Table 1.

RMSE values of the different artifact removal methods for the Klados dataset.

Dataset, Channel	Contaminated EEG		Cleaned EEG
		Rejection ICA	wICA	Proposed Method
Dataset 1, FP1	34.9	16.3	12.6	7.9
Dataset 1, F8	13.7	9.4	7.3	3.2
Dataset 2, FP1	37.8	14.6	8.7	4.6
Dataset 2, F8	15.9	8.4	5.4	1.5
Dataset 9, FP1	30.8	18.9	9.2	3.2
Dataset 9, F8	15.5	12.7	6.4	2.6
Dataset 12, FP1	38.4	14.9	9.8	7.2
Dataset 12, F8	18.8	11.3	7.2	3.5