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ResearchFormerly WizWand

Categorical Emotion Recognition on MAFW 11-class

34.24UAREmoCLIP (Frozen backbone)
-1.10968.067717.24526.4223Oct 25, 2023Jan 26, 2024Apr 28, 2024Jul 30, 2024Oct 31, 2024Feb 1, 2025May 5, 2025
Updated 8mo ago

Evaluation results

MethodLinks
EmoCLIP (Frozen backbone)Mode=Supervised, Architecture=EmoCLIP (Frozen backbone), Contrastive Pre-training=MAFW [class descriptions]2023.1034.2441.46
T-ESFLMode=Supervised, Architecture=T-ESFL2023.1033.2848.18
VIT_LSTMMode=Supervised, Architecture=VIT_LSTM2023.1032.6745.56
C3DMode=Supervised, Architecture=C3D2023.1031.1742.25
EmoCLIP (LP)Mode=Supervised, Architecture=EmoCLIP (LP)2023.1030.2644.23
C3D_LSTMMode=Supervised, Architecture=C3D_LSTM2023.1029.7543.76
Resnet18_LSTMMode=Supervised, Architecture=Resnet18_LSTM2023.1028.0839.38
EmoCLIPMode=Zero-shot, Architecture=EmoCLIP, Contrastive Pre-training=MAFW [sample descriptions]2023.1025.8633.49
CLIPMode=Zero-shot, Architecture=CLIP, Contrastive Pre-training=Laion-400m2023.1020.421.16
FaRL - ViT-B/16Mode=Zero-shot, Architecture=FaRL - ViT-B/16, Contrastive Pre-training=Laion Face-20M2023.1014.077.7
VAEmoSSL=true, Modality=A+V, #Params(M)=392025.050.45670.5891
FineCLIPERSSL=true, Modality=T+V, #Params(M)=N/A2025.050.45010.5691
MMA-DFERSSL=true, Modality=A+V2025.050.44250.5845
S4DSSL=true, Modality=V, #Params(M)=1012025.050.43720.5844
HICMAE-BSSL=true, Modality=A+V, #Params(M)=812025.050.42650.5617
HICMAE-SSSL=true, Modality=A+V, #Params(M)=462025.050.41660.5445
MAE-DFERSSL=true, Modality=V, #Params(M)=852025.050.41620.5431
SVFAPSSL=true, Modality=V, #Params(M)=782025.050.41190.5428
DFER-CLIPSSL=false, Modality=V, #Params(M)=1532025.050.39890.5255
T-MEPSSL=false, Modality=A+V, #Params(M)=612025.050.37170.5115
T-ESFLSSL=false, Modality=A+V2025.050.33350.487
WavLM-PlusSSL=true, Modality=A, #Params(M)=952025.050.26330.3407
HUBERTSSL=true, Modality=A, #Params(M)=952025.050.250.326