Image Classification on CIFAR-C-100 10 training corruption types (test)
91.26AccuracyFedHB-NIW
Evaluation Results
| Method | Links | |
|---|---|---|
| FedHB-NIWs=100, f=1.0, τ=12023.05 | 91.26 | |
| FedHB-NIWs=50, f=1.0, τ=12023.05 | 89.31 | |
| FedHB-Mixtures=50, f=1.0, τ=1, K=22023.05 | 88.24 | |
| Fed-Proxs=100, f=1.0, τ=12023.05 | 87.03 | |
| FedHB-Mixtures=100, f=1.0, τ=1, K=22023.05 | 86.84 | |
| Fed-BABUs=100, f=1.0, τ=12023.05 | 86.84 | |
| Fed-BABUs=50, f=1.0, τ=12023.05 | 86.44 | |
| Fed-Proxs=50, f=1.0, τ=12023.05 | 86 | |
| Fed-Avgs=100, f=1.0, τ=12023.05 | 85.1 | |
| Fed-Avgs=50, f=1.0, τ=12023.05 | 83.31 | |
| pFedBayess=100, f=1.0, τ=12023.05 | 82.8 | |
| pFedBayess=50, f=1.0, τ=12023.05 | 82.32 | |
| FedHB-NIWs=100, f=0.1, τ=12023.05 | 81.22 | |
| FedHB-Mixtures=100, f=0.1, τ=1, K=22023.05 | 80.34 | |
| Fed-BABUs=100, f=0.1, τ=12023.05 | 79.45 | |
| FedHB-Mixtures=50, f=0.1, τ=1, K=22023.05 | 79.36 | |
| Fed-Proxs=100, f=0.1, τ=12023.05 | 78.94 | |
| FedHB-NIWs=50, f=0.1, τ=12023.05 | 78.63 | |
| Fed-Proxs=50, f=0.1, τ=12023.05 | 78.31 | |
| Fed-BABUs=50, f=0.1, τ=12023.05 | 77.44 | |
| FedHB-Mixtures=100, f=1.0, τ=4, K=22023.05 | 74.55 | |
| FedHB-NIWs=100, f=1.0, τ=42023.05 | 73.58 | |
| pFedBayess=100, f=0.1, τ=12023.05 | 71.14 | |
| Fed-BABUs=100, f=1.0, τ=42023.05 | 71.03 | |
| FedHB-NIWs=50, f=1.0, τ=42023.05 | 70.33 | |
| FedHB-Mixtures=50, f=1.0, τ=4, K=22023.05 | 70.19 | |
| Fed-Avgs=100, f=0.1, τ=12023.05 | 70.01 | |
| Fed-Avgs=50, f=0.1, τ=12023.05 | 68.27 | |
| pFedBayess=50, f=0.1, τ=12023.05 | 67.95 | |
| FedHB-NIWs=100, f=0.1, τ=42023.05 | 67.69 | |
| Fed-BABUs=50, f=1.0, τ=42023.05 | 67.66 | |
| FedHB-Mixtures=100, f=0.1, τ=4, K=22023.05 | 65.81 | |
| Fed-Proxs=100, f=1.0, τ=42023.05 | 65.76 | |
| FedHB-NIWs=50, f=0.1, τ=42023.05 | 65.08 | |
| pFedBayess=100, f=1.0, τ=42023.05 | 64.07 | |
| Fed-BABUs=100, f=0.1, τ=42023.05 | 63.58 | |
| FedHB-Mixtures=50, f=0.1, τ=4, K=22023.05 | 63.52 | |
| Fed-BABUs=50, f=0.1, τ=42023.05 | 62.65 | |
| Fed-Proxs=100, f=0.1, τ=42023.05 | 60.96 | |
| Fed-Proxs=50, f=1.0, τ=42023.05 | 60.72 | |
| pFedBayess=50, f=1.0, τ=42023.05 | 60.17 | |
| Fed-Proxs=50, f=0.1, τ=42023.05 | 58.7 | |
| Fed-Avgs=100, f=1.0, τ=42023.05 | 58.32 | |
| pFedBayess=100, f=0.1, τ=42023.05 | 57.88 | |
| pFedBayess=50, f=0.1, τ=42023.05 | 54.2 | |
| Fed-Avgs=50, f=1.0, τ=42023.05 | 52.48 | |
| Fed-Avgs=100, f=0.1, τ=42023.05 | 48.47 | |
| Fed-Avgs=50, f=0.1, τ=42023.05 | 43.57 |