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Emotion Recognition on MER-UniBench (test)

84.32MER23

AffectGPT-RL

Updated 26d ago

Evaluation Results

Method
AffectGPT-RL 2026.05	84.32	93.75	63.12	74.26	79.39	79.24	88.25	84.97	68.05	79.48
AffectGPT-RL 2026.05	81.69	93.49	63.74	63.85	80.13	80.01	84.49	82.31	65.49	77.24
AffectGPT 2026.01	78.54	78.8	55.65	60.54	81.3	80.9	88.49	86.18	62.52	74.77
AffectGPT 2026.05	78.54	78.8	55.65	60.54	81.3	80.9	88.49	86.18	62.52	74.77
AffectGPT-RL 2026.05	77.72	85.29	61.09	67.42	78.78	79.07	85.91	85.85	62.42	75.95
Emotion-LLaMAv2 2026.01	77.28	86.9	51.32	84.05	86.28	87.69	87.72	86.02	62.9	78.91
Emotion-LLaMAv2 2026.01	76.72	86.9	48.61	83.6	86.96	86.15	86.35	87.42	64	78.52
AffectGPT 2026.05	74.58	75.29	57.63	62.19	82.39	81.57	87.2	86.29	61.65	74.31
AffectGPT 2026.05	72.94	73.41	56.63	55.68	83.46	80.74	82.99	83.75	59.98	72.18
Qwen2.5-Omni-7B 2026.01	72.84	80.44	43.72	61.53	78.86	61.84	75.44	76.67	53.13	67.16
HumanOmniV2-9B 2026.01	68.59	57.41	42.74	60.95	76.56	75.44	83.58	81.65	61.62	67.62
R1-Omni 2026.05	64.17	67.43	43.2	51.58	58.02	56.48	71.82	68.58	55.24	59.61
HumanOmni-7B 2026.01	63.36	76.64	37.05	52.52	7.37	7.33	43.87	35.35	59.03	42.5
Emotion-LLaMA 2026.01	59.38	73.62	46.76	55.47	66.13	67.66	78.32	77.23	52.97	64.17
Emotion-LLaMA 2026.05	59.38	73.62	46.76	55.47	66.13	67.66	78.32	77.23	52.97	64.17
LLaMA3.2-90B-Vision 2026.01	58.49	62.72	48.82	57.71	82.06	65.74	77.65	80.26	54.09	65.28
Chat-UniVi 2026.05	57.62	65.67	45.61	52.37	54.53	63.18	68.15	66.36	48	57.94
mPLUG-Owl 2026.05	56.86	59.89	49.11	55.54	72.4	72.91	72.13	75	48.18	62.45
SALMONN 2026.05	55.53	45.38	45.62	46.84	81	67.03	68.69	65.93	45	57.89
Video-LLaVA 2026.01	54.82	43.31	35.96	37.17	71.31	40.81	61.2	57.17	52.5	50.47
LLaMA-VID 2026.05	50.72	57.6	42.75	46.02	61.78	63.89	69.35	67.48	45.01	56.07
VideoChat 2026.05	48.73	57.3	41.11	48.38	65.13	63.61	69.52	72.14	44.52	56.71
Qwen2.5-VL-72B 2026.01	47.84	40.43	46.81	34.86	85.81	70.8	72	72.85	47.02	57.6
Video-LLaMA2 2026.01	47.56	54.59	19.58	59.41	58.06	44.08	63.15	70.63	52.32	52.15
Video-ChatGPT 2026.05	44.86	46.8	37.33	56.83	54.42	63.12	64.82	65.8	39.8	52.64
Qwen-Audio 2026.05	41.85	31.61	49.09	35.47	70.09	46.9	70.73	65.26	32.36	49.26
SECap 2026.05	40.95	52.46	25.56	36.92	55.76	54.18	59.51	57.41	36.97	46.64
PandaGPT 2026.05	40.21	51.89	37.88	44.04	61.92	67.61	68.38	67.23	37.12	52.92
PandaGPT 2026.05	39.13	47.16	38.33	47.21	58.5	64.25	62.07	65.25	35.07	50.77
Video-LLaMA 2026.01	38.65	44.4	31.6	20.36	69.19	36.75	31.16	31.21	49.91	39.25
Video-LLaVA 2026.05	36.93	30.25	30.73	38.95	56.37	61.64	53.28	57.45	34	44.4
VideoChat2 2026.05	33.67	54.5	36.64	48.7	66.84	54.32	69.49	-	39.21	52.67
PandaGPT 2026.05	33.57	39.04	31.91	36.55	66.06	61.33	62.93	58.88	31.33	46.84
OneLLM 2026.05	25.52	17.21	28.32	33.44	64.01	54.09	63.39	61.98	22.25	41.14
Otter 2026.05	16.41	14.65	22.57	29.08	52.89	50.44	57.56	53.12	16.63	34.82