Emotion Recognition on RAF-DB, FERPlus, AffectNet, SFEW2.0 Composite benchmark leaderboard · SOTA2 Research

Emotion Recognition on RAF-DB, FERPlus, AffectNet, SFEW2.0 Composite

84.8F1 Score (RAF-DB)ExpLLM*

Evaluation Results

Method	Links
ExpLLM*2026.04		84.8	54.37	46.86	43.49	69.33	57.26	68.52	84.78	71.23	69.58	54.79	46.83	62.36	0
ActFER <4B>2026.04		82.72	59.92	57.66	51.13	73.89	67.45	79.28	89.34	70.39	70.9	60	54.71	63.97	51
UniFER-7B RL2026.04		81.3	58.55	44.53	39.7	68.84	55.32	72.8	84.32	72.46	51.31	51.57	41.68	65.08	3.31
ActFER-SFT <4B>2026.04		74.87	51.94	45.53	46.61	65.7	53.37	70.33	84.6	65.44	64.78	41.03	41.54	58.14	1.11
InternVL3.5-4B*2026.04		60.69	37.87	44.51	33.96	50.4	43.67	55.56	81.89	53.47	55.06	17.44	35.59	46.68	3.7
LLaVA-Next-34B2026.04		60.56	48.43	34.92	37.76	61.2	44.36	60.62	86.11	64	53.79	3.01	35.79	51.22	0.36
Qwen3VL-4B*2026.04		56.13	47.37	36.12	38.57	55.27	44.03	60.12	81.93	54.01	56.06	22.97	23.47	50	3.65
Gemini-2.5-Flash2026.04		55.6	44.95	45.38	37.2	61.55	45.47	62.25	81.53	59.69	63.43	42.52	41.82	48.86	9.14
EmoLA*2026.04		53.46	45.29	35.12	37.91	62.75	43.19	55.13	77.47	47.05	48.67	28.7	33.5	38.37	16.62
InternVL3-8B2026.04		52.69	43.34	39.33	37.27	60.59	44.54	65.08	85.56	61.57	40.02	41.35	38.31	54.41	14.55
Gemini-2.5-Pro2026.04		50.95	39.78	43.11	36.33	57.17	44.29	47.43	81.22	57.78	63.16	42.42	39.66	46.44	20.49
Qwen2.5VL-7B2026.04		50.26	46.25	26.97	36.22	53.78	35.34	54.6	67.29	53.91	52.7	3.28	22.26	46.97	0.37