :
12-15 Feb. 2007
Firstpage :
1
Lastpage :
4
Abstract :
In this paper, an image processing algorithm is presented for the interpretation of the Taiwanese sign language, which is one of the sign languages used by the majority of the deaf community. The process involves two layer classifications. At first, coarse classification is done according to detection of hand motion and tracking the hand location and second classification is based on key frame selection and hand shape recognition of key frames. Motion history image and Fourier descriptor are used for motion direction recognition and key frame selection respectively. Generic cosine descriptor (GCD) has been proposed for feature extraction of hand postures. GCD is invariant to scale, translation and rotation of hand shapes. Our system tests 15 different hand gestures of 10 persons. The experimental results show that our system can achieve 100% recognition rate for test persons.
Keywords :
Fourier transforms; feature extraction; handicapped aids; image classification; motion estimation; pose estimation; Fourier descriptor; Taiwanese sign language interpretation; deaf community; generic cosine descriptor; hand motion tracking; hand posture feature extraction; hand shape recognition; image classification; image processing algorithm; key frame selection; motion direction recognition; motion history image; sign language recognition system; Deafness; Feature extraction; Handicapped aids; History; Image processing; Image recognition; Motion detection; Shape; System testing; Tracking;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Signal Processing and Its Applications, 2007. ISSPA 2007. 9th International Symposium on
Conference_Location :
Sharjah
Print_ISBN :
978-1-4244-0778-1
Electronic_ISBN :
978-1-4244-1779-8
Type :
conf
DOI :
10.1109/ISSPA.2007.4555448
Filename :
4555448
Link To Document :
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