Modality Retrieval on Flickr30k
72.27Recall@5FedMGS
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FedMGSNumber of clients=5, Missingness rate (ρ)=0.52026.06 | 72.27 | — | |
| FedMGSNumber of clients=10, Missingness rate (ρ)=0.52026.06 | 70.79 | — | |
| MH-pFLIDNumber of clients=5, Missingness rate (ρ)=0.52026.06 | 68.43 | — | |
| FedMPO2026.05 | 68.41 | 63.86 | |
| FedGTANumber of clients=5, Missingness rate (ρ)=0.52026.06 | 67.68 | — | |
| FedPub2026.05 | 67.38 | 62.46 | |
| PEPSYNumber of clients=5, Missingness rate (ρ)=0.52026.06 | 66.87 | — | |
| FedLAP2026.05 | 66.76 | 62.08 | |
| FedSPA2026.05 | 66.47 | 61.76 | |
| FedMACNumber of clients=5, Missingness rate (ρ)=0.52026.06 | 66.32 | — | |
| FedIIH2026.05 | 66.18 | 61.47 | |
| S2FGL2026.05 | 65.77 | 61.18 | |
| FedMVPNumber of clients=5, Missingness rate (ρ)=0.52026.06 | 65.43 | — | |
| FedProtoNumber of clients=5, Missingness rate (ρ)=0.52026.06 | 65.38 | — | |
| MH-pFLIDNumber of clients=10, Missingness rate (ρ)=0.52026.06 | 65.32 | — | |
| FedGTANumber of clients=10, Missingness rate (ρ)=0.52026.06 | 64.78 | — | |
| PEPSYNumber of clients=10, Missingness rate (ρ)=0.52026.06 | 64.54 | — | |
| FedLapNumber of clients=5, Missingness rate (ρ)=0.52026.06 | 64.42 | — | |
| FedMACNumber of clients=10, Missingness rate (ρ)=0.52026.06 | 64.21 | — | |
| FedMVPNumber of clients=10, Missingness rate (ρ)=0.52026.06 | 63.87 | — | |
| FedAvgNumber of clients=5, Missingness rate (ρ)=0.52026.06 | 63.61 | — | |
| FedProtoNumber of clients=10, Missingness rate (ρ)=0.52026.06 | 63.42 | — | |
| FedMAC2026.05 | 63.22 | 58.37 | |
| FedLapNumber of clients=10, Missingness rate (ρ)=0.52026.06 | 62.54 | — | |
| FedMVP2026.05 | 62.08 | 57.21 | |
| FedAvgNumber of clients=10, Missingness rate (ρ)=0.52026.06 | 61.32 | — | |
| FedGCN2026.05 | 58.18 | 53.72 | |
| FedGraphSAGE2026.05 | 54.12 | 49.77 | |
| FedAvg-Zero2026.05 | 48.31 | 43.48 |