Table 9.
Comparision of the average of 3 epoch training time (second) on datasets
Setting | FMNIST | CIFAR-10 | CIFAR-100 | Fed-ISIC19 |
---|---|---|---|---|
Private model training in FedType | 265.67 | 279.33 | 312.67 | 526.00 |
Private model training with symmetrical KD loss | 238.00 | 241.67 | 275.33 | 493.67 |
Proxy model training in FedType | 161.33 | 164.67 | 176.33 | 371.00 |
Proxy model training with only CE loss | 129.67 | 131.33 | 152.00 | 253.33 |