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Facial Expression Recognition on SFEW (val)

58.1AccuracyCovariance Pooling
44.16447.78251.455.018Jul 30, 2018Jan 24, 2019Jul 22, 2019Jan 17, 2020Jul 14, 2020Jan 9, 2021Jul 7, 2021
Updated 8mo ago

Evaluation results

MethodLinks
Covariance PoolingRep. Dim.=5122018.0758.1
RAN(VGG16+ResNet18)Pre-trained Dataset=MS_Celeb_1M, Year=20192019.0556.4
Multiple deep CNNsPre-trained Dataset=FER2013, Year=20152019.0555.96
ViT + SEModel Type=Deep Learning2021.0754.29
ViT + SEModel Type=Deep Learning2021.0754.29
RAN-ResNet18Pre-trained Dataset=MS_Celeb_1M, Year=20192019.0554.19
[25]Model Type=Deep Learning, Year=20202021.0754.19
Method [25]Model Type=Deep Learning, Year=20202021.0754.19
Island LossPre-trained Dataset=FER2013, Year=20182019.0552.52
[41]Model Type=Deep Learning, Year=20182021.0752.52
Method [41]Model Type=Deep Learning, Year=20182021.0752.52
Deep Locality PreservingRep. Dim.=20002018.0751
Identity-aware CNNPre-trained Dataset=FER2013, Year=20172019.0550.98
[24]Model Type=Deep Learning, Year=20182021.0749.18
Method [24]Model Type=Deep Learning, Year=20182021.0749.18
BaselineRep. Dim.=5122018.0748.7
Transfer LearningRep. Dim.=40962018.0748.5
CAKE-3Rep. Dim.=32018.0744.7