Image Classification on EMNIST Balanced
91.06AccuracyWaveMix-Lite-128/7
Evaluation results
| Method | Links | |
|---|---|---|
| WaveMix-Lite-128/7Input Resolution=28 x 28, Pre-trained on ImageNet-1k=false, Augmentation=None2022.05 | 91.06 | |
| OnDev-LCT-8/1Number of Clients=10, Beta=52024.01 | 90.35 | |
| CCT-4/2Number of Clients=10, Beta=52024.01 | 89.98 | |
| ResNet-44Number of Clients=10, Beta=52024.01 | 89.88 | |
| OnDev-LCT-8/1Number of Clients=50, Beta=52024.01 | 89.88 | |
| OnDev-LCT-4/1Number of Clients=50, Beta=52024.01 | 89.82 | |
| CCT-2/2Number of Clients=10, Beta=52024.01 | 89.75 | |
| ResNet-20Number of Clients=10, Beta=52024.01 | 89.68 | |
| ResNet-32Number of Clients=10, Beta=52024.01 | 89.64 | |
| OnDev-LCT-2/1Number of Clients=50, Beta=52024.01 | 89.64 | |
| ResNet-44Number of Clients=50, Beta=52024.01 | 89.61 | |
| OnDev-LCT-2/3#Params=0.35M, MACs=0.08G2024.01 | 89.6 | |
| OnDev-LCT-4/1Number of Clients=10, Beta=52024.01 | 89.58 | |
| CCT-2/2Number of Clients=50, Beta=52024.01 | 89.58 | |
| OnDev-LCT-1/1Number of Clients=50, Beta=52024.01 | 89.58 | |
| OnDev-LCT-8/1#Params=0.91M, MACs=0.08G2024.01 | 89.55 | |
| OnDev-LCT-1/1#Params=0.21M, MACs=0.03G2024.01 | 89.52 | |
| ResNet-32Number of Clients=50, Beta=52024.01 | 89.51 | |
| ResNet-20Number of Clients=50, Beta=52024.01 | 89.5 | |
| OnDev-LCT-4/3#Params=0.55M, MACs=0.09G2024.01 | 89.49 | |
| OnDev-LCT-8/1Number of Clients=10, Beta=0.52024.01 | 89.48 | |
| OnDev-LCT-8/3#Params=0.95M, MACs=0.12G2024.01 | 89.45 | |
| CCT-4/2#Params=0.48M, MACs=0.05G2024.01 | 89.41 | |
| OnDev-LCT-4/1#Params=0.51M, MACs=0.05G2024.01 | 89.39 | |
| OnDev-LCT-4/1Number of Clients=10, Beta=0.52024.01 | 89.25 | |
| ResNet-32Number of Clients=10, Beta=0.52024.01 | 89.23 | |
| OnDev-LCT-2/1#Params=0.31M, MACs=0.04G2024.01 | 89.18 | |
| ResNet-44Number of Clients=10, Beta=0.52024.01 | 88.99 | |
| OnDev-LCT-1/3#Params=0.25M, MACs=0.07G2024.01 | 88.96 | |
| CCT-2/2#Params=0.28M, MACs=0.03G2024.01 | 88.93 | |
| OnDev-LCT-8/1Number of Clients=50, Beta=0.52024.01 | 88.84 | |
| ResNet-32Number of Clients=50, Beta=0.52024.01 | 88.78 | |
| ResNet-44Number of Clients=50, Beta=0.52024.01 | 88.74 | |
| CCT-4/2Number of Clients=50, Beta=52024.01 | 88.69 | |
| ResNet-20Number of Clients=50, Beta=0.52024.01 | 88.64 | |
| ResNet-20Number of Clients=10, Beta=0.52024.01 | 88.46 | |
| ResNet-20#Params=0.27M, MACs=0.04G2024.01 | 88.38 | |
| OnDev-LCT-4/1Number of Clients=50, Beta=0.52024.01 | 88.37 | |
| OnDev-LCT-2/1Number of Clients=50, Beta=0.52024.01 | 88.32 | |
| ResNet-32#Params=0.47M, MACs=0.07G2024.01 | 88.18 | |
| ResNet-56#Params=0.86M, MACs=0.13G2024.01 | 88.14 | |
| CCT-2/2Number of Clients=10, Beta=0.52024.01 | 88.07 | |
| ResNet-44#Params=0.67M, MACs=0.10G2024.01 | 88.07 | |
| CCT-2/2Number of Clients=50, Beta=0.52024.01 | 88.04 | |
| OnDev-LCT-1/1Number of Clients=50, Beta=0.52024.01 | 88.04 | |
| OnDev-LCT-2/1Number of Clients=10, Beta=52024.01 | 87.92 | |
| MobileNetv2/0.5#Params=0.72M, MACs=<0.01G2024.01 | 87.66 | |
| MobileNetv2/1.0#Params=2.27M, MACs=0.01G2024.01 | 87.49 | |
