Emotion Recognition on MER-UniBench (test)

85.79MER23OmniOPSD

Evaluation results

Method
OmniOPSD2026.06	85.79	92.43	71.89	89.09	90.06	89.03	90.76	89.14	59.52	84.19
AffectGPT-RL2026.05	84.32	93.75	63.12	74.26	79.39	79.24	88.25	84.97	68.05	79.48
AffectGPT-R12026.06	84.32	93.75	63.12	74.26	79.39	79.24	88.25	84.97	68.05	79.48
AffectGPT-RL2026.05	81.69	93.49	63.74	63.85	80.13	80.01	84.49	82.31	65.49	77.24
AffectGPT-R12026.06	81.69	93.49	63.74	63.85	80.13	80.01	84.49	82.31	65.49	77.24
AffectGPT2026.01	78.54	78.8	55.65	60.54	81.3	80.9	88.49	86.18	62.52	74.77
AffectGPT2026.05	78.54	78.8	55.65	60.54	81.3	80.9	88.49	86.18	62.52	74.77
AffectGPT2026.06	78.54	78.8	55.65	60.54	81.3	80.9	88.49	86.18	62.52	74.77
AffectGPT-RL2026.05	77.72	85.29	61.09	67.42	78.78	79.07	85.91	85.85	62.42	75.95
AffectGPT-R12026.06	77.72	85.29	61.09	67.42	78.78	79.07	85.91	85.85	62.42	75.95
Emotion-LLaMAv22026.01	77.28	86.9	51.32	84.05	86.28	87.69	87.72	86.02	62.9	78.91
Emotion-LLaMAv22026.06	77.28	86.9	51.32	84.05	86.28	87.69	87.72	86.02	62.9	78.91
OmniOPSD2026.06	77.27	86.47	71.06	86.5	88.9	87.37	87.14	86.52	56.09	80.81
Emotion-LLaMAv22026.01	76.72	86.9	48.61	83.6	86.96	86.15	86.35	87.42	64	78.52
OmniOPSD2026.06	76.32	85.27	68.16	79.84	88.29	88.12	87.53	87.94	56.24	79.74
AffectGPT2026.05	74.58	75.29	57.63	62.19	82.39	81.57	87.2	86.29	61.65	74.31
AffectGPT2026.06	74.58	75.29	57.63	62.19	82.39	81.57	87.2	86.29	61.65	74.31
AffectGPT2026.05	72.94	73.41	56.63	55.68	83.46	80.74	82.99	83.75	59.98	72.18
AffectGPT2026.06	72.94	73.41	56.63	55.68	83.46	80.74	82.99	83.75	59.98	72.18
Qwen2.5-Omni-7B2026.01	72.84	80.44	43.72	61.53	78.86	61.84	75.44	76.67	53.13	67.16
HumanOmniV2-9B2026.01	68.59	57.41	42.74	60.95	76.56	75.44	83.58	81.65	61.62	67.62
R1-Omni2026.05	64.17	67.43	43.2	51.58	58.02	56.48	71.82	68.58	55.24	59.61
R1-Omni2026.06	64.17	67.43	43.2	51.58	58.02	56.48	71.82	68.58	55.24	59.61
HumanOmni-7B2026.01	63.36	76.64	37.05	52.52	7.37	7.33	43.87	35.35	59.03	42.5
Emotion-LLaMA2026.01	59.38	73.62	46.76	55.47	66.13	67.66	78.32	77.23	52.97	64.17
Emotion-LLaMA2026.05	59.38	73.62	46.76	55.47	66.13	67.66	78.32	77.23	52.97	64.17
Emotion-LLaMA2026.06	59.38	73.62	46.76	55.47	66.13	67.66	78.32	77.23	52.97	64.17
LLaMA3.2-90B-Vision2026.01	58.49	62.72	48.82	57.71	82.06	65.74	77.65	80.26	54.09	65.28
Chat-UniVi2026.05	57.62	65.67	45.61	52.37	54.53	63.18	68.15	66.36	48	57.94
Chat-UniVi2026.06	57.62	65.67	45.61	52.37	54.53	63.18	68.15	66.36	48	57.94
