Image Classification on FEMNIST (LEAF) (test)
82.45AccuracyResNet-44
Evaluation results
| Method | Links | |
|---|---|---|
| ResNet-44No. of selected clients (C)=102024.01 | 82.45 | |
| ResNet-32No. of selected clients (C)=102024.01 | 82.23 | |
| OnDev-LCT-8/1No. of selected clients (C)=102024.01 | 82.02 | |
| OnDev-LCT-4/1No. of selected clients (C)=102024.01 | 81.84 | |
| ResNet-20No. of selected clients (C)=102024.01 | 81.57 | |
| OnDev-LCT-2/1No. of selected clients (C)=102024.01 | 81.43 | |
| CCT-4/2No. of selected clients (C)=102024.01 | 81.28 | |
| CCT-2/2No. of selected clients (C)=102024.01 | 80.71 | |
| OnDev-LCT-1/1No. of selected clients (C)=102024.01 | 80.68 | |
| OnDev-LCT-8/1No. of selected clients (C)=52024.01 | 80.33 | |
| ResNet-44No. of selected clients (C)=2~102024.01 | 80.2 | |
| OnDev-LCT-8/1No. of selected clients (C)=2~102024.01 | 80.06 | |
| ResNet-44No. of selected clients (C)=52024.01 | 80.01 | |
| CCT-4/2No. of selected clients (C)=2~102024.01 | 79.95 | |
| OnDev-LCT-4/1No. of selected clients (C)=52024.01 | 79.84 | |
| ResNet-32No. of selected clients (C)=52024.01 | 79.82 | |
| OnDev-LCT-2/1No. of selected clients (C)=52024.01 | 79.57 | |
| ResNet-32No. of selected clients (C)=2~102024.01 | 79.27 | |
| ResNet-20No. of selected clients (C)=52024.01 | 78.94 | |
| CCT-2/2No. of selected clients (C)=2~102024.01 | 78.78 | |
| OnDev-LCT-4/1No. of selected clients (C)=2~102024.01 | 78.76 | |
| CCT-4/2No. of selected clients (C)=52024.01 | 78.6 | |
| CCT-2/2No. of selected clients (C)=52024.01 | 78.58 | |
| ResNet-20No. of selected clients (C)=2~102024.01 | 78.29 | |
| OnDev-LCT-1/1No. of selected clients (C)=52024.01 | 77.86 | |
| OnDev-LCT-1/1No. of selected clients (C)=2~102024.01 | 76.67 | |
| OnDev-LCT-2/1No. of selected clients (C)=2~102024.01 | 76.56 | |
| MobileNetv2/0.5No. of selected clients (C)=102024.01 | 74.6 | |
| MobileNetv2/0.5No. of selected clients (C)=2~102024.01 | 69.16 | |
| MobileNetv2/0.2No. of selected clients (C)=102024.01 | 68.68 | |
| MobileNetv2/0.2No. of selected clients (C)=52024.01 | 66.72 | |
| MobileNetv2/0.5No. of selected clients (C)=52024.01 | 66.7 | |
| MobileNetv2/0.2No. of selected clients (C)=2~102024.01 | 64.93 | |
| ViT-Lite-2/8No. of selected clients (C)=102024.01 | 63.48 | |
| ViT-Lite-1/8No. of selected clients (C)=102024.01 | 62.06 | |
| ViT-Lite-2/8No. of selected clients (C)=52024.01 | 60.48 | |
| ViT-Lite-1/8No. of selected clients (C)=52024.01 | 59.75 | |
| ViT-Lite-2/8No. of selected clients (C)=2~102024.01 | 59.58 | |
| ViT-Lite-1/8No. of selected clients (C)=2~102024.01 | 59.57 |