Detection of fixation points using a small visual landmark for brain-computer interfaces
Author(s): Zhou, XY (Zhou, Xiaoyu); Xu, MP (Xu, Minpeng); Xiao, XL (Xiao, Xiaolin); Wang, YJ (Wang, Yijun); Jung, TP (Jung, Tzyy-Ping); Ming, D (Ming, Dong)
Source: JOURNAL OF NEURAL ENGINEERING Volume: 18 Issue: 4 Article Number: 046098 DOI: 10.1088/1741-2552/ac0b51 Published: AUG 2021
Abstract: Objective. The speed of visual brain-computer interfaces (v-BCIs) has been greatly improved in recent years. However, the traditional v-BCI paradigms require users to directly gaze at the intensive flickering items, which would cause severe problems such as visual fatigue and excessive visual resource consumption in practical applications. Therefore, it is imperative to develop a user-friendly v-BCI. Approach. According to the retina-cortical relationship, this study developed a novel BCI paradigm to detect the fixation point of eyes using a small visual stimulus that subtended only 0.6 degrees in visual angle and was out of the central visual field. Specifically, the visual stimulus was treated as a landmark to judge the eccentricity and polar angle of the fixation point. Sixteen different fixation points were selected around the visual landmark, i.e. different combinations of two eccentricities (2 degrees and 4 degrees) and eight polar angles (0, pi/4, pi/2, 3 pi/4, pi, 5 pi/4, 3 pi/2 and 7 pi/4). Twelve subjects participated in this study, and they were asked to gaze at one out of the 16 points for each trial. A multi-class discriminative canonical pattern matching (Multi-DCPM) algorithm was proposed to decode the user's fixation point. Main results. We found the visual stimulation landmark elicited different spatial event-related potential patterns for different fixation points. Multi-DCPM could achieve an average accuracy of 66.2% with a standard deviation of 15.8% for the classification of the sixteen fixation points, which was significantly higher than traditional algorithms (p <= 0.001). Experimental results of this study demonstrate the feasibility of using a small visual stimulus as a landmark to track the relative position of the fixation point. Significance. The proposed new paradigm provides a potential approach to alleviate the problem of irritating stimuli in v-BCIs, which can broaden the applications of BCIs.
Accession Number: WOS:000670048600001
PubMed ID: 34130268
Author Identifiers:
Author Web of Science ResearcherID ORCID Number
Xiao, Xiaolin 0000-0002-3516-561X
ISSN: 1741-2560
eISSN: 1741-2552
Full Text: https://iopscience.iop.org/article/10.1088/1741-2552/ac0b51