Multimodal Emotion Recognition in Conversation on MELD standard (test)

67.6WF1DF-GCN

Evaluation Results

Method
DF-GCN2026.03	67.6	81.5	56.8	27.6	40.8	64.7	34.1	56.1	67.4	—	80	62.7	20.3	43.5	64.9	26.8	55.4
GraphSmile2024.07	66.71	80.35	59.11	18.18	42.46	64.99	32.43	53.67	67.7	—	—	—	—	—	—	—	—
SDT2023.10	66.6	83.22	61.28	13.8	34.9	63.24	22.65	56.93	67.55	—	80.19	59.07	17.88	43.69	64.29	28.78	54.33
MetaDrop2024.07	66.3	—	—	—	—	—	—	—	66.63	—	—	—	—	—	—	—	—
SDT2023.10	66.26	82.01	57.65	20	32.21	65.17	25	57.97	66.97	—	80	57.96	23.81	41.61	64.22	27.42	54.05
DCGCN2024.07	66.25	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
DER-GCN2024.07	66.1	80.6	51	10.4	41.5	64.3	10.3	57.4	66.8	—	—	—	—	—	—	—	—
FrameERC2026.03	66.1	80.7	56.4	12.3	41.2	60.8	18.4	55.1	65.5	—	80	58.1	10.5	42.5	63.4	20.1	56.3
M3Net2024.07	65.83	79.14	59.54	13.33	42.86	65.05	21.69	53.54	66.59	—	—	—	—	—	—	—	—
M3Net2026.03	65.8	73.6	57.6	23.1	45.6	63.2	24.3	50.4	63.9	—	79.1	59.5	13.3	42.9	65.1	21.7	53.5
AdaIGN2026.03	65.8	76.1	59.9	22.4	44.8	66.2	33.2	54.3	65.3	—	77.8	60.5	15.2	43.7	64.5	29.3	56.2
DialogueTRM2023.10	65.76	83.44	54.45	24	33.17	60.45	22.06	58.26	66.7	—	79.54	57.09	27.91	40.95	62.79	28.04	53.96
UniMSE2024.07	65.51	—	—	—	—	—	—	—	65.09	—	—	—	—	—	—	—	—
UniMSE2023.10	65.51	—	—	—	—	—	—	—	65.09	—	—	—	—	—	—	—	—
CBERL2026.03	65.5	79.8	56.4	26.3	44.2	67.1	10.2	52.8	64.4	—	82	57.9	22.2	41.4	65.7	14.7	55.3
DER-GCN2026.03	65.5	76.8	50.5	14.8	56.7	69.3	17.2	52.5	65.2	—	80.6	51	10.4	41.5	64.3	10.3	57.4
MM-DFN2023.10	65.48	83.52	63.35	32	26.44	63.68	19.12	49.28	66.55	—	79.65	58.17	26.67	35.71	64.89	24.76	52.15
DialogueRNN2023.10	65.31	85.11	54.09	10	29.81	62.94	22.06	53.62	66.7	—	79.6	56.72	12.66	38.63	63.81	27.27	53.24
MM-DFN2024.07	65.21	79.84	58.43	15.79	31.65	64.01	28.04	53.6	67.05	—	—	—	—	—	—	—	—
MMGCN2023.10	65.21	81.53	58.36	8	31.73	69.9	20.59	52.17	66.4	—	79.2	57.75	13.79	39.4	63.43	24.56	53.49
HiMul-LGG2026.03	65.2	77.2	55.1	10	64.4	69.3	8.7	52.2	66.2	—	75.5	53.2	9.1	65.9	68.1	9.3	52.9
EmoLR2024.07	65.16	—	—	—	—	—	—	—	66.69	—	—	—	—	—	—	—	—
MGLRA2026.03	64.9	78.2	59.8	0	30.8	68.5	0	43.8	65.4	—	80.8	59.5	0	27.8	66.5	0	48.4
MMGCN2024.07	64.55	78.62	57.78	3.77	40.35	63.6	12.2	53.68	66.02	—	—	—	—	—	—	—	—
SACL-LSTM2024.07	64.55	77.42	58.5	20.41	39.58	62.76	34.71	52.08	64.52	—	—	—	—	—	—	—	—
