Image-to-Text Retrieval on IAPR TC-12 (test)
35.06R@1RCSR-p
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| RCSR-pMissing Modality Rate=50%, Client Participation Rate=50%, Number of Clients=30, Communication Rounds=200, alpha (Dirichlet coefficient)=0.1, Personalization=true2026.04 | 35.06 | 59.54 | |
| RCSRMissing Modality Rate=50%, Client Participation Rate=50%, Number of Clients=30, Communication Rounds=200, alpha (Dirichlet coefficient)=0.1, Personalization=false2026.04 | 33.74 | 57.28 | |
| CreamFLMissing Modality Rate=50%, Client Participation Rate=50%, Number of Clients=30, Communication Rounds=200, alpha (Dirichlet coefficient)=0.1, Personalization=false2026.04 | 30.48 | 54.62 | |
| pFedMMAMissing Modality Rate=50%, Client Participation Rate=50%, Number of Clients=30, Communication Rounds=200, alpha (Dirichlet coefficient)=0.1, Personalization=true2026.04 | 30.12 | 54.28 | |
| FedProxMissing Modality Rate=50%, Client Participation Rate=50%, Number of Clients=30, Communication Rounds=200, alpha (Dirichlet coefficient)=0.1, Personalization=false2026.04 | 29.26 | 53.18 | |
| MFCPLMissing Modality Rate=50%, Client Participation Rate=50%, Number of Clients=30, Communication Rounds=200, alpha (Dirichlet coefficient)=0.1, Personalization=false2026.04 | 28.92 | 52.74 | |
| FedAvgMissing Modality Rate=50%, Client Participation Rate=50%, Number of Clients=30, Communication Rounds=200, alpha (Dirichlet coefficient)=0.1, Personalization=false2026.04 | 28.43 | 52.36 | |
| FedMEKTMissing Modality Rate=50%, Client Participation Rate=50%, Number of Clients=30, Communication Rounds=200, alpha (Dirichlet coefficient)=0.1, Personalization=true2026.04 | 28.18 | 51.86 | |
| MOONMissing Modality Rate=50%, Client Participation Rate=50%, Number of Clients=30, Communication Rounds=200, alpha (Dirichlet coefficient)=0.1, Personalization=true2026.04 | 27.64 | 51.28 | |
| FedPerMissing Modality Rate=50%, Client Participation Rate=50%, Number of Clients=30, Communication Rounds=200, alpha (Dirichlet coefficient)=0.1, Personalization=true2026.04 | 26.48 | 50.24 |