Research Article
Decoding of Walking Imagery and Idle State Using Sparse Representation Based on fNIRS
Table 5
Comparisons between the study and other related studies.
| Author | Classification classes | Classification features | Classifier | Accuracy |
| Li | 2 | Correlation coefficient of HbO | SVM | 89.33% | Khan | 2 | Combination of SS, SM and KR | SVM | 86.70% | Rea | 2 | HbO mean value | LDA | 89.80% | Yang | 3 | Digital biomarkers | CNN | 90.62% | The study | 2 | Mean value, peak value, and root mean square combinations of HbO | cdSRC | 91.55% |
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