Image Classification on CIFAR-100 (test) (Accuracy Metric)
51.52AccuracyFedAvg
Evaluation results
| Method | Links | |
|---|---|---|
| FedAvgData Heterogeneity=IID, Client Count=10C2026.05 | 51.52 | |
| FedQuadData Heterogeneity=IID, Client Count=10C2026.05 | 51.49 | |
| FedQuadData Heterogeneity=α = 0.5, Client Count=10C2026.05 | 50.77 | |
| FedQuadData Heterogeneity=α = 0.3, Client Count=10C2026.05 | 50.56 | |
| FedAvgData Heterogeneity=α = 0.5, Client Count=10C2026.05 | 47.75 | |
| FedAvgData Heterogeneity=α = 0.3, Client Count=10C2026.05 | 44.95 | |
| QuadrupletFLData Heterogeneity=IID, Client Count=10C2026.05 | 37.85 | |
| MOONData Heterogeneity=IID, Client Count=10C2026.05 | 37.09 | |
| FedQuadData Heterogeneity=IID, Client Count=50C2026.05 | 36.59 | |
| TripletFLData Heterogeneity=IID, Client Count=10C2026.05 | 36.56 | |
| SupConFLData Heterogeneity=α = 0.3, Client Count=10C2026.05 | 36.41 | |
| FedAvgData Heterogeneity=α = 0.5, Client Count=50C2026.05 | 36.28 | |
| SupConFLData Heterogeneity=α = 0.5, Client Count=10C2026.05 | 36 | |
| FedAvgData Heterogeneity=IID, Client Count=50C2026.05 | 35.23 | |
| FedAvgData Heterogeneity=α = 0.3, Client Count=50C2026.05 | 35.23 | |
| TripletFLData Heterogeneity=α = 0.5, Client Count=10C2026.05 | 35.1 | |
| SupConFLData Heterogeneity=IID, Client Count=10C2026.05 | 35.05 | |
| FedQuadData Heterogeneity=α = 0.3, Client Count=50C2026.05 | 34.96 | |
| QuadrupletFLData Heterogeneity=α = 0.5, Client Count=10C2026.05 | 34.69 | |
| TripletFLData Heterogeneity=α = 0.3, Client Count=10C2026.05 | 33.96 | |
| MOONData Heterogeneity=α = 0.5, Client Count=10C2026.05 | 32.8 | |
| QuadrupletFLData Heterogeneity=α = 0.3, Client Count=10C2026.05 | 32.21 | |
| FedQuadData Heterogeneity=α = 0.5, Client Count=50C2026.05 | 31.55 | |
| MOONData Heterogeneity=α = 0.3, Client Count=10C2026.05 | 31.43 | |
| TripletFLData Heterogeneity=α = 0.5, Client Count=50C2026.05 | 30.89 | |
| QuadrupletFLData Heterogeneity=α = 0.3, Client Count=50C2026.05 | 29.93 | |
| QuadrupletFLData Heterogeneity=IID, Client Count=50C2026.05 | 29.67 | |
| QuadrupletFLData Heterogeneity=α = 0.5, Client Count=50C2026.05 | 29.64 | |
| TripletFLData Heterogeneity=α = 0.3, Client Count=50C2026.05 | 28.42 | |
| TripletFLData Heterogeneity=IID, Client Count=50C2026.05 | 27.56 | |
| SupConFLData Heterogeneity=IID, Client Count=50C2026.05 | 27.28 | |
| SupConFLData Heterogeneity=α = 0.5, Client Count=50C2026.05 | 27.01 | |
| FedQuadData Heterogeneity=α = 0.5, Client Count=200C2026.05 | 26.95 | |
| FedQuadData Heterogeneity=α = 0.3, Client Count=200C2026.05 | 26.9 | |
| SupConFLData Heterogeneity=α = 0.3, Client Count=50C2026.05 | 26.87 | |
| FedQuadData Heterogeneity=IID, Client Count=200C2026.05 | 26.07 | |
| QuadrupletFLData Heterogeneity=IID, Client Count=200C2026.05 | 25.83 | |
| QuadrupletFLData Heterogeneity=α = 0.3, Client Count=200C2026.05 | 25.57 | |
| QuadrupletFLData Heterogeneity=α = 0.5, Client Count=200C2026.05 | 25.53 | |
| FedAvgData Heterogeneity=IID, Client Count=200C2026.05 | 24.86 | |
| FedAvgData Heterogeneity=α = 0.5, Client Count=200C2026.05 | 24.33 | |
| TripletFLData Heterogeneity=α = 0.3, Client Count=200C2026.05 | 24.26 | |
| FedAvgData Heterogeneity=α = 0.3, Client Count=200C2026.05 | 23.84 | |
| TripletFLData Heterogeneity=IID, Client Count=200C2026.05 | 23.83 | |
| MOONData Heterogeneity=IID, Client Count=50C2026.05 | 23.72 | |
| TripletFLData Heterogeneity=α = 0.5, Client Count=200C2026.05 | 23.63 | |
| MOONData Heterogeneity=α = 0.5, Client Count=50C2026.05 | 21.46 | |
| SupConFLData Heterogeneity=IID, Client Count=200C2026.05 | 20.22 | |
| MOONData Heterogeneity=α = 0.3, Client Count=50C2026.05 | 20.09 | |
| SupConFLData Heterogeneity=α = 0.5, Client Count=200C2026.05 | 19.34 | |
| SupConFLData Heterogeneity=α = 0.3, Client Count=200C2026.05 | 19.01 | |
| MOONData Heterogeneity=IID, Client Count=200C2026.05 | 14.69 | |
| MOONData Heterogeneity=α = 0.5, Client Count=200C2026.05 | 13.63 | |
| MOONData Heterogeneity=α = 0.3, Client Count=200C2026.05 | 13.06 |