Fairness measurement estimation on GenData-StyleGAN2 1.0 (BlackHair)
0.16Epsilon PCLEAM
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| CLEAMSA Classifier=ResNet-34, Classifier Confidence (alpha)={0.834, 0.916}, Average Classifier Accuracy (Avg. a)=0.882023.10 | 0.16 | 64.4 | — | — | — | |
| CLEAMSA Classifier=ResNet-18, Classifier Confidence (alpha)={0.869, 0.885}, Average Classifier Accuracy (Avg. a)=0.882023.10 | 0.31 | 64.1 | — | — | — | |
| CLEAMSA Classifier=Average Error2023.10 | 0.39 | — | — | — | — | |
| CLEAMSA Classifier=VGG-16, Classifier Confidence (alpha)={0.851, 0.836}, Average Classifier Accuracy (Avg. a)=0.842023.10 | 0.47 | 64 | — | — | — | |
| CLEAMSA Classifier=MobileNetv2, Classifier Confidence (alpha)={0.839, 0.881}, Average Classifier Accuracy (Avg. a)=0.862023.10 | 0.62 | 63.9 | — | — | — | |
| CLEAMBackbone=ResNet-18, Pre-trained dataset=CelebA-HQ2023.10 | 1.4 | 64.1 | 0.31 | — | — | |
| BBSEBackbone=ResNet-18, Pre-trained dataset=CelebA-HQ2023.10 | 3.27 | 63 | 2.02 | — | — | |
| BaselineSA Classifier=VGG-16, Classifier Confidence (alpha)={0.851, 0.836}, Average Classifier Accuracy (Avg. a)=0.842023.10 | 6.22 | 60.3 | — | — | — | |
| BaselineSA Classifier=ResNet-18, Classifier Confidence (alpha)={0.869, 0.885}, Average Classifier Accuracy (Avg. a)=0.882023.10 | 6.84 | 59.9 | — | — | — | |
| BaselineBackbone=ResNet-18, Pre-trained dataset=CelebA-HQ2023.10 | 8.08 | 59.9 | 6.48 | — | — | |
| BaselineSA Classifier=Average Error2023.10 | 8.75 | — | — | — | — | |
| DiversitySA Classifier=VGG-16, Classifier Confidence (alpha)={0.851, 0.836}, Average Classifier Accuracy (Avg. a)=0.842023.10 | 9.49 | 58.2 | — | — | — | |
| DiversitySA Classifier=Average Error2023.10 | 9.49 | — | — | — | — | |
| BaselineSA Classifier=MobileNetv2, Classifier Confidence (alpha)={0.839, 0.881}, Average Classifier Accuracy (Avg. a)=0.862023.10 | 9.95 | 57.9 | — | — | — | |
| BaselineSA Classifier=ResNet-34, Classifier Confidence (alpha)={0.834, 0.916}, Average Classifier Accuracy (Avg. a)=0.882023.10 | 11.98 | 56.6 | — | — | — |