Image Classification on FMNIST non-i.i.d. (test)
70.83Accuracy (Test)FedMPDD
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| FedMPDDBytes Budget=150000000, Target Acc=60, CNN model=[66], Attack=[43], m=6002025.12 | 70.83 | 74,880,000 | — | |
| FedMPDDm=400, Bytes Budget=90000000, Target Acc=602025.12 | 69.47 | 37,760,000 | — | |
| FedMPDDm=800, Bytes Budget=90000000, Target Acc=602025.12 | 61.18 | 74,240,000 | — | |
| FedMPDDBytes Budget=150000000, Target Acc=60, CNN model=[66], Attack=[43], m=15002025.12 | 51.32 | 199,200,000 | — | |
| QSGDQuantization=8-bit, Bytes Budget=90000000, Target Acc=602025.12 | 24.3 | 306,204,000 | — | |
| FedSGD + Laplacevar=0.5, Bytes Budget=90000000, Target Acc=602025.12 | 15.06 | 1,224,451,200 | — | |
| QSGDBytes Budget=150000000, Target Acc=60, CNN model=[66], Attack=[43], Quantization=8-bit2025.12 | 13.51 | 1,457,304,000 | — | |
| FedSGDBytes Budget=150000000, Target Acc=60, CNN model=[66], Attack=[43]2025.12 | 12.22 | 5,828,691,200 | — | |
| FedSGDBytes Budget=90000000, Target Acc=602025.12 | 12.05 | 1,288,896,000 | — | |
| FedSGD + LaplaceBytes Budget=150000000, Target Acc=60, CNN model=[66], Attack=[43], Laplace Variance=0.0012025.12 | 12.03 | 5,615,446,400 | — |