notesum.ai

Published at December 4

Channel Reflection: Knowledge-Driven Data Augmentation for EEG-Based Brain-Computer Interfaces

cs.HC

cs.LG

eess.SP

Released Date: December 4, 2024

Authors: Ziwei Wang¹, Siyang Li¹, Jingwei Luo², Jiajing Liu³, Dongrui Wu¹

Aff.: ¹Shenzhen Huazhong University of Science and Technology Research Institute, Shenzhen 518063, China; ²China Electronic System Technology Co., Ltd., Beijing 100089, China; ³School of Civil and Hydraulic Engineering, Huazhong University of Science and Technology, Wuhan 430074, China

Arxiv: http://arxiv.org/pdf/2412.03224v1

ID	EEGNet						EEGWaveNet
ID	Baseline	Noise	Flip	Scale	Freq	CR	Baseline	Noise	Flip	Scale	Freq	CR
S1	50.98	62.07	62.00	56.72	61.38	55.73	59.67	54.21	57.47	58.58	62.53	65.55
S4	81.01	60.37	60.55	60.60	57.02	66.03	70.02	67.59	72.85	67.77	70.09	69.52
S5	69.26	79.00	78.27	78.92	78.78	77.38	70.39	65.28	73.08	70.45	64.58	74.47
S7	57.38	55.82	63.15	60.86	61.16	66.30	70.78	65.68	62.72	63.18	61.99	66.96
S9	74.30	55.94	57.12	52.09	55.53	54.94	64.39	65.56	57.35	65.51	67.64	67.62
S11	59.65	63.95	70.85	64.32	71.29	70.01	62.03	61.57	61.40	60.50	70.68	58.74
S13	60.37	54.75	57.18	59.33	55.51	67.13	65.92	60.46	56.67	64.03	57.67	71.20
S14	55.02	56.56	56.36	55.30	49.10	49.31	47.17	54.25	56.85	56.42	55.81	52.98
S15	51.21	55.60	53.34	54.32	53.30	50.27	51.04	51.64	53.90	50.50	49.80	52.42
S16	51.54	51.37	53.85	54.31	54.57	59.61	56.48	62.91	57.78	61.39	62.02	56.81
S17	59.55	57.47	63.54	57.65	60.09	52.10	49.98	53.81	50.89	55.09	55.06	53.58
S19	62.16	51.65	52.90	48.49	50.40	56.60	52.44	55.08	56.27	57.05	58.03	61.59
S20	50.88	59.80	59.90	55.64	61.65	56.78	60.63	58.75	56.76	60.18	53.87	58.26
S21	59.23	56.36	87.48	86.19	88.74	89.00	58.97	74.93	68.00	66.09	66.41	61.67
S22	40.38	52.79	52.84	51.82	50.38	54.73	53.14	49.92	52.72	55.29	52.02	57.04
S25	64.29	71.02	65.89	69.14	66.20	74.60	62.64	59.46	55.93	65.44	62.36	61.77
S31	78.75	55.22	57.21	52.87	53.26	59.20	76.75	60.18	59.14	82.31	67.31	87.11
S34	75.29	64.86	69.42	57.60	56.62	70.90	76.68	86.57	81.75	93.03	90.07	91.82
S36	69.61	78.63	84.57	63.11	75.09	74.00	77.25	73.63	62.48	80.67	79.84	71.97
S38	66.76	61.98	58.02	57.39	51.48	54.34	59.70	58.13	58.28	55.38	56.69	60.80
S39	74.43	66.78	65.85	64.49	65.09	58.13	69.54	64.02	67.54	71.56	64.47	64.41
S40	51.15	49.44	50.62	50.21	50.27	58.84	62.07	56.56	59.85	53.39	64.14	61.99
S41	55.26	63.23	61.85	53.02	57.53	64.96	70.64	61.74	66.09	67.81	67.42	65.22
S44	68.79	45.39	64.38	42.51	66.24	64.85	64.57	79.30	52.59	69.43	71.01	61.58
S47	83.12	63.45	59.04	53.27	62.49	63.73	70.34	64.71	66.71	82.84	71.09	84.48
S50	69.92	65.61	69.58	65.37	68.64	73.96	73.85	78.82	70.84	73.62	64.58	68.48
S51	54.03	44.26	47.87	46.81	48.37	46.62	55.35	50.41	39.81	61.28	51.48	56.30
S52	47.28	60.41	57.31	67.96	56.17	63.85	54.14	50.46	51.41	59.99	56.79	63.88
S62	90.19	51.30	53.17	50.05	52.32	46.00	68.78	83.73	76.66	88.12	93.98	88.09
S63	50.10	52.71	51.36	54.65	54.19	51.49	48.33	51.69	48.40	54.33	50.95	53.49
S66	63.95	71.12	56.07	70.19	65.85	75.69	64.20	66.64	68.66	63.69	60.71	67.71
S67	59.71	67.83	70.78	71.32	65.35	76.54	74.97	72.60	63.95	65.32	58.11	74.49
S69	50.05	49.98	50.64	68.48	49.93	50.08	83.02	84.68	86.52	89.66	87.90	90.91
S73	50.03	60.97	59.50	51.08	50.67	67.94	51.28	60.33	67.20	57.25	56.51	64.82
S75	52.47	51.51	50.35	52.87	52.59	56.34	56.01	52.24	58.61	59.15	56.64	59.04
S76	53.95	51.79	51.24	55.00	50.65	53.82	53.37	54.67	53.51	52.77	52.98	59.41
S77	50.58	58.29	56.61	58.58	54.84	45.98	48.97	52.80	54.11	49.66	49.74	49.43
S78	67.16	67.51	69.64	66.34	63.74	80.51	74.13	66.41	63.15	68.56	74.64	76.40
S79	57.67	49.57	46.56	49.96	46.32	60.95	62.12	60.79	57.60	62.25	54.40	63.57
Avg.	61.22	58.88	60.43	58.69	58.79	62.03	62.86	62.88	61.17	65.12	63.38	66.04
Avg.	${\pm 0.54}$	${\pm 0.29}$	${\pm 0.24}$	${\pm 0.43}$	${\pm 0.51}$	${\pm 0.40}$	${\pm 0.68}$	${\pm 0.50}$	${\pm 0.47}$	${\pm 0.71}$	${\pm 0.53}$	${\pm 0.16}$