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Emotion Perception on EEmo-Bench

68.54Overall Perception Score

EEmo-Logic

Updated 1mo ago

Evaluation Results

Method
EEmo-Logic 2026.02	68.54	71.73	68.37	70.05	66.8	64.41	65.61	-	-
Gemini-2.5-Pro 2026.02	66.79	72.22	64.59	68.41	65.21	62.09	63.65	-	-
GPT-4o 2026.02	65.31	68.25	64.8	66.53	64.41	61.49	62.95	-	-
LLaVA-OneVision-72B 2026.02	64.16	66.36	64.64	65.5	65.01	58.11	61.56	-	-
Qwen2-VL-72B 2026.02	63.83	67.89	61.58	64.74	64.12	60	62.06	-	-
Qwen2.5-VL-72B 2026.02	63.39	67.08	61.28	64.18	63.92	59.8	61.86	-	-
GPT-5 2026.02	63.38	67.4	60.05	63.73	63.46	61.96	62.71	-	-
Qwen-VL-Max 2026.02	62.88	66.51	60.96	63.74	63.59	58.84	61.22	-	-
EEmo-Logic 2026.02	62.16	-	-	-	-	-	-	59.02	67.4
Emotion-Qwen 2026.02	61.67	63.98	60.31	62.15	60.24	61.23	60.74	-	-
Claude-3.7-Sonnet 2026.02	61.61	64.08	59.04	61.56	61.93	61.49	61.71	-	-
Qwen3-VL-8B 2026.02	61.41	66.8	59.55	63.18	60.22	55.69	57.96	-	-
EmoCaliber 2026.02	60.67	67.19	56.99	62.09	65.51	50.3	57.91	-	-
LLaVA-OneVision-7B 2026.02	60.32	65.75	58.83	62.29	61.13	51.84	56.49	-	-
Qwen2.5-VL-7B 2026.02	59.54	64.37	57.24	60.81	59.24	54.93	57.09	-	-
LLaVA-OneVision-1.5-8B 2026.02	58.56	63.21	59.95	61.58	60.44	44.93	52.69	-	-
Qwen2-VL-7B 2026.02	57.99	59.98	59.39	59.69	54.97	54.43	54.7	-	-
GPT-5 2026.02	56.63	-	-	-	-	-	-	55.21	58.99
GPT-4o 2026.02	56.19	-	-	-	-	-	-	55.97	56.57
mPLUG-Owl3-7B 2026.02	56.14	59.11	52.96	56.04	59.84	52.84	56.34	-	-
InternVL3.5-8B 2026.02	55.81	60.15	54.37	57.26	55.57	50.4	52.99	-	-
LLaVA-NEXT-8B 2026.02	54.22	57.43	55.87	56.65	55.77	43.18	49.48	-	-
LLaVA-OneVision-72B 2026.02	53.95	-	-	-	-	-	-	52.36	56.6
Deepseek-VL-7B-chat 2026.02	51.98	60.18	50.14	55.16	52.88	38.71	45.8	-	-
Claude-3.7-Sonnet 2026.02	51.76	-	-	-	-	-	-	51.58	52.07
Janus-Pro-7B 2026.02	51.53	57.53	48.83	53.18	53.18	43.48	48.33	-	-
mPLUG-Owl3-7B 2026.02	50.67	-	-	-	-	-	-	48.98	53.5
Qwen2-VL-7B 2026.02	48.8	-	-	-	-	-	-	48.42	49.43
Janus-Pro-7B 2026.02	48.54	-	-	-	-	-	-	49.48	46.97
LLaVA-OneVision-1.5-8B 2026.02	48.38	-	-	-	-	-	-	50.74	44.43
Qwen2-VL-72B 2026.02	47.56	-	-	-	-	-	-	47.23	48.1
Qwen2.5-VL-72B 2026.02	46.14	-	-	-	-	-	-	45.33	47.5
Qwen2.5-VL-7B 2026.02	45.7	-	-	-	-	-	-	45.69	45.73
LLaVA-OneVision-7B 2026.02	44.94	-	-	-	-	-	-	43.71	47
Deepseek-VL-7B-chat 2026.02	44.38	-	-	-	-	-	-	43.95	45.1
Qwen-VL-Max 2026.02	44.17	-	-	-	-	-	-	43.24	45.72
Gemini-2.5-Pro 2026.02	44.16	-	-	-	-	-	-	45.44	42.03
InternVL3.5-8B 2026.02	44.03	-	-	-	-	-	-	44.39	43.43
R1-Omni-0.5B 2026.02	44.02	47.7	42.05	44.88	48.91	35.79	42.35	-	-
AffectGPT 2026.02	43.73	49.13	37.76	43.45	50.6	37.97	44.29	-	-
Qwen3-VL-8B 2026.02	42.82	-	-	-	-	-	-	43.05	42.43
Random guess w/o open-ended 2026.02	41.83	50	33.33	41.67	50	34.26	42.13	-	-
EmoVIT 2026.02	39.94	-	-	-	-	-	-	44.27	32.7
LLaVA-NEXT-8B 2026.02	39.33	-	-	-	-	-	-	44.09	31.37
Emotion-Qwen 2026.02	36.43	-	-	-	-	-	-	36.29	36.67
EmoVIT 2026.02	33.77	51.58	45	48.29	3.48	7.58	5.53	-	-
Random guess w/o open-ended 2026.02	33.65	-	-	-	-	-	-	-	-
EmoCaliber 2026.02	33.05	-	-	-	-	-	-	35.07	29.67
R1-Omni-0.5B 2026.02	17.05	-	-	-	-	-	-	8.14	31.93
AffectGPT 2026.02	4.92	-	-	-	-	-	-	0.56	12.2