DocumentCode :
2742904
Title :
Information Measure Ratio Based Real Time Approach for Hand Region Segmentation with a Focus on Gesture Recognition
Author :
Chaki, Ayan ; Jain, Pragya ; Gupta, Rohit Kumar
Author_Institution :
Innovation Lab., TATA Consultancy Services Ltd., Kolkata, India
fYear :
2011
fDate :
25-27 Jan. 2011
Firstpage :
172
Lastpage :
176
Abstract :
This paper presents an efficient and real time novel approach for hand region segmentation with an aim to achieve hand gesture recognition under varying illumination. The overall methodology is a two step process: (a) to achieve the segmentation of the hand from the complex background and (b) to recognize the hand gesture efficiently and accurately. Hand segmentation is achieved using block based picture information ratio and recognition is done using Principal Component Analysis (PCA). In the experimental results four basic hand gestures have been considered which were recognized consistently in complex but near constant background and varying illumination. The prototype has been developed in X86, tested with live videos captured by low cost web cams . It performs with 98% accuracy in real time.
Keywords :
gesture recognition; human computer interaction; image segmentation; lighting; principal component analysis; real-time systems; video cameras; video signal processing; Web cam; block based picture information ratio; gesture recognition; hand region segmentation; human computer interface; illumination variation; principal component analysis; real time approach; video recognition; Algorithm design and analysis; Covariance matrix; Gesture recognition; Image segmentation; Principal component analysis; Real time systems; Training; Information Measure Ratio; PCA; hand gesture; human computer interface; segmentaion;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Intelligent Systems, Modelling and Simulation (ISMS), 2011 Second International Conference on
Conference_Location :
Kuala Lumpur
Print_ISBN :
978-1-4244-9809-3
Type :
conf
DOI :
10.1109/ISMS.2011.36
Filename :
5730342
Link To Document :
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