Image Classification on CIFAR100 Cross-Device (K=100) α = 0.1
41.56AccuracyFedU2-SimCLR
Evaluation Results
| Method | Links | |
|---|---|---|
| FedU2-SimCLREvaluation Protocol=LP2024.03 | 41.56 | |
| L-DAWA-SimCLREvaluation Protocol=LP2024.03 | 41.28 | |
| FedU2-SimsiamEvaluation Protocol=FT 10%2024.03 | 38.22 | |
| FedX-SimCLREvaluation Protocol=LP2024.03 | 38.11 | |
| FedU2-BYOLEvaluation Protocol=LP2024.03 | 38.09 | |
| FedSimsiamEvaluation Protocol=FT 10%2024.03 | 37.33 | |
| FedSimCLREvaluation Protocol=LP2024.03 | 37.09 | |
| FedU2-SimCLREvaluation Protocol=FT 10%2024.03 | 36.9 | |
| FedU2-BYOLEvaluation Protocol=FT 10%2024.03 | 36.87 | |
| L-DAWA-SimCLREvaluation Protocol=FT 10%2024.03 | 36.56 | |
| FedU-BYOLEvaluation Protocol=FT 10%2024.03 | 36.06 | |
| FedEMA-BYOLEvaluation Protocol=FT 10%2024.03 | 35.62 | |
| FedU2-SimsiamEvaluation Protocol=LP2024.03 | 35.59 | |
| FedBYOLEvaluation Protocol=FT 10%2024.03 | 34.9 | |
| FedX-SimCLREvaluation Protocol=FT 10%2024.03 | 33.96 | |
| FedSimCLREvaluation Protocol=FT 10%2024.03 | 31.97 | |
| FedSimsiamEvaluation Protocol=LP2024.03 | 31.91 | |
| FedEMA-BYOLEvaluation Protocol=LP2024.03 | 28.4 | |
| FedBYOLEvaluation Protocol=LP2024.03 | 28.27 | |
| FedU-BYOLEvaluation Protocol=LP2024.03 | 28.09 | |
| OrchestraEvaluation Protocol=FT 10%2024.03 | 23.4 | |
| FedDecorr-SimsiamEvaluation Protocol=FT 10%2024.03 | 20.6 | |
| OrchestraEvaluation Protocol=LP2024.03 | 17.91 | |
| FedDecorr-SimsiamEvaluation Protocol=LP2024.03 | 17.09 | |
| FedU2-SimCLREvaluation Protocol=FT 1%2024.03 | 14.32 | |
| L-DAWA-SimCLREvaluation Protocol=FT 1%2024.03 | 13.52 | |
| FedU2-BYOLEvaluation Protocol=FT 1%2024.03 | 13.16 | |
| FedU2-SimsiamEvaluation Protocol=FT 1%2024.03 | 13.08 | |
| FedSimsiamEvaluation Protocol=FT 1%2024.03 | 12.58 | |
| FedSimCLREvaluation Protocol=FT 1%2024.03 | 11.73 | |
| FedX-SimCLREvaluation Protocol=FT 1%2024.03 | 11.18 | |
| FedEMA-BYOLEvaluation Protocol=FT 1%2024.03 | 10.63 | |
| FedU-BYOLEvaluation Protocol=FT 1%2024.03 | 10.46 | |
| FedBYOLEvaluation Protocol=FT 1%2024.03 | 10.43 | |
| OrchestraEvaluation Protocol=FT 1%2024.03 | 6.96 | |
| FedDecorr-SimsiamEvaluation Protocol=FT 1%2024.03 | 5.36 |