Object Recognition on Digits (MNIST, USPS, SVHN, SYN)
98.55Accuracy (MNIST)MPFT + VPDR
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| MPFT + VPDRFramework=MPFT, +LDP=VPDR, Privacy budget (epsilon)=0.52026.04 | 98.55 | 94.53 | 93.5 | 98.8 | 96.34 | 2.73 | |
| FedPCL + VPDRFramework=FedPCL, +LDP=VPDR, Privacy budget (epsilon)=0.52026.04 | 98.47 | 85.62 | 92.89 | 75.2 | 88.05 | 10.05 | |
| FedPCL + IGPPFramework=FedPCL, +LDP=IGPP, Privacy budget (epsilon)=0.52026.04 | 98.27 | 80.7 | 92.43 | 65.25 | 84.16 | 14.57 | |
| FPL + VPDRFramework=FPL, +LDP=VPDR, Privacy budget (epsilon)=0.52026.04 | 98.24 | 94.22 | 93.03 | 97.3 | 95.7 | 2.47 | |
| FedProto + VPDRFramework=FedProto, +LDP=VPDR, Privacy budget (epsilon)=0.52026.04 | 98.17 | 94.32 | 92.55 | 97.7 | 95.69 | 2.7 | |
| FedPLVM + VPDRFramework=FedPLVM, +LDP=VPDR, Privacy budget (epsilon)=0.52026.04 | 98.14 | 91.59 | 93.17 | 91.45 | 93.59 | 3.13 | |
| FPL + IGPPFramework=FPL, +LDP=IGPP, Privacy budget (epsilon)=0.52026.04 | 98.09 | 92.52 | 91.49 | 96.45 | 94.64 | 3.14 | |
| FedProto + IGPPFramework=FedProto, +LDP=IGPP, Privacy budget (epsilon)=0.52026.04 | 98.08 | 93.57 | 89.41 | 95.25 | 94.08 | 3.63 | |
| FedTGP + VPDRFramework=FedTGP, +LDP=VPDR, Privacy budget (epsilon)=0.52026.04 | 97.86 | 95.22 | 92.42 | 98.4 | 95.97 | 2.75 | |
| FedPLVM + IGPPFramework=FedPLVM, +LDP=IGPP, Privacy budget (epsilon)=0.52026.04 | 97.79 | 89.94 | 92.07 | 89.2 | 92.25 | 3.89 | |
| FedTGP + IGPPFramework=FedTGP, +LDP=IGPP, Privacy budget (epsilon)=0.52026.04 | 97.59 | 93.82 | 90.61 | 96.9 | 94.73 | 3.2 | |
| MPFT + IGPPFramework=MPFT, +LDP=IGPP, Privacy budget (epsilon)=0.52026.04 | 97.56 | 93.92 | 92.83 | 97.6 | 95.48 | 2.47 |