Facial Attribute Classification (Attractive) on CelebA (test)
82.43AccuracyNormal training
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Normal trainingFAAP=No, Training Strategy=Normal2022.03 | 82.43 | 0.5023 | 0.5683 | — | — | — | |
| Unfair training (RG)FAAP=No, Training Strategy=Unfair (RG)2022.03 | 82.24 | 0.5547 | 0.7217 | — | — | — | |
| Unfair training (LF)FAAP=No, Training Strategy=Unfair (LF)2022.03 | 81.06 | 0.5566 | 0.7752 | — | — | — | |
| Normal training + FAAPFAAP=Yes, Training Strategy=Normal2022.03 | 79.73 | 0.2704 | 0.0621 | — | — | — | |
| Fair trainingFAAP=No, Training Strategy=Fair2022.03 | 79.56 | 0.2745 | 0.0724 | — | — | — | |
| Unfair training (RG) + FAAPFAAP=Yes, Training Strategy=Unfair (RG)2022.03 | 79.37 | 0.255 | 0.0539 | — | — | — | |
| Fair training + FAAPFAAP=Yes, Training Strategy=Fair2022.03 | 79.31 | 0.2244 | 0.0434 | — | — | — | |
| Unfair training (LF) + FAAPFAAP=Yes, Training Strategy=Unfair (LF)2022.03 | 79.08 | 0.289 | 0.1179 | — | — | — | |
| RNBackbone=ResNet, Sensitive Attribute=Gender, Number of runs=102025.12 | 78.14 | — | — | 86.58 | 51.66 | 35.67 | |
| RNBackbone=ResNet, Sensitive Attribute=Young, Number of runs=102025.12 | 78.14 | — | — | 86.67 | 41.74 | 18.35 | |
| DPBackbone=ResNet, Sensitive Attribute=Young, Number of runs=102025.12 | 66.78 | — | — | 73.95 | 2.43 | 0.91 | |
| HSICBackbone=ResNet, Sensitive Attribute=Young, Number of runs=102025.12 | 66.04 | — | — | 73.08 | 1.99 | 1.04 | |
| MMDBackbone=ResNet, Sensitive Attribute=Young, Number of runs=102025.12 | 65.82 | — | — | 72.84 | 3.49 | 1.6 | |
| PRBackbone=ResNet, Sensitive Attribute=Gender, Number of runs=102025.12 | 65.51 | — | — | 71.7 | 4 | 5.05 | |
| CSBackbone=ResNet, Sensitive Attribute=Young, Number of runs=102025.12 | 65.33 | — | — | 73.15 | 1.28 | 0.3 | |
| CSBackbone=ResNet, Sensitive Attribute=Gender, Number of runs=102025.12 | 65.05 | — | — | 71.42 | 0.98 | 1.53 | |
| HSICBackbone=ResNet, Sensitive Attribute=Gender, Number of runs=102025.12 | 63.39 | — | — | 69.33 | 2.24 | 3.83 | |
| PRBackbone=ResNet, Sensitive Attribute=Young, Number of runs=102025.12 | 62.98 | — | — | 69.63 | 1.32 | 1.82 | |
| MMDBackbone=ResNet, Sensitive Attribute=Gender, Number of runs=102025.12 | 62.54 | — | — | 66.47 | 1.39 | 5.89 | |
| DPBackbone=ResNet, Sensitive Attribute=Gender, Number of runs=102025.12 | 62.42 | — | — | 66.86 | 0.46 | 4.84 |