Emotional Mimicry Intensity Estimation on Hume-Vidmimic2 (val)

0.5851Average Pearson Correlation (p-bar)EmoViT+HuBERT+ChatGLM3

Evaluation Results

Method
EmoViT+HuBERT+ChatGLM32026.03	0.5851	0.7155	0.6159	0.6303	0.3488	0.6174	0.5793
ChatGLM3 + WavLM-Large + ViT2026.03	0.4786	0.5242	0.4709	0.4415	0.5846	0.4531	0.3971
ChatGLM3 + WavLM-Large + ViT2026.03	0.4673	0.5125	0.463	0.4338	0.5599	0.435	0.3995
GigaChat + MT-EmotiMobileViT + HuBERT2026.03	0.446	0.5197	0.4491	0.3916	0.4981	0.4192	0.3983
OpenAI + MT-EmotiMobileViT + HuBERT2026.03	0.4451	0.5203	0.4461	0.3938	0.5054	0.4015	0.4036
GigaChat + MT-EmotiMobileFaceNet + HuBERT2026.03	0.4338	0.4955	0.4332	0.3923	0.464	0.4282	0.3863
GigaChat + MT-EmotiMobileFaceNet2026.03	0.4231	0.4897	0.4107	0.3806	0.4824	0.4131	0.3618
OpenAI + MT-EmotiMobileFaceNet + HuBERT2026.03	0.4225	0.5073	0.4044	0.3696	0.4801	0.3822	0.3912
RoBERTa + MT-EmotiMobileFaceNet + HuBERT2026.03	0.4223	0.462	0.4095	0.3848	0.4936	0.3876	0.3965
GigaChat + MT-EmotiMobileFaceNet + HuBERT2026.03	0.4204	0.4823	0.4013	0.4267	0.4496	0.3765	0.3983
GigaChat + MT-EmotiMobileFaceNet2026.03	0.4199	0.4906	0.3988	0.4121	0.442	0.3876	0.393
RoBERTa + MT-EmotiMobileViT + HuBERT2026.03	0.4192	0.4603	0.4104	0.3844	0.4935	0.3802	0.3864
OpenAI + HuBERT2026.03	0.4125	0.5114	0.4006	0.3776	0.4863	0.3645	0.3344
GigaChat + HuBERT2026.03	0.4106	0.4955	0.3912	0.3881	0.4619	0.3922	0.3348
OpenAI + MT-EmotiMobileViT2026.03	0.4103	0.4932	0.409	0.3327	0.4571	0.3771	0.393
GigaChat + MT-EmotiMobileViT2026.03	0.4103	0.4932	0.409	0.3327	0.4571	0.3711	0.393
RoBERTa + MT-EmotiMobileFaceNet2026.03	0.4074	0.4408	0.3877	0.3632	0.5064	0.365	0.3814
RoBERTa + MT-EmotiMobileViT2026.03	0.4028	0.4379	0.3911	0.358	0.4802	0.3656	0.384
OpenAI (small)2026.03	0.4011	0.5113	0.3825	0.3687	0.4847	0.3363	0.3233
GigaChat + HuBERT2026.03	0.4011	0.4794	0.3733	0.4182	0.4449	0.3516	0.3395
GigaChat2026.03	0.4001	0.4888	0.3648	0.3732	0.4862	0.3726	0.3151
RoBERTa + HuBERT2026.03	0.3974	0.4644	0.3727	0.3814	0.4755	0.3477	0.343
Wav2Vec2.0+VAD2026.03	0.389	—	—	—	—	—	—
OpenAI + MT-EmotiMobileFaceNet2026.03	0.3887	0.4779	0.3593	0.3369	0.4373	0.3452	0.3758
SentenceE52026.03	0.3777	0.4719	0.3497	0.3417	0.4553	0.3293	0.3184
RoBERTa (emotional)2026.03	0.3763	0.4558	0.3328	0.3427	0.4964	0.3201	0.3099
SentenceBERT2026.03	0.3756	0.471	0.3585	0.3589	0.4347	0.3186	0.3119
RoBERTa (emotional)2026.03	0.3697	0.4501	0.3326	0.3173	0.4843	0.3331	0.3008
Sentence all-MiniLM2026.03	0.3537	0.4552	0.3076	0.3371	0.4111	0.3093	0.3023
ResNet18+AUs+Wav2Vec2.02026.03	0.3288	—	—	—	—	—	—
HuBERT2026.03	0.3045	0.3644	0.3179	0.2987	0.3111	0.2848	0.2499
wav2vec 2.0 + MT-EmotiMobileFaceNet2026.03	0.2898	0.3041	0.3004	0.2584	0.3148	0.316	0.2452
wav2vec 2.0 + MT-EmotiMobileViT2026.03	0.2829	0.3011	0.2968	0.2595	0.3074	0.3171	0.2152
HuBERT2026.03	0.2729	0.3585	0.2454	0.2432	0.3065	0.2566	0.2275
ViT+wav2Vec22026.03	0.25	—	—	—	—	—	—
wav2Vec22026.03	0.24	—	—	—	—	—	—
wav2vec 2.02026.03	0.2311	0.3006	0.1659	0.2559	0.3198	0.1844	0.1602
MT-EmotiMobileViT2026.03	0.1776	0.0619	0.2623	0.1247	0.0773	0.2544	0.2849
MT-EmotiMobileFaceNet2026.03	0.1732	0.0285	0.2498	0.1318	0.097	0.2543	0.2776
MT-EmotiMobileViT2026.03	0.1683	0.0433	0.2459	0.1347	0.0779	0.2382	0.2699
MT-EmotiMobileFaceNet2026.03	0.1667	0.0276	0.2367	0.1336	0.0807	0.2516	0.2699
MT-EmotiMobileFaceNet2026.03	0.1646	0.0557	0.238	0.1303	0.0703	0.2325	0.2605
MT-EmotiMobileViT2026.03	0.1644	0.0379	0.2314	0.1387	0.0781	0.2334	0.2672
MT-EmotiMobileViT2026.03	0.1642	0.0321	0.2484	0.149	0.0674	0.2399	0.2481
MT-EmotiMobileFaceNet2026.03	0.1518	0.0215	0.2288	0.114	0.0692	0.2299	0.2476
wav2vec 2.02026.03	0.1514	0.2153	0.1176	0.1834	0.1426	0.1275	0.1219
Baseline ViT2026.03	0.09	—	—	—	—	—	—