DocumentCode :
272865
Title :
Hand gesture based remote control system using infrared sensors and a camera
Author :
Erden, F. ; Çetin, A.
Author_Institution :
Dept. of Electr. & Electron. Eng., Hacettepe Univ. (Beytepe Campus), Ankara, Turkey
Volume :
60
Issue :
4
fYear :
2014
fDate :
Nov. 2014
Firstpage :
675
Lastpage :
680
Abstract :
In this paper, a multimodal hand gesture detection and recognition system using differential Pyroelectric Infrared (PIR) sensors and a regular camera is described. Any movement within the viewing range of the differential PIR sensors are first detected by the sensors and then checked if it is due to a hand gesture or not by video analysis. If the movement is due to a hand, one-dimensional continuous-time signals extracted from the PIR sensors are used to classify/recognize the hand movements in real-time. Classification of different hand gestures by using the differential PIR sensors is carried out by a new winner-takeall (WTA) hash based recognition method. Jaccard distance is used to compare the WTA hash codes extracted from 1-D differential infrared sensor signals. It is experimentally shown that the multimodal system achieves higher recognition rates than the system based on only the on/off decisions of the analog circuitry of the PIR sensors.
Keywords :
control engineering computing; gesture recognition; image sensors; infrared detectors; interactive systems; pyroelectric detectors; telecontrol; 1-D differential infrared sensor signals; Jaccard distance; PIR; WTA hash codes; analog circuitry; camera; differential pyroelectric infrared sensors; hand gesture based remote control system; infrared sensors; multimodal hand gesture detection; multimodal hand gesture recognition system; multimodal system; one-dimensional continuous-time signals; winner-take-all hash based recognition method; Cameras; Clocks; Gesture recognition; Sensor arrays; Sensor systems; Hand gesture recognition; infrared sensors; sensor fusion; wavelet transform; winner-take-all (WTA) hash method;
fLanguage :
English
Journal_Title :
Consumer Electronics, IEEE Transactions on
Publisher :
ieee
ISSN :
0098-3063
Type :
jour
DOI :
10.1109/TCE.2014.7027342
Filename :
7027342
Link To Document :
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