A high performance asynchronous EOG speller system. (May 2020)
- Record Type:
- Journal Article
- Title:
- A high performance asynchronous EOG speller system. (May 2020)
- Main Title:
- A high performance asynchronous EOG speller system
- Authors:
- D, Saravanakumar
M, Ramasubba Reddy - Abstract:
- Highlights: The proposed electrooculogram (EOG) speller works in asynchronous mode with high performance. In this proposed system, continuous eye movements are avoided while selecting the targets by the introduction of oddball paradigm. The oddball paradigm makes the proposed speller layout to be more user friendly. Only two eye movements are used for target selection (Blink/Wink). Abstract: In this study, an asynchronous region based electrooculogram (EOG) speller system has been proposed with fourty two targets consisting of alphabets, numbers and special characters. The total set of targets were arranged into six groups and each group has seven targets. The target groups were displayed in the form of a hexagon, three target groups on each side (right and left) of the display. The proposed system uses single blink or wink eye movements for selecting the desired target. It adopts two step recognition approach, 1) group selection and 2) target identification from the selected group. A pair of opposite target groups were highlighted at the same time in a random order, like an oddball paradigm. The paradigm randomly highlights all target groups once in a single trial. The subject should blink or wink for target group selection in synchrony with the highlights. In a similar manner the desired target is identified from the selected target group. A multi thresholding algorithm is used for eye movement detection. The online and offline experiments were conducted on ten healthyHighlights: The proposed electrooculogram (EOG) speller works in asynchronous mode with high performance. In this proposed system, continuous eye movements are avoided while selecting the targets by the introduction of oddball paradigm. The oddball paradigm makes the proposed speller layout to be more user friendly. Only two eye movements are used for target selection (Blink/Wink). Abstract: In this study, an asynchronous region based electrooculogram (EOG) speller system has been proposed with fourty two targets consisting of alphabets, numbers and special characters. The total set of targets were arranged into six groups and each group has seven targets. The target groups were displayed in the form of a hexagon, three target groups on each side (right and left) of the display. The proposed system uses single blink or wink eye movements for selecting the desired target. It adopts two step recognition approach, 1) group selection and 2) target identification from the selected group. A pair of opposite target groups were highlighted at the same time in a random order, like an oddball paradigm. The paradigm randomly highlights all target groups once in a single trial. The subject should blink or wink for target group selection in synchrony with the highlights. In a similar manner the desired target is identified from the selected target group. A multi thresholding algorithm is used for eye movement detection. The online and offline experiments were conducted on ten healthy subjects for validating the proposed speller system. An average online classification accuracy of 98.482% is obtained with the information transfer rate (ITR) of 126.656 bits/min. … (more)
- Is Part Of:
- Biomedical signal processing and control. Volume 59(2020)
- Journal:
- Biomedical signal processing and control
- Issue:
- Volume 59(2020)
- Issue Display:
- Volume 59, Issue 2020 (2020)
- Year:
- 2020
- Volume:
- 59
- Issue:
- 2020
- Issue Sort Value:
- 2020-0059-2020-0000
- Page Start:
- Page End:
- Publication Date:
- 2020-05
- Subjects:
- Electrooculogram (EOG) -- Keyboard/speller -- Human computer interface (HCI)
Signal processing -- Periodicals
Biomedical engineering -- Periodicals
Signal Processing, Computer-Assisted -- Periodicals
Image Processing, Computer-Assisted -- Periodicals
Biomedical Engineering -- Periodicals
610.28 - Journal URLs:
- http://www.sciencedirect.com/science/journal/17468094 ↗
http://www.elsevier.com/journals ↗
http://www.sciencedirect.com/science?_ob=PublicationURL&_tockey=%23TOC%2329675%232006%23999989998%23626449%23FLA%23&_cdi=29675&_pubType=J&_auth=y&_acct=C000045259&_version=1&_urlVersion=0&_userid=836873&md5=664b5cf9a57fc91971a17faf20c32ec1 ↗ - DOI:
- 10.1016/j.bspc.2020.101898 ↗
- Languages:
- English
- ISSNs:
- 1746-8094
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 2087.880400
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 13431.xml