Title :
Keystroke recognition for virtual keyboard
Author :
Mäntyjärvi, Jani ; Koivumäki, Jussi ; Vuori, Petri
Author_Institution :
Nokia Res. Center, Helsinki, Finland
Abstract :
The progress in the field of human-computer interaction with hand held electronic devices, such as, personal digital assistants (PDAs) and mobile phones searches for new interaction techniques. Proximity sensing extends the concept of computer-human interaction beyond actual physical contact with a device. In this paper, a virtual keyboard implementation is presented and keystroke recognition experiments with the keyboard utilizing proximity measurements are described. An infrared (IR) transceiver array is used for detecting the proximity of a finger. Keystroke recognition accuracy is examined with k-nearest neighbor (k-NN) classifier while a multilayer perceptron (MLP) classifier is designed for online implementation. Experiments and results of keystroke classification are presented for both classifiers. The recognition accuracy, which is between 78% and 99% for k-NN classifier and between 69% and 96% for MLP classifier, depends mainly on the location of a specific key on the keyboard area.
Keywords :
arrays; feature extraction; image classification; image recognition; infrared detectors; keyboards; man-machine systems; multilayer perceptrons; notebook computers; transceivers; IR; IR sensors; MLP classifier; PDA; feature vectors; hand held electronic devices; human-computer interaction; infrared transceiver array; k-NN classifier; k-nearest neighbor classifier; keystroke recognition; keystroke recognition accuracy; mobile phones; multilayer perceptron classifier; personal digital assistants; proximity measurements; proximity sensing; virtual keyboard; virtual keyboard implementation; Application software; Fingers; Infrared detectors; Keyboards; Mobile handsets; Pattern recognition; Personal digital assistants; Transceivers; Transmitters; User interfaces;
Conference_Titel :
Multimedia and Expo, 2002. ICME '02. Proceedings. 2002 IEEE International Conference on
Print_ISBN :
0-7803-7304-9
DOI :
10.1109/ICME.2002.1035630