Literature DB >> 29641396

Toward Optimization of Gaze-Controlled Human-Computer Interaction: Application to Hindi Virtual Keyboard for Stroke Patients.

Yogesh Kumar Meena, Hubert Cecotti, Kongfatt Wong-Lin, Ashish Dutta, Girijesh Prasad.   

Abstract

Virtual keyboard applications and alternative communication devices provide new means of communication to assist disabled people. To date, virtual keyboard optimization schemes based on script-specific information, along with multimodal input access facility, are limited. In this paper, we propose a novel method for optimizing the position of the displayed items for gaze-controlled tree-based menu selection systems by considering a combination of letter frequency and command selection time. The optimized graphical user interface layout has been designed for a Hindi language virtual keyboard based on a menu wherein 10 commands provide access to type 88 different characters, along with additional text editing commands. The system can be controlled in two different modes: eye-tracking alone and eye-tracking with an access soft-switch. Five different keyboard layouts have been presented and evaluated with ten healthy participants. Furthermore, the two best performing keyboard layouts have been evaluated with eye-tracking alone on ten stroke patients. The overall performance analysis demonstrated significantly superior typing performance, high usability (87% SUS score), and low workload (NASA TLX with 17 scores) for the letter frequency and time-based organization with script specific arrangement design. This paper represents the first optimized gaze-controlled Hindi virtual keyboard, which can be extended to other languages.

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Mesh:

Year:  2018        PMID: 29641396     DOI: 10.1109/TNSRE.2018.2814826

Source DB:  PubMed          Journal:  IEEE Trans Neural Syst Rehabil Eng        ISSN: 1534-4320            Impact factor:   3.802


  3 in total

1.  Extending Brain-Computer Interface Access with a Multilingual Language Model in the P300 Speller.

Authors:  P Loizidou; E Rios; A Marttini; O Keluo-Udeke; J Soetedjo; J Belay; K Perifanos; N Pouratian; W Speier
Journal:  Brain Comput Interfaces (Abingdon)       Date:  2021-12-20

2.  Accurate Hand Detection from Single-Color Images by Reconstructing Hand Appearances.

Authors:  Chi Xu; Wendi Cai; Yongbo Li; Jun Zhou; Longsheng Wei
Journal:  Sensors (Basel)       Date:  2019-12-29       Impact factor: 3.576

3.  Use of information modelling techniques to understand research trends in eye gaze estimation methods: An automated review.

Authors:  Jaiteg Singh; Nandini Modi
Journal:  Heliyon       Date:  2019-12-18
  3 in total

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