Facial Expression Recognition on SFEW (val)
58.1AccuracyCovariance Pooling
Evaluation Results
| Method | Links | |
|---|---|---|
| Covariance PoolingRep. Dim.=5122018.07 | 58.1 | |
| RAN(VGG16+ResNet18)Pre-trained Dataset=MS_Celeb_1M, Year=20192019.05 | 56.4 | |
| Multiple deep CNNsPre-trained Dataset=FER2013, Year=20152019.05 | 55.96 | |
| ViT + SEModel Type=Deep Learning2021.07 | 54.29 | |
| ViT + SEModel Type=Deep Learning2021.07 | 54.29 | |
| RAN-ResNet18Pre-trained Dataset=MS_Celeb_1M, Year=20192019.05 | 54.19 | |
| [25]Model Type=Deep Learning, Year=20202021.07 | 54.19 | |
| Method [25]Model Type=Deep Learning, Year=20202021.07 | 54.19 | |
| Island LossPre-trained Dataset=FER2013, Year=20182019.05 | 52.52 | |
| [41]Model Type=Deep Learning, Year=20182021.07 | 52.52 | |
| Method [41]Model Type=Deep Learning, Year=20182021.07 | 52.52 | |
| Deep Locality PreservingRep. Dim.=20002018.07 | 51 | |
| Identity-aware CNNPre-trained Dataset=FER2013, Year=20172019.05 | 50.98 | |
| [24]Model Type=Deep Learning, Year=20182021.07 | 49.18 | |
| Method [24]Model Type=Deep Learning, Year=20182021.07 | 49.18 | |
| BaselineRep. Dim.=5122018.07 | 48.7 | |
| Transfer LearningRep. Dim.=40962018.07 | 48.5 | |
| CAKE-3Rep. Dim.=32018.07 | 44.7 |