Emotion Recognition on SEED, SEED-IV, and SEED-V

57.4Transfer Accuracy (SEED → SEED-IV)PAA-M

Evaluation results

Method
PAA-M2026.03	57.4	58.9	60.77	54.07	68.83	53.42	58.9
PAA-C2026.03	56.35	54.46	58.53	47.93	63.18	49.76	55.03
DMMR2026.03	54.97	48.61	55.26	36.12	48.94	40.35	47.38
DAN2026.03	54.62	52.33	49.69	44.56	45.03	43.44	48.45
PAA-L2026.03	54.04	57.06	58.71	48.76	61.5	50.84	55.15
PAA-M2026.03	53.5	55.97	67.92	54.69	68.75	54.38	59.2
PAA-C2026.03	53.24	53.92	64.91	51.74	63.74	51.93	56.58
PR-PL2026.03	52.86	54.05	56.93	46.97	59.39	49.66	53.31
KPCA2026.03	51.57	50.73	56.79	39.51	44.51	37.17	46.88
PAA-L2026.03	51.42	58.77	59.15	49.93	59.08	51.37	54.95
PR-PL2026.03	51.08	52.71	58.53	47.57	55.53	49.44	52.48
CORAL2026.03	50.08	43.53	42.82	36.77	42.83	38.52	42.43
BLFBA2026.03	49.58	41.42	52.12	45.56	46.34	45.26	46.71
TS-TCC2026.03	49.43	—	55.38	—	—	—	52.41
DMMR2026.03	49.26	52.23	53.7	38.15	45.93	39.93	46.53
CORAL2026.03	48.58	44.24	45.3	33.9	36.22	35.11	40.56
K-Means2026.03	48.57	45.33	50.87	43.37	42.7	46.21	46.18
DDA2026.03	48.28	46.01	56.26	47.29	44.26	41.22	47.22
GFK2026.03	48.12	45.73	55.69	40.24	43.36	36.86	45
K-Means2026.03	47.92	44.21	51.01	44.42	45.77	46.95	46.71
TCA2026.03	47.46	48.9	48.37	33.98	51.59	36.57	44.48
RF2026.03	47.04	46.09	55.64	44.19	41.94	37.6	45.42
SimCLR2026.03	46.89	—	47.27	—	—	—	47.08
LeNet2026.03	46.49	39.75	47.21	38.87	46.85	41.27	43.4
BLFBA2026.03	46.24	40.95	52.17	34.79	44.52	37.12	42.63
KPCA2026.03	46.2	47.08	53.21	34.4	37.12	31.88	41.65
GFK2026.03	45.76	37.96	44.74	33.46	35.4	37.35	39.11
DANN2026.03	45.6	48.04	51.18	39.5	49.6	46.89	46.8
DDA2026.03	45.38	45.87	54.39	42.65	48.46	44.06	48.45
SA2026.03	44.8	41.89	49	34.57	36.1	30.39	39.46
SA2026.03	44.56	42.25	43.12	35.29	34.78	36.07	39.35
DAN2026.03	44.53	45.91	48.92	42.95	44.46	46.61	45.56
DANN2026.03	44.13	44.92	51.07	27.78	41.53	29.93	39.89
DDC2026.03	43.34	43.66	52.61	42.82	39.4	42.74	44.1
RF2026.03	43.26	44.06	48.36	39.99	44.07	31.9	41.94
SVM2026.03	43.14	39.08	44.77	31.44	37.27	35.97	38.75
TCA2026.03	43.12	43.25	45	33.46	43.69	38.51	41.17
SVM2026.03	42.96	40.07	41.23	38.21	42.82	38.08	40.56
DCORAL2026.03	42.67	54.84	41.85	46.42	62.16	47.14	49.18
DDC2026.03	42.63	44.14	44.69	41.71	37.99	39.35	41.75
LeNet2026.03	42.3	35.6	51.61	33.51	41.26	35.92	40.03
KNN2026.03	41.94	43.24	40.92	38.99	34.92	36.15	39.36
DCORAL2026.03	41.48	46.65	54.12	33.99	44.1	32.3	42.11
KNN2026.03	41.35	36.34	35.09	26.02	30.63	35.63	34.18