Research Article
A Collaborative Brain-Computer Interface Framework for Enhancing Group Detection Performance of Dynamic Visual Targets
Table 3
Detection performance of the individual network in the MC-cBCI and MLDANet-cBCI frameworks.
| Groups | Individual F1 score in the MC-cBCI framework | Individual F1 score in the MLDANet-cBCI framework | Participant 1 | Participant 2 | Participant 3 | Participant 1 | Participant 2 | Participant 3 |
| Group 1 | 0.55 | 0.37 | 0.53 | 0.71 | 0.63 | 0.65 | Group 2 | 0.43 | 0.48 | 0.37 | 0.56 | 0.61 | 0.53 | Group 3 | 0.42 | 0.54 | 0.44 | 0.33 | 0.60 | 0.71 | Group 4 | 0.40 | 0.49 | 0.52 | 0.63 | 0.69 | 0.67 | Group 5 | 0.43 | 0.56 | 0.45 | 0.71 | 0.76 | 0.76 | Group 6 | 0.45 | 0.48 | 0.50 | 0.70 | 0.72 | 0.74 | Group 7 | 0.48 | 0.41 | 0.44 | 0.55 | 0.55 | 0.60 | Group 8 | 0.49 | 0.40 | 0.50 | 0.69 | 0.66 | 0.68 | Group 9 | 0.38 | 0.55 | 0.47 | 0.59 | 0.74 | 0.65 | Group 10 | 0.33 | 0.53 | 0.57 | 0.45 | 0.78 | 0.74 | Group 11 | 0.32 | 0.60 | 0.52 | 0.41 | 0.79 | 0.70 | Group 12 | 0.50 | 0.61 | 0.32 | 0.70 | 0.71 | 0.52 | Group 13 | 0.49 | 0.41 | 0.61 | 0.72 | 0.73 | 0.73 | Group 14 | 0.33 | 0.51 | 0.50 | 0.54 | 0.71 | 0.70 | Group 15 | 0.49 | 0.35 | 0.50 | 0.69 | 0.53 | 0.69 | Group 16 | 0.48 | 0.33 | 0.63 | 0.68 | 0.61 | 0.86 | Group 17 | 0.53 | 0.64 | 0.41 | 0.74 | 0.76 | 0.62 | Group 18 | 0.51 | 0.52 | 0.39 | 0.73 | 0.75 | 0.70 | Group 19 | 0.33 | 0.60 | 0.44 | 0.52 | 0.75 | 0.65 | Group 20 | 0.54 | 0.37 | 0.42 | 0.75 | 0.63 | 0.62 | Average (60 participants) | 0.47 | 0.66 |
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