Tumor Detection on Camelyon17 (test)
94.93AccuracyFedAdam
Evaluation Results
| Method | Links | |
|---|---|---|
| FedAdamBackbone=DenseNet-121, Communication interval (I)=32, Local mini-batch size=32, Iterations=20K2024.10 | 94.93 | |
| FGDRO-KL-AdamBackbone=DenseNet-121, Communication interval (I)=32, Local mini-batch size=32, Iterations=20K2024.10 | 93.99 | |
| DR-DSGDBackbone=DenseNet-121, Communication interval (I)=32, Local mini-batch size=32, Iterations=20K2024.10 | 92.7 | |
| FGDRO-KLBackbone=DenseNet-121, Communication interval (I)=32, Local mini-batch size=32, Iterations=20K2024.10 | 92.43 | |
| SCAFFOLDBackbone=DenseNet-121, Communication interval (I)=32, Local mini-batch size=32, Iterations=20K2024.10 | 88.51 | |
| FedAvgBackbone=DenseNet-121, Communication interval (I)=32, Local mini-batch size=32, Iterations=20K2024.10 | 87.23 | |
| FedProxBackbone=DenseNet-121, Communication interval (I)=32, Local mini-batch size=32, Iterations=20K2024.10 | 87.03 | |
| FGDRO-CVaRBackbone=DenseNet-121, Communication interval (I)=32, Local mini-batch size=32, Iterations=20K2024.10 | 86.67 | |
| DRFABackbone=DenseNet-121, Communication interval (I)=32, Local mini-batch size=32, Iterations=20K2024.10 | 83.01 |