| CCT-4/2Number of Clients=50, Beta=0.52024.01 | 87.47 | |
| CCT-4/2Number of Clients=10, Beta=0.52024.01 | 87.3 | |
| OnDev-LCT-8/1Number of Clients=10, Beta=0.12024.01 | 86.99 | |
| MobileNetv2/0.75#Params=1.39M, MACs=<0.01G2024.01 | 86.75 | |
| ViT-Lite-1/4#Params=1.21M, MACs=0.04G2024.01 | 86.22 | |
| ViT-Lite-2/4#Params=1.23M, MACs=0.07G2024.01 | 86.05 | |
| OnDev-LCT-4/1Number of Clients=10, Beta=0.12024.01 | 85.96 | |
| MobileNetv2/0.5Number of Clients=10, Beta=52024.01 | 85.42 | |
| OnDev-LCT-4/1Number of Clients=50, Beta=0.12024.01 | 85.42 | |
| MobileNetv2/0.2#Params=0.21M, MACs=<0.01G2024.01 | 85.42 | |
| MobileNetv2/0.5Number of Clients=10, Beta=0.52024.01 | 85.17 | |
| OnDev-LCT-1/1Number of Clients=10, Beta=52024.01 | 85.17 | |
| MobileNetv2/0.2Number of Clients=10, Beta=0.52024.01 | 84.97 | |
| OnDev-LCT-8/1Number of Clients=50, Beta=0.12024.01 | 84.56 | |
| OnDev-LCT-2/1Number of Clients=10, Beta=0.12024.01 | 84.43 | |
| OnDev-LCT-2/1Number of Clients=50, Beta=0.12024.01 | 84.15 | |
| ViT-Lite-2/8Number of Clients=10, Beta=52024.01 | 84.1 | |
| ViT-Lite-1/8Number of Clients=10, Beta=52024.01 | 84 | |
| MobileNetv2/0.2Number of Clients=10, Beta=52024.01 | 83.94 | |
| ResNet-44Number of Clients=50, Beta=0.12024.01 | 83.9 | |
| MobileNetv2/0.2Number of Clients=50, Beta=0.52024.01 | 83.87 | |
| MobileNetv2/0.5Number of Clients=50, Beta=52024.01 | 83.87 | |
| ResNet-44Number of Clients=10, Beta=0.12024.01 | 83.86 | |
| ResNet-32Number of Clients=50, Beta=0.12024.01 | 83.7 | |
| CCT-4/2Number of Clients=10, Beta=0.12024.01 | 83.64 | |
| ViT-Lite-1/8#Params=0.42M, MACs=0.01G2024.01 | 83.35 | |
| ViT-Lite-2/8#Params=0.45M, MACs=0.02G2024.01 | 83.35 | |
| MobileNetv2/0.5Number of Clients=50, Beta=0.52024.01 | 83.33 | |
| ResNet-32Number of Clients=10, Beta=0.12024.01 | 83.18 | |
| ResNet-20Number of Clients=50, Beta=0.12024.01 | 82.98 | |
| OnDev-LCT-1/1Number of Clients=50, Beta=0.12024.01 | 82.98 | |
| CCT-4/2Number of Clients=50, Beta=0.12024.01 | 82.77 | |
| CCT-2/2Number of Clients=10, Beta=0.12024.01 | 82.74 | |
| OnDev-LCT-1/1Number of Clients=10, Beta=0.52024.01 | 82.33 | |
| OnDev-LCT-1/1Number of Clients=10, Beta=0.12024.01 | 82.32 | |
| ViT-Lite-2/16#Params=0.27M, MACs=<0.01G2024.01 | 82.23 | |
| OnDev-LCT-2/1Number of Clients=10, Beta=0.52024.01 | 82.13 | |
| ViT-Lite-1/16#Params=0.25M, MACs=<0.01G2024.01 | 82.02 | |
| CCT-2/2Number of Clients=50, Beta=0.12024.01 | 81.77 | |
| ResNet-20Number of Clients=10, Beta=0.12024.01 | 81.47 | |
| ViT-Lite-2/8Number of Clients=10, Beta=0.52024.01 | 81.1 | |
| ViT-Lite-1/8Number of Clients=10, Beta=0.52024.01 | 81.02 | |
| ViT-Lite-2/8Number of Clients=50, Beta=52024.01 | 80.26 | |
| ViT-Lite-1/8Number of Clients=50, Beta=52024.01 | 80.24 | |
| MobileNetv2/0.2Number of Clients=50, Beta=52024.01 | 80.07 | |
| ViT-Lite-2/8Number of Clients=50, Beta=0.52024.01 | 77.85 | |
| ViT-Lite-1/8Number of Clients=50, Beta=0.52024.01 | 77.72 | |
| MobileNetv2/0.5Number of Clients=50, Beta=0.12024.01 | 75.46 | |
| MobileNetv2/0.5Number of Clients=10, Beta=0.12024.01 | 73.37 | |
| MobileNