Expression Classification on AffectNet (val)
82Average AccuracyAlexNet
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| AlexNetSupervision=Supervised2018.08 | 82 | — | — | — | — | — | — | — | — | |
| VGG-Face descriptorSupervision=Supervised2018.08 | 81.5 | 75.9 | 92.2 | 80.5 | 81.4 | 82.3 | 81.4 | 81.2 | 77.1 | |
| FAb-Net w/ curric., 3 source framesSupervision=Self-supervised, Curriculum learning=true, Number of source frames=32018.08 | 76.4 | 72.3 | 90.4 | 70.9 | 78.6 | 77.8 | 72.5 | 76.4 | 72.2 | |
| FAb-Net w/ curric.Supervision=Self-supervised, Curriculum learning=true2018.08 | 76 | 71.5 | 90 | 70.8 | 78.2 | 77.4 | 72.2 | 75.7 | 72.1 | |
| FAb-NetSupervision=Self-supervised2018.08 | 74.2 | 70 | 87.6 | 68.8 | 75.5 | 76.5 | 70 | 73.2 | 71.2 | |
| Gidaris et al.Supervision=Self-supervised2018.08 | 72.7 | 67.8 | 84.9 | 69 | 73.9 | 75.7 | 69.8 | 71.5 | 68.7 | |
| AutoencoderSupervision=Self-supervised2018.08 | 68 | 65.8 | 80 | 64.7 | 66.1 | 70.6 | 63.4 | 68.3 | 65 | |
| SplitBrainSupervision=Self-supervised2018.08 | 65.3 | 63.9 | 74.7 | 64.2 | 61.3 | 68.3 | 58.6 | 68.2 | 62.8 | |
| BaselineRep. Dim.=5122018.07 | 61.7 | — | — | — | — | — | — | — | — | |
| ESR-9Number of emotion labels=82020.01 | 59.3 | — | — | — | — | — | — | — | — | |
| gACNNNumber of emotion labels=72020.01 | 58.8 | — | — | — | — | — | — | — | — | |
| CAKE-3Rep. Dim.=32018.07 | 58.2 | — | — | — | — | — | — | — | — | |
| AlexNet-WLNumber of emotion labels=82020.01 | 58 | — | — | — | — | — | — | — | — | |
| VGGNetNumber of emotion labels=82020.01 | 58 | — | — | — | — | — | — | — | — | |
| IPA2LTNumber of emotion labels=72020.01 | 57.3 | — | — | — | — | — | — | — | — | |
| MobileNetNumber of emotion labels=82020.01 | 56 | — | — | — | — | — | — | — | — | |
| AlexNetNumber of emotion labels=82020.01 | 56 | — | — | — | — | — | — | — | — | |
| pACNNNumber of emotion labels=72020.01 | 55.3 | — | — | — | — | — | — | — | — | |
| AlexNet-USNumber of emotion labels=82020.01 | 47 | — | — | — | — | — | — | — | — | |
| AlexNet-DSNumber of emotion labels=82020.01 | 40 | — | — | — | — | — | — | — | — |