Class Probability Estimation on GenData StyleGAN2 Gender
0.62Point Estimate Error RateCLEAM
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| CLEAMSA Classifier=ResNet-18, Classifier Confidence (alpha)={0.947, 0.983}, Average Classifier Accuracy (Avg. a)=0.972023.10 | 0.62 | 63.8 | — | 2.02 | |
| CLEAMSA Classifier=MobileNetv2, Classifier Confidence (alpha)={0.938, 0.975}, Average Classifier Accuracy (Avg. a)=0.962023.10 | 0.78 | 63.7 | — | 1.56 | |
| CLEAMSA Classifier=Average Error2023.10 | 0.9 | — | — | 1.99 | |
| CLEAMSA Classifier=VGG-16, Classifier Confidence (alpha)={0.801, 0.919}, Average Classifier Accuracy (Avg. a)=0.862023.10 | 0.93 | 63.6 | — | 2.18 | |
| CLEAMSA Classifier=ResNet-34, Classifier Confidence (alpha)={0.932, 0.976}, Average Classifier Accuracy (Avg. a)=0.952023.10 | 1.25 | 63.4 | — | 2.18 | |
| BaselineSA Classifier=ResNet-18, Classifier Confidence (alpha)={0.947, 0.983}, Average Classifier Accuracy (Avg. a)=0.972023.10 | 4.98 | 61 | — | 6.23 | |
| BaselineSA Classifier=MobileNetv2, Classifier Confidence (alpha)={0.938, 0.975}, Average Classifier Accuracy (Avg. a)=0.962023.10 | 5.45 | 60.7 | — | 6.23 | |
| BaselineSA Classifier=ResNet-34, Classifier Confidence (alpha)={0.932, 0.976}, Average Classifier Accuracy (Avg. a)=0.952023.10 | 7.17 | 59.6 | — | 8.26 | |
| BaselineSA Classifier=Average Error2023.10 | 8.68 | — | — | 9.7 | |
| DiversitySA Classifier=VGG-16, Classifier Confidence (alpha)={0.801, 0.919}, Average Classifier Accuracy (Avg. a)=0.862023.10 | 14.3 | 55 | — | 16.51 | |
| DiversitySA Classifier=Average Error2023.10 | 14.3 | — | — | 16.51 | |
| BaselineSA Classifier=VGG-16, Classifier Confidence (alpha)={0.801, 0.919}, Average Classifier Accuracy (Avg. a)=0.862023.10 | 17.13 | 53.2 | — | 18.06 |