MMTr2023.10	64.41	—	—	—	—	—	—	—	64.64	—	—	—	—	—	—	—	—
LSDGNN+ICL2025.07	64.07	77.58	57.9	18.18	37.94	61.7	29.7	51.88	64.67	47.84	—	—	—	—	—	—	—
MultiDAG+CL2025.07	64	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
DialogueTRM2023.10	63.8	83.2	56.94	12	27.88	60.45	16.18	51.01	65.1	—	79.41	55.27	17.39	36.48	60.3	20.18	49.79
DAG-ERC2025.07	63.63	77.26	57.95	27.87	37.78	60.48	30.36	49.59	63.98	—	—	—	—	—	—	—	—
DialogueCRN2024.07	63.32	76.15	56.72	18.67	38.29	63.21	27.69	50.67	62.38	—	—	—	—	—	—	—	—
EmoBERTa2026.03	63.3	78.9	50.2	1.8	33.3	72.1	9.1	43.3	64.1	—	82.5	50.2	1.9	31.2	61.7	2.5	46.4
CoMPM2026.03	63	79.1	51.5	5.2	33.6	62.3	8.4	42.7	64.3	—	82	49.2	2.9	32.3	61.5	2.8	45.8
Joyful2024.07	61.77	76.8	51.91	—	41.78	56.89	—	50.71	62.53	—	—	—	—	—	—	—	—
JOYFUL2023.11	61.77	—	—	—	—	—	—	—	62.53	—	76.8	51.91	—	41.78	56.89	—	50.71
CTNet2026.03	60.2	75.6	51.3	5.1	30.9	54.3	11.6	42.5	61.9	—	77.4	50.3	10	32.5	56	11.2	44.6
RGAT2026.03	59.5	77.6	43.2	5.6	29.8	59.1	3.4	45.2	60.2	—	78.1	41.5	2.4	30.7	58.6	2.2	44.6
MM-DFN2023.11	59.46	—	—	—	—	—	—	—	62.49	—	77.76	50.69	—	22.93	54.78	—	47.82
MM-DFN2023.10	58.72	79.06	53.02	0	17.79	59.2	0	50.43	60.96	—	75.8	50.42	0	23.72	55.48	0	48.27
DiaCRN2023.11	58.67	—	—	—	—	—	—	—	61.11	—	77.01	50.1	—	26.63	52.77	—	45.15
COGMEN2023.11	58.66	—	—	—	—	—	—	—	58.35	—	75.31	46.75	—	33.52	54.98	—	45.81
MMGCN2025.07	58.65	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
MMGCN2023.10	58.41	84.32	47.33	2	14.9	56.97	1.47	42.61	61.34	—	76.96	49.63	3.64	20.39	53.76	2.82	45.23
MMGCN2026.03	58.4	75.8	52.5	4.4	18.8	54.9	10.2	44.1	58.3	—	77	49.6	3.6	20.4	53.8	2.8	45.2
MMGCN2023.11	58.31	—	—	—	—	—	—	—	60.42	—	76.33	48.15	—	26.74	53.02	—	46.09
UniMSE2023.11	58.19	—	—	—	—	—	—	—	59.39	—	74.61	48.21	—	31.15	54.04	—	45.26
DialogueGCN2025.07	58.1	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
QMNN2026.03	58	71.2	45.8	—	24.3	53.5	—	42.9	60.8	—	77	49.8	—	16.5	52.1	—	43.2
DialogueRNN2023.10	57.95	82.17	46.62	0	21.15	49.5	0	48.41	60.27	—	76.56	47.64	0	24.65	51.49	0	46.01
DialogueRNN2025.07	57.03	73.5	49.4	1.2	23.8	50.7	1.7	41.5	—	—	—	—	—	—	—	—	—
DiaGCN2023.11	56.36	—	—	—	—	—	—	—	58.62	—	75.97	46.05	—	19.6	51.2	—	40.83
ICON2025.07	56.3	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
A-DMN2026.03	55.4	78.8	55.4	8.7	24.7	24.6	3.5	41.3	55.5	—	78.9	55.3	6.8	23.9	22.7	3.2	40.9