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Emotion Recognition on EAV

81.39Accuracy

EEGVFusion

Updated 28d ago

Evaluation Results

Method	Links
EEGVFusion 2026.04		81.39	-	-	-	-	-	-
Hyper-MML 2026.04		78.21	-	-	-	-	-	-
Hyper-MML 2025.02		78.21	77.8	76.39	73.05	82.89	84.55	72.14
MDNet 2025.02		76.92	76.78	74.92	73.28	75.15	82.47	75.08
AGF-IB 2025.02		76.19	76.08	73.53	71.76	81.87	80.91	72.34
HAUCL 2025.02		75.91	75.92	75.21	72.8	82.44	78.17	70.97
EEG-MoCE 2026.04		75.88	75.47	-	-	-	-	-
M3NET 2025.02		75.14	75.42	73.45	71.94	79.36	81.64	70.72
AMERL 2025.02		74.82	74.35	75.18	71.88	72.8	79.25	72.62
HetEmotionNet 2025.02		74.7	74.25	72.18	70.85	69.42	80.12	73.68
LEL 2025.04		74.25	73.94	-	-	-	-	-
Husformer 2026.04		72.82	-	-	-	-	-	-
MMResLSTM 2025.02		72.37	72.19	70.25	68.42	65.18	78.35	71.75
GraphMFT 2025.02		71.55	72.99	71.71	72.91	60.15	82.66	72.51
Visual-only 2026.04		71.4	-	-	-	-	-	-
MMGCN 2025.02		71.31	71.33	72.88	74.12	55.38	81.28	73.01
AMERL 2026.04		70.86	-	-	-	-	-	-
MM-DFN 2025.02		69.74	69.54	71.89	70.34	59.15	74.42	71.92
DialogueGCN 2025.02		68.73	68.75	68.32	70.18	56.17	80.14	68.94
Audio-only 2026.04		61.9	-	-	-	-	-	-
HEEGNet 2026.04		61.74	60.48	-	-	-	-	-
DialogueRNN 2025.02		61.2	61.14	63.75	67.12	44.16	65.19	65.5
GA2MIF 2026.04		61.1	58.46	-	-	-	-	-
Hyper-MML 2026.04		60.76	57.76	-	-	-	-	-
EEG-only 2026.04		60	-	-	-	-	-	-
MMML 2026.04		59.6	56.55	-	-	-	-	-
EAV-EEG 2025.04		59.51	-	-	-	-	-	-
CMERC 2026.04		58.57	57.7	-	-	-	-	-
LMF 2026.04		57.29	56.8	-	-	-	-	-
bc-LSTM 2025.02		57.21	57.3	58.16	64.57	47.13	64.48	52.14
AGF-IB 2026.04		54.59	54.2	-	-	-	-	-
AMERL 2025.04		53.51	-	-	-	-	-	-
CTMWA 2026.04		52.86	49.92	-	-	-	-	-
MM-DFN 2026.04		51.13	50.17	-	-	-	-	-
KNN 2025.04		50.87	47.68	-	-	-	-	-
SVM 2025.04		48.96	48.67	-	-	-	-	-
Decision Tree 2025.04		45.25	45.28	-	-	-	-	-