Multi-label Classification on COCO-80
71.4mAPFEDHARMONY
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| FEDHARMONYData distribution setting=non-IID2026.04 | 71.4 | 79.9 | 73.5 | 58.6 | 65.2 | 78.6 | 67.6 | 72.7 | |
| FedLGTData distribution setting=non-IID2026.04 | 64.5 | 74.4 | 61.4 | 57.5 | 59.4 | 67.5 | 66.8 | 67.2 | |
| FedProxData distribution setting=non-IID2026.04 | 64 | 74.1 | 62.7 | 56.2 | 59.3 | 68.5 | 65.8 | 67.1 | |
| FedAvgData distribution setting=non-IID2026.04 | 63.4 | 73.9 | 63.2 | 54.9 | 58.7 | 69.3 | 64.4 | 66.7 | |
| FedRDNData distribution setting=non-IID2026.04 | 63.4 | 73.6 | 64 | 54.5 | 58.9 | 69.1 | 64.4 | 66.6 | |
| FedCurvData distribution setting=non-IID2026.04 | 63.3 | 73.3 | 64 | 53.7 | 58.4 | 68.6 | 64.4 | 66.4 | |
| SphereFedData distribution setting=non-IID2026.04 | 63 | 72.7 | 61.8 | 55.2 | 58.3 | 65.9 | 65.3 | 65.6 | |
| FedNovaData distribution setting=non-IID2026.04 | 4.3 | 4.9 | 2.5 | 49 | 4.8 | 4.2 | 57.8 | 7.9 |