mPLUG-Owl2026.05	56.86	59.89	49.11	55.54	72.4	72.91	72.13	75	48.18	62.45
mPLUG-Owl2026.06	56.86	59.89	49.11	55.54	72.4	72.91	72.13	75	48.18	62.45
SALMONN2026.05	55.53	45.38	45.62	46.84	81	67.03	68.69	65.93	45	57.89
SALMONN2026.06	55.53	45.38	45.62	46.84	81	67.03	68.69	65.93	45	57.89
Video-LLaVA2026.01	54.82	43.31	35.96	37.17	71.31	40.81	61.2	57.17	52.5	50.47
LLaMA-VID2026.05	50.72	57.6	42.75	46.02	61.78	63.89	69.35	67.48	45.01	56.07
LLaMA-VID2026.06	50.72	57.6	42.75	46.02	61.78	63.89	69.35	67.48	45.01	56.07
VideoChat2026.05	48.73	57.3	41.11	48.38	65.13	63.61	69.52	72.14	44.52	56.71
VideoChat2026.06	48.73	57.3	41.11	48.38	65.13	63.61	69.52	72.14	44.52	56.71
Qwen2.5-VL-72B2026.01	47.84	40.43	46.81	34.86	85.81	70.8	72	72.85	47.02	57.6
Video-LLaMA22026.01	47.56	54.59	19.58	59.41	58.06	44.08	63.15	70.63	52.32	52.15
Video-ChatGPT2026.05	44.86	46.8	37.33	56.83	54.42	63.12	64.82	65.8	39.8	52.64
Video-ChatGPT2026.06	44.86	46.8	37.33	56.83	54.42	63.12	64.82	65.8	39.8	52.64
Qwen-Audio2026.05	41.85	31.61	49.09	35.47	70.09	46.9	70.73	65.26	32.36	49.26
Qwen-Audio2026.06	41.85	31.61	49.09	35.47	70.09	46.9	70.73	65.26	32.36	49.26
SECap2026.05	40.95	52.46	25.56	36.92	55.76	54.18	59.51	57.41	36.97	46.64
SECap2026.06	40.95	52.46	25.56	36.92	55.76	54.18	59.51	57.41	36.97	46.64
PandaGPT2026.05	40.21	51.89	37.88	44.04	61.92	67.61	68.38	67.23	37.12	52.92
PandaGPT2026.06	40.21	51.89	37.88	44.04	61.92	67.61	68.38	67.23	37.12	52.92
PandaGPT2026.05	39.13	47.16	38.33	47.21	58.5	64.25	62.07	65.25	35.07	50.77
PandaGPT2026.06	39.13	47.16	38.33	47.21	58.5	64.25	62.07	65.25	35.07	50.77
Video-LLaMA2026.01	38.65	44.4	31.6	20.36	69.19	36.75	31.16	31.21	49.91	39.25
Video-LLaVA2026.05	36.93	30.25	30.73	38.95	56.37	61.64	53.28	57.45	34	44.4
Video-LLaVA2026.06	36.93	30.25	30.73	38.95	56.37	61.64	53.28	57.45	34	44.4
VideoChat22026.05	33.67	54.5	36.64	48.7	66.84	54.32	69.49	—	39.21	52.67
VideoChat22026.06	33.67	54.5	36.64	48.7	66.84	54.32	69.49	70.66	39.21	52.67
PandaGPT2026.05	33.57	39.04	31.91	36.55	66.06	61.33	62.93	58.88	31.33	46.84
PandaGPT2026.06	33.57	39.04	31.91	36.55	66.06	61.33	62.93	58.88	31.33	46.84
OneLLM2026.05	25.52	17.21	28.32	33.44	64.01	54.09	63.39	61.98	22.25	41.14
OneLLM2026.06	25.52	17.21	28.32	33.44	64.01	54.09	63.39	61.98	22.25	41.14
Otter2026.05	16.41	14.65	22.57	29.08	52.89	50.44	57.56	53.12	16.63	34.82
Otter2026.06	16.41	14.65	22.57	29.08	52.89	50.44	57.56	53.12	16.63	34.82