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Emotion Recognition on CREMA-D (test)

89.15AccuracyN-PP
24.243641.094357.94574.7957Mar 24, 2025Jun 10, 2025Aug 28, 2025Nov 14, 2025Feb 1, 2026Apr 20, 2026Jul 8, 2026

Evaluation results

MethodLinks
N-PPBackbone=R(2+1)D, Approach=No privacy preservation2026.0389.15——
N-PPBackbone=I3D, Approach=No privacy preservation2026.0388.26——
Identity-Disentangled Privacy-Preserving Video FERBackbone=I3D2026.0382.12——
Identity-Disentangled Privacy-Preserving Video FERBackbone=R(2+1)D2026.0380.9——
Contr-HLBackbone=R(2+1)D2026.0379.19——
GBBackbone=R(2+1)D, Gaussian blurring hyperparameter (sigma)=0.52026.0378.54——
Contr-HLBackbone=I3D2026.0378.42——
GBBackbone=I3D, Gaussian blurring hyperparameter (sigma)=0.52026.0377.43——
InfoReg*unimodal loss=true2025.0375.7161.6361.22
Adver.Backbone=R(2+1)D2026.0374.59——
GIMLCorruption Type=Snow, Intensity=22026.0773.81——
Adver.Backbone=I3D2026.0373.42——
MMParetounimodal loss=true2025.0373.0860.8358.92
GIMLCorruption Type=Fog, Intensity=22026.0771.82——
Joint training*unimodal loss=true2025.0370.8160.5255.23
GIMLCorruption Type=Rain, Intensity=22026.0770.37——
GIMLCorruption Type=Snow, Intensity=52026.0769.38——
G-Blendingunimodal loss=true2025.0369.1160.1451.29
Face S.Backbone=I3D2026.0368.36——
Face S.Backbone=R(2+1)D2026.0367.56——
TMDCCorruption Type=Snow, Intensity=22026.0767.12——
Joint trainingunimodal loss=false2025.0366.6158.9935.14
TMDCCorruption Type=Fog, Intensity=22026.0765.29——
TMDCCorruption Type=Snow, Intensity=52026.0764.83——
TMDCCorruption Type=Rain, Intensity=22026.0764.73——
GIMLCorruption Type=Fog, Intensity=52026.0762.95——
GIMLCorruption Type=Rain, Intensity=52026.0762.17——
TMDCCorruption Type=Rain, Intensity=52026.0759.24——
TMDCCorruption Type=Snow, Intensity=72026.0758.22——
GIMLCorruption Type=Fog, Intensity=72026.0757.76——
TMDCCorruption Type=Fog, Intensity=52026.0757.5——
GIMLCorruption Type=Rain, Intensity=72026.0757.5——
GIMLCorruption Type=Snow, Intensity=72026.0756.29——
TMDCCorruption Type=Rain, Intensity=72026.0755.72——
TMDCCorruption Type=Fog, Intensity=72026.0753.81——
GIMLCorruption Type=M+G, Intensity=(2,2)2026.0752.95——
TMDCCorruption Type=M+G, Intensity=(2,2)2026.0726.74——