Image Classification on CIFAR10 Cross-Silo (K=10) α = 0.1
86.24AccuracyFedU2-BYOL
Evaluation Results
| Method | Links | |
|---|---|---|
| FedU2-BYOLEvaluation Protocol=FT 10%2024.03 | 86.24 | |
| FedU2-BYOLEvaluation Protocol=LP2024.03 | 85.58 | |
| OrchestraEvaluation Protocol=FT 10%2024.03 | 85.4 | |
| FedU2-SimsiamEvaluation Protocol=FT 10%2024.03 | 85.21 | |
| FedU2-SimsiamEvaluation Protocol=LP2024.03 | 84.92 | |
| FedEMA-BYOLEvaluation Protocol=FT 10%2024.03 | 83.78 | |
| OrchestraEvaluation Protocol=LP2024.03 | 83.53 | |
| FedU-BYOLEvaluation Protocol=FT 10%2024.03 | 83.37 | |
| FedBYOLEvaluation Protocol=LP2024.03 | 83.29 | |
| FedU2-SimCLREvaluation Protocol=FT 10%2024.03 | 82.39 | |
| FedU2-SimCLREvaluation Protocol=LP2024.03 | 82.37 | |
| FedU-BYOLEvaluation Protocol=LP2024.03 | 82.33 | |
| FedEMA-BYOLEvaluation Protocol=LP2024.03 | 82.17 | |
| FedBYOLEvaluation Protocol=FT 10%2024.03 | 81.4 | |
| FedDecorr-SimsiamEvaluation Protocol=FT 10%2024.03 | 80.1 | |
| FedX-SimCLREvaluation Protocol=FT 10%2024.03 | 79.43 | |
| L-DAWA-SimCLREvaluation Protocol=FT 10%2024.03 | 78.66 | |
| FedU2-BYOLEvaluation Protocol=FT 1%2024.03 | 78.64 | |
| OrchestraEvaluation Protocol=FT 1%2024.03 | 78.44 | |
| FedX-SimCLREvaluation Protocol=LP2024.03 | 78.29 | |
| FedU2-SimsiamEvaluation Protocol=FT 1%2024.03 | 77.11 | |
| FedSimCLREvaluation Protocol=FT 10%2024.03 | 76.15 | |
| FedSimCLREvaluation Protocol=LP2024.03 | 75.65 | |
| L-DAWA-SimCLREvaluation Protocol=LP2024.03 | 75.48 | |
| FedDecorr-SimsiamEvaluation Protocol=LP2024.03 | 74.56 | |
| FedBYOLEvaluation Protocol=FT 1%2024.03 | 74.04 | |
| FedEMA-BYOLEvaluation Protocol=FT 1%2024.03 | 71.37 | |
| FedSimsiamEvaluation Protocol=LP2024.03 | 70.61 | |
| FedSimsiamEvaluation Protocol=FT 10%2024.03 | 69.88 | |
| FedU2-SimCLREvaluation Protocol=FT 1%2024.03 | 69.84 | |
| FedU-BYOLEvaluation Protocol=FT 1%2024.03 | 69.24 | |
| FedDecorr-SimsiamEvaluation Protocol=FT 1%2024.03 | 65.21 | |
| FedX-SimCLREvaluation Protocol=FT 1%2024.03 | 65.03 | |
| L-DAWA-SimCLREvaluation Protocol=FT 1%2024.03 | 63.4 | |
| FedSimCLREvaluation Protocol=FT 1%2024.03 | 62.86 | |
| FedSimsiamEvaluation Protocol=FT 1%2024.03 | 57.6 |