Hair Color Classification on CelebA
91.3AccuracyBaseline Attack
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Baseline AttackAggregation/Defense=FilterFL, Backbone=VGG-162026.03 | 91.3 | 57.6 | — | |
| SABLEAggregation/Defense=FilterFL, Backbone=VGG-162026.03 | 90.8 | 78.1 | — | |
| Baseline AttackAggregation/Defense=MultiKrum, Backbone=ResNet182026.03 | 89.9 | 52.1 | — | |
| Baseline AttackAggregation/Defense=Trimmed Mean, Backbone=ResNet182026.03 | 87.5 | 80 | — | |
| BenignAggregation/Defense=MultiKrum, Backbone=ResNet182026.03 | 87.5 | — | — | |
| Baseline AttackAggregation/Defense=FedAvg, Backbone=VGG-162026.03 | 87 | 91.6 | — | |
| SABLEAggregation/Defense=FedAvg, Backbone=VGG-162026.03 | 87 | 91.7 | — | |
| Baseline AttackAggregation/Defense=FilterFL, Backbone=ResNet182026.03 | 86.3 | 62.1 | — | |
| BenignAggregation/Defense=FedAvg, Backbone=ResNet182026.03 | 86 | — | — | |
| BenignAggregation/Defense=FilterFL, Backbone=ResNet182026.03 | 85.9 | — | — | |
| BenignAggregation/Defense=FLAME, Backbone=ResNet182026.03 | 85.7 | — | — | |
| BenignAggregation/Defense=Trimmed Mean, Backbone=ResNet182026.03 | 85.5 | — | — | |
| Baseline AttackAggregation/Defense=FedAvg, Backbone=ResNet182026.03 | 85.2 | 77.2 | — | |
| SABLEAggregation/Defense=Trimmed Mean, Backbone=ResNet182026.03 | 85.1 | 86.5 | — | |
| SABLEAggregation/Defense=FedAvg, Backbone=ResNet182026.03 | 84.5 | 81.3 | — | |
| SABLEAggregation/Defense=FLAME, Backbone=ResNet182026.03 | 83.7 | 59.8 | — | |
| SABLEAggregation/Defense=FilterFL, Backbone=ResNet182026.03 | 82.6 | 87.8 | — | |
| Baseline AttackAggregation/Defense=FLAME, Backbone=VGG-162026.03 | 81.3 | 70.3 | — | |
| Baseline AttackAggregation/Defense=FLAME, Backbone=ResNet182026.03 | 81.2 | 59.3 | — | |
| SABLEAggregation/Defense=MultiKrum, Backbone=VGG-162026.03 | 80.9 | 94.5 | — | |
| Baseline AttackAggregation/Defense=Trimmed Mean, Backbone=VGG-162026.03 | 80.5 | 84.7 | — | |
| SABLEAggregation/Defense=Trimmed Mean, Backbone=VGG-162026.03 | 80.5 | 83.6 | — | |
| SABLEAggregation/Defense=FLAME, Backbone=VGG-162026.03 | 79.5 | 80.2 | — | |
| SABLEAggregation/Defense=MultiKrum, Backbone=ResNet182026.03 | 79.5 | 84.5 | — | |
| Baseline AttackAggregation/Defense=MultiKrum, Backbone=VGG-162026.03 | 79.4 | 79.1 | — | |
| Benign (Clean Training)Aggregation/Defense=FedAvg, Backbone=VGG-162026.03 | — | — | 84.3 | |
| Benign (Clean Training)Aggregation/Defense=Trimmed Mean, Backbone=VGG-162026.03 | — | — | 83 | |
| Benign (Clean Training)Aggregation/Defense=MultiKrum, Backbone=VGG-162026.03 | — | — | 81.6 | |
| Benign (Clean Training)Aggregation/Defense=FLAME, Backbone=VGG-162026.03 | — | — | 81.2 | |
| Benign (Clean Training)Aggregation/Defense=FilterFL, Backbone=VGG-162026.03 | — | — | 84.5 |