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ResearchFormerly WizWand

Emotion Understanding and Analysis on HitEmotion

59.21DPTM (MF)Gemini-2.5-Pro

Evaluation results

Method	Links
Gemini-2.5-Pro2026.02		59.21	28.68	71.83	77.2	75.43	44.47	73.79	58.9
Gemini-2.5-Flash2026.02		56.35	24.87	65.74	72.63	73.21	38.12	61.83	55.56
TMPO2026.02		56.23	32.82	78.64	73.39	78.16	45.68	71.56	61.08
GPT-4.12026.02		49.47	27.65	78	72.91	77.7	40.91	66.18	57.85
Gemini-2.5-Pro2026.02		49.23	19.25	69.39	70.67	67.61	39.23	64.95	52.65
GPT-4.12026.02		47.5	18.62	70.19	67.68	70.81	37.98	65.76	53.82
Gemini-2.5-Flash2026.02		47.18	16.34	64.66	64.14	66.71	36.55	57.65	51.41
TMPO2026.02		46.42	23.11	68.4	64.18	69.47	37.24	60.45	51.83
GPT-4o2026.02		45.9	25.7	66.63	71.19	68.3	36.45	61.04	53.72
GPT-4o2026.02		42.33	17.45	60	66.13	64.76	35.32	55.76	49.68
InternVL3-38B2026.02		40.55	16.49	59.25	64.74	64.8	32.64	53.85	46
Qwen2.5-VL-32B2026.02		40.22	14.62	57.5	62.67	63.29	32.38	52.08	48.2
Emotion-LLaMA-7B2026.02		39.54	15.46	57.92	52.08	60.13	34.18	44.15	47.59
R1-Omni-0.5B2026.02		37.54	13.45	46.25	50.03	58.4	29.58	47.85	29.81
InternVL3-8B2026.02		36.77	14.79	53.5	60.13	63.11	33.13	50.9	39.48
HumanOmni-7B2026.02		35.59	12.55	49.5	53.5	59.89	32.98	47.9	36.2
AffectGPT-7B2026.02		34.17	12.27	56.5	40.07	60.48	30.95	42.4	37.92
Qwen2.5-Omni-7B2026.02		31.63	11.42	53	55.79	61.93	31.09	44.65	37.68
LLaVA-One-Vision-7B2026.02		31.54	11.33	42.25	60.37	63.89	14.02	39.75	33
Qwen2.5-VL-7B2026.02		31.41	11.02	54.25	64.49	64.65	32.59	52.55	45.6
LLaVA-NeXT-Video-7B2026.02		31.28	12.37	43.5	40.5	59.4	13.45	44.75	25.25
VideoLLaMA3-7B2026.02		31.17	14.42	44.89	62.5	61.96	23.67	51.15	42.61
MiniCPM-V-2.6-8B2026.02		30.8	14.51	49.25	55.03	61.82	27.77	39.85	43.51