Developing a gesture-based interface
DSpace at IIT Bombay
View Archive InfoField | Value | |
Title |
Developing a gesture-based interface
|
|
Creator |
GUPTA, N
MITTAL, P ROY, SD CHAUDHURY, S BANERJEE, S |
|
Subject |
hand gestures
human-computer interaction |
|
Description |
A gesture-based interface involves tracking a moving hand across frames, and extracting the semantic interpretation corresponding to the gesture. This is, a difficult task, since there is a change in both the position as well as the appearance of the hand. Further, such a system should be robust to the speed at which the gesture is performed. This paper presents a novel attempt at developing a hand gesture-based interface. We propose an on-line predictive EigenTracker for the moving hand. Our tracker can learn the eigenspace on the fly. We propose a new state-based representation scheme for hand gestures, based on the eigenspace reconstruction error. This makes the system independent of the speed of performing the gesture. We use learning for adapting the gesture recognition system to individual requirements. We show results of successful operation of our system even in cases of background clutter and other moving objects.
|
|
Publisher |
INST ELECTRONICS TELECOMMUNICATION ENGINEERS
|
|
Date |
2011-08-03T05:30:59Z
2011-12-26T12:54:03Z 2011-12-27T05:41:21Z 2011-08-03T05:30:59Z 2011-12-26T12:54:03Z 2011-12-27T05:41:21Z 2002 |
|
Type |
Article
|
|
Identifier |
IETE JOURNAL OF RESEARCH, 48(3-4), 237-244
0377-2063 http://dspace.library.iitb.ac.in/xmlui/handle/10054/8909 http://hdl.handle.net/10054/8909 |
|
Language |
en
|
|