Multi-label Image Recognition on COCO 2014
62.75mAPFedMPT
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| FedMPTMask=10%, Venue=Ours2026.05 | 62.75 | 55.29 | 61.02 | |
| Fed-DualCoOpMask=10%, Venue=NeurIPS’222026.05 | 52.44 | 47.09 | 56.86 | |
| Fed-SCPNetMask=10%, Venue=CVPR’232026.05 | 50.11 | 46.3 | 55.8 | |
| FedMPTMask=Avg, Venue=Ours2026.05 | 40.56 | 40.6 | 44.47 | |
| FedMPTFramework=Federated Zero-Shot Learning, Zero-shot=true2026.05 | 19.76 | 16.02 | 15.38 | |
| FedAWAFramework=Federated Zero-Shot Learning, Zero-shot=true2026.05 | 14.88 | 10.56 | 8.64 | |
| Fed-RAMFramework=Federated Zero-Shot Learning, Zero-shot=true2026.05 | 13.84 | 8.77 | 9.22 | |
| Fed-DualCoOpFramework=Federated Zero-Shot Learning, Zero-shot=true2026.05 | 11.19 | 8.59 | 10.97 | |
| Fed-PosCoOpFramework=Federated Zero-Shot Learning, Zero-shot=true2026.05 | 10.68 | 8.22 | 8.17 | |
| FedTPGFramework=Federated Zero-Shot Learning, Zero-shot=true2026.05 | 10.53 | 9.9 | 8.37 | |
| Fed-TCPFramework=Federated Zero-Shot Learning, Zero-shot=true2026.05 | 9.4 | 8.97 | 9.99 | |
| FedMVPFramework=Federated Zero-Shot Learning, Zero-shot=true2026.05 | 6.53 | 5.73 | 2.09 | |
| FedPGPFramework=Federated Zero-Shot Learning, Zero-shot=true2026.05 | 6.13 | 4.98 | 4.9 | |
| Fed-SCPNetFramework=Federated Zero-Shot Learning, Zero-shot=true2026.05 | 5.89 | 5.34 | 5.71 | |
| Fed-MaPLeFramework=Federated Zero-Shot Learning, Zero-shot=true2026.05 | 2.63 | 2.95 | 2.28 |