Table 5.
Summary of EEG-based BCI speller studies.
References | No. of subjects | Control signal | Method | Classification algorithm | Typing speed | Success RATE |
---|---|---|---|---|---|---|
Obeidat et al. (2015) | 14 | P300 | Stimuli variation | Bayesian BLDA | 13.7 bits/min | 93.3% |
Cao et al. (2017) | 3 | MI | Oct-O-spell | SVM | 67.33 bits/min | 98.23% |
Ansari and Singla (2016) | 20 | SSVEP | Multi-phase spellers | SVM | 13 chars/min | 96.04% |
Chang et al. (2016) | 10 | SSVEP+P300 | Hybrid speller | CCA, SWLDA | 31.8 bits/min | 93% |
Käthner et al. (2015) | 19 | P300 | Familiar faces and symbols | SWLDA | 15.85 bits/min | 95% |