Image Classification on Petimage (val)
16.8Error Rate (No Attack)Trim-mean
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Trim-meanMalicious client ratio=0.32026.04 | 16.8 | 28.7 | 50 | 45 | 50 | 33 | 50 | 50 | |
| FoundationFL+MeanMalicious client ratio=0.32026.04 | 16.8 | 33.4 | 50 | 20.3 | 33.2 | 48.1 | 50 | 50 | |
| Gau+MedianMalicious client ratio=0.32026.04 | 17.3 | 31.8 | 18.5 | 20.2 | 25.3 | 23.9 | 36.7 | 50 | |
| FedAvgMalicious client ratio=0.32026.04 | 17.5 | 31.6 | 47.8 | 48.2 | 50 | 40.1 | 50 | 50 | |
| MedianMalicious client ratio=0.32026.04 | 17.5 | 35.7 | 18 | 19.8 | 21.8 | 23.8 | 20.9 | 21.7 | |
| Gau+Trim-meanMalicious client ratio=0.32026.04 | 18.2 | 25.4 | 50 | 50 | 50 | 50 | 50 | 50 | |
| FoundationFL+MedianMalicious client ratio=0.32026.04 | 18.4 | 32.6 | 18.7 | 19.7 | 18 | 32.7 | 30.5 | 30.5 | |
| AdaBFLMalicious client ratio=0.32026.04 | 22.4 | 27.2 | 17.7 | 17.6 | 17.5 | 16.9 | 17.8 | 17.6 | |
| GAS+MedianMalicious client ratio=0.32026.04 | 32.6 | 50 | 31.8 | 31.9 | 38.7 | 30.9 | 31.6 | 31.4 | |
| GAS+Trim-meanMalicious client ratio=0.32026.04 | 32.8 | 50 | 42.7 | 11 | 31.6 | 50 | 34.7 | 50 |