Image Classification on CIFAR-10 standard (test) (Top-1 Accuracy Breakdown)
87.09Max Top-1 AccFIPA
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| FIPAModel=ResNet-20, Alpha=0.6, Warmup rounds=1000, Refinement rounds=152026.01 | 87.09 | 86.7 | |
| FedAvgModel=ResNet-20, Alpha=0.6, Warmup rounds=1000, Refinement rounds=152026.01 | 85.94 | 85.12 | |
| FIPAModel=ResNet-20, Alpha=0.3, Warmup rounds=1000, Refinement rounds=152026.01 | 85.03 | 84.42 | |
| FedAvgModel=ResNet-20, Alpha=0.3, Warmup rounds=1000, Refinement rounds=152026.01 | 83.5 | 81.98 | |
| FIPAModel=CNN-207k, Alpha=0.6, Warmup rounds=1000, Refinement rounds=152026.01 | 78.99 | 78.67 | |
| FIPAModel=CNN-207k, Alpha=0.3, Warmup rounds=1000, Refinement rounds=152026.01 | 78.4 | 77.39 | |
| FedAvgModel=CNN-207k, Alpha=0.6, Warmup rounds=1000, Refinement rounds=152026.01 | 77.75 | 76.31 | |
| FedAvgModel=CNN-207k, Alpha=0.3, Warmup rounds=1000, Refinement rounds=152026.01 | 76.21 | 73.8 | |
| FIPAModel=ResNet-20, Alpha=0.1, Warmup rounds=1000, Refinement rounds=152026.01 | 75.98 | 74.44 | |
| FIPAModel=CNN-207k, Alpha=0.1, Warmup rounds=1000, Refinement rounds=152026.01 | 75.36 | 73.93 | |
| FedAvgModel=ResNet-20, Alpha=0.1, Warmup rounds=1000, Refinement rounds=152026.01 | 73.49 | 69.25 | |
| FedAvgModel=CNN-207k, Alpha=0.1, Warmup rounds=1000, Refinement rounds=152026.01 | 72.62 | 68.53 | |
| FIPAModel=CNN-207k, Alpha=0.05, Warmup rounds=1000, Refinement rounds=152026.01 | 72.58 | 71.03 | |
| FIPAModel=CNN-23k, Alpha=0.6, Warmup rounds=1000, Refinement rounds=152026.01 | 69.29 | 68.77 | |
| FIPAModel=ResNet-20, Alpha=0.05, Warmup rounds=1000, Refinement rounds=152026.01 | 68.19 | 64.8 | |
| FedAvgModel=CNN-207k, Alpha=0.05, Warmup rounds=1000, Refinement rounds=152026.01 | 68.07 | 65.14 | |
| FIPAModel=CNN-23k, Alpha=0.3, Warmup rounds=1000, Refinement rounds=152026.01 | 67.23 | 65.99 | |
| FedAvgModel=CNN-23k, Alpha=0.6, Warmup rounds=1000, Refinement rounds=152026.01 | 67 | 65.39 | |
| FIPAModel=CNN-207k, Alpha=0.01, Warmup rounds=1000, Refinement rounds=152026.01 | 65.8 | 62.53 | |
| FIPAModel=CNN-23k, Alpha=0.1, Warmup rounds=1000, Refinement rounds=152026.01 | 65.33 | 63.58 | |
| FedAvgModel=CNN-23k, Alpha=0.3, Warmup rounds=1000, Refinement rounds=152026.01 | 64.52 | 60.54 | |
| FIPAModel=CNN-23k, Alpha=0.05, Warmup rounds=1000, Refinement rounds=152026.01 | 62.89 | 59.93 | |
| FIPAModel=CNN-8k, Alpha=0.6, Warmup rounds=1000, Refinement rounds=152026.01 | 62.16 | 60.89 | |
| FedAvgModel=CNN-23k, Alpha=0.1, Warmup rounds=1000, Refinement rounds=152026.01 | 61.94 | 56.11 | |
| FedAvgModel=ResNet-20, Alpha=0.05, Warmup rounds=1000, Refinement rounds=152026.01 | 61.45 | 56.66 | |
| FIPAModel=CNN-23k, Alpha=0.01, Warmup rounds=1000, Refinement rounds=152026.01 | 60.66 | 56.49 | |
| FedAvgModel=CNN-8k, Alpha=0.6, Warmup rounds=1000, Refinement rounds=152026.01 | 60.06 | 57.13 | |
| FIPAModel=CNN-8k, Alpha=0.3, Warmup rounds=1000, Refinement rounds=152026.01 | 59.83 | 58.56 | |
| FIPAModel=CNN-8k, Alpha=0.1, Warmup rounds=1000, Refinement rounds=152026.01 | 58.74 | 56.33 | |
| FedAvgModel=CNN-207k, Alpha=0.01, Warmup rounds=1000, Refinement rounds=152026.01 | 58.45 | 53.14 | |
| FedAvgModel=CNN-23k, Alpha=0.05, Warmup rounds=1000, Refinement rounds=152026.01 | 57.46 | 52.32 | |
| FedAvgModel=CNN-8k, Alpha=0.3, Warmup rounds=1000, Refinement rounds=152026.01 | 57.37 | 52.63 | |
| FIPAModel=CNN-8k, Alpha=0.05, Warmup rounds=1000, Refinement rounds=152026.01 | 56.68 | 53.05 | |
| FIPAModel=CNN-8k, Alpha=0.01, Warmup rounds=1000, Refinement rounds=152026.01 | 54.08 | 50.42 | |
| FedAvgModel=CNN-8k, Alpha=0.1, Warmup rounds=1000, Refinement rounds=152026.01 | 54.08 | 48.16 | |
| FedAvgModel=CNN-23k, Alpha=0.01, Warmup rounds=1000, Refinement rounds=152026.01 | 51.12 | 45.63 | |
| FIPAModel=ResNet-20, Alpha=0.01, Warmup rounds=1000, Refinement rounds=152026.01 | 51.03 | 47.17 | |
| FedAvgModel=CNN-8k, Alpha=0.05, Warmup rounds=1000, Refinement rounds=152026.01 | 47.76 | 44.41 | |
| FedAvgModel=CNN-8k, Alpha=0.01, Warmup rounds=1000, Refinement rounds=152026.01 | 44.09 | 38.8 | |
| FedAvgModel=ResNet-20, Alpha=0.01, Warmup rounds=1000, Refinement rounds=152026.01 | 43.1 | 36.17 |