Object Recognition on PACS
99.2Performance (P)MPFT + IGPP
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| MPFT + IGPPFramework=MPFT, +LDP=IGPP, Privacy budget (epsilon)=0.52026.04 | 99.2 | 95.84 | 92.31 | 82.68 | 92.51 | 7.13 | — | — | |
| MPFT + VPDRFramework=MPFT, +LDP=VPDR, Privacy budget (epsilon)=0.52026.04 | 99.2 | 96.09 | 93.52 | 83.06 | 92.97 | 7 | — | — | |
| FedTGP + VPDRFramework=FedTGP, +LDP=VPDR, Privacy budget (epsilon)=0.52026.04 | 99.1 | 97.56 | 92.95 | 83.06 | 93.17 | 7.23 | — | — | |
| FedPLVM + VPDRFramework=FedPLVM, +LDP=VPDR, Privacy budget (epsilon)=0.52026.04 | 98.8 | 92.18 | 86.54 | 68.84 | 86.59 | 12.85 | — | — | |
| FPL + VPDRFramework=FPL, +LDP=VPDR, Privacy budget (epsilon)=0.52026.04 | 98.4 | 96.56 | 91.74 | 81.64 | 92.09 | 7.51 | — | — | |
| FPL + IGPPFramework=FPL, +LDP=IGPP, Privacy budget (epsilon)=0.52026.04 | 98.2 | 92.91 | 90.81 | 79.75 | 90.42 | 7.76 | — | — | |
| FedTGP + IGPPFramework=FedTGP, +LDP=IGPP, Privacy budget (epsilon)=0.52026.04 | 98.2 | 95.11 | 90.17 | 81.91 | 91.35 | 7.11 | — | — | |
| FedProto + IGPPFramework=FedProto, +LDP=IGPP, Privacy budget (epsilon)=0.52026.04 | 98.1 | 92.62 | 91.24 | 79.48 | 90.36 | 7.84 | — | — | |
| FedProto + VPDRFramework=FedProto, +LDP=VPDR, Privacy budget (epsilon)=0.52026.04 | 98.1 | 95.56 | 91.38 | 83.35 | 92.1 | 6.46 | — | — | |
| FedPLVM + IGPPFramework=FedPLVM, +LDP=IGPP, Privacy budget (epsilon)=0.52026.04 | 97.9 | 90.95 | 82.69 | 65.99 | 84.38 | 13.75 | — | — | |
| FedPCL + IGPPFramework=FedPCL, +LDP=IGPP, Privacy budget (epsilon)=0.52026.04 | 97.66 | 83.44 | 62.61 | 51.92 | 73.91 | 20.54 | — | — | |
| MixupValidation protocol=DomainBed-style training-domain validation2026.05 | 97.6 | — | — | 75.8 | 84.6 | — | 86.1 | 78.9 | |
| RSCValidation protocol=DomainBed-style training-domain validation2026.05 | 97.6 | — | — | 78.2 | 85.2 | — | 85.4 | 79.7 | |
| CORALValidation protocol=DomainBed-style training-domain validation2026.05 | 97.5 | — | — | 78.8 | 86.2 | — | 88.3 | 80 | |
| CROValidation protocol=DomainBed-style training-domain validation2026.05 | 97.5 | — | — | 77 | 84.6 | — | 82.8 | 81 | |
| MLDGValidation protocol=DomainBed-style training-domain validation2026.05 | 97.4 | — | — | 76.6 | 84.9 | — | 85.5 | 80.1 | |
| ARMValidation protocol=DomainBed-style training-domain validation2026.05 | 97.4 | — | — | 79.3 | 85.1 | — | 86.8 | 76.8 | |
| FedPCL + VPDRFramework=FedPCL, +LDP=VPDR, Privacy budget (epsilon)=0.52026.04 | 97.31 | 83.62 | 77.56 | 55.92 | 78.6 | 17.23 | — | — | |
| DANNValidation protocol=DomainBed-style training-domain validation2026.05 | 97.3 | — | — | 73.5 | 83.6 | — | 86.4 | 77.4 | |
| ERMValidation protocol=DomainBed-style training-domain validation2026.05 | 97.2 | — | — | 79.3 | 85.5 | — | 84.7 | 80.8 | |
| SagNetValidation protocol=DomainBed-style training-domain validation2026.05 | 97.1 | — | — | 80 | 86.3 | — | 87.4 | 80.7 | |
| VRExValidation protocol=DomainBed-style training-domain validation2026.05 | 96.9 | — | — | 77.7 | 84.9 | — | 86 | 79.1 | |
| CDANNValidation protocol=DomainBed-style training-domain validation2026.05 | 96.8 | — | — | 73.5 | 82.6 | — | 84.6 | 75.5 | |
| IRMValidation protocol=DomainBed-style training-domain validation2026.05 | 96.7 | — | — | 76.1 | 83.5 | — | 84.8 | 76.4 | |
| GroupDROValidation protocol=DomainBed-style training-domain validation2026.05 | 96.7 | — | — | 78.3 | 84.4 | — | 83.5 | 79.1 | |
| MMDValidation protocol=DomainBed-style training-domain validation2026.05 | 96.6 | — | — | 76.5 | 84.6 | — | 86.1 | 79.4 | |
| MTLValidation protocol=DomainBed-style training-domain validation2026.05 | 96.4 | — | — | 77.3 | 84.6 | — | 87.5 | 77.1 |