Object Recognition on Office-Caltech
97.38Accuracy (Amazon)MPFT + VPDR
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| MPFT + VPDRFramework=MPFT, +LDP=VPDR, Privacy budget (epsilon)=0.52026.04 | 97.38 | 91.07 | 83.87 | 98.31 | 92.66 | 6.68 | |
| FedTGP + VPDRFramework=FedTGP, +LDP=VPDR, Privacy budget (epsilon)=0.52026.04 | 96.86 | 95.09 | 84.15 | 100 | 94.03 | 6.89 | |
| FedProto + VPDRFramework=FedProto, +LDP=VPDR, Privacy budget (epsilon)=0.52026.04 | 96.34 | 93.75 | 83.87 | 96.61 | 92.64 | 5.99 | |
| FedPCL + VPDRFramework=FedPCL, +LDP=VPDR, Privacy budget (epsilon)=0.52026.04 | 96.34 | 91.96 | 72.19 | 95.92 | 89.1 | 11.45 | |
| FedPLVM + VPDRFramework=FedPLVM, +LDP=VPDR, Privacy budget (epsilon)=0.52026.04 | 96.34 | 92.86 | 81.65 | 98.04 | 92.22 | 7.37 | |
| FPL + VPDRFramework=FPL, +LDP=VPDR, Privacy budget (epsilon)=0.52026.04 | 96.08 | 92.41 | 83.87 | 98.31 | 92.67 | 6.35 | |
| FedPCL + IGPPFramework=FedPCL, +LDP=IGPP, Privacy budget (epsilon)=0.52026.04 | 95.81 | 89.29 | 61.29 | 94.64 | 85.26 | 16.23 | |
| FedTGP + IGPPFramework=FedTGP, +LDP=IGPP, Privacy budget (epsilon)=0.52026.04 | 95.81 | 91.96 | 83.87 | 96.61 | 92.06 | 5.83 | |
| FedPLVM + IGPPFramework=FedPLVM, +LDP=IGPP, Privacy budget (epsilon)=0.52026.04 | 95.29 | 88.84 | 79.42 | 96.42 | 89.99 | 7.8 | |
| FedProto + IGPPFramework=FedProto, +LDP=IGPP, Privacy budget (epsilon)=0.52026.04 | 95.27 | 91.86 | 76.42 | 95.03 | 89.64 | 8.95 | |
| FPL + IGPPFramework=FPL, +LDP=IGPP, Privacy budget (epsilon)=0.52026.04 | 94.53 | 91.86 | 81.65 | 95.77 | 90.95 | 6.41 | |
| MPFT + IGPPFramework=MPFT, +LDP=IGPP, Privacy budget (epsilon)=0.52026.04 | 91.1 | 91.07 | 80.65 | 94.92 | 89.44 | 6.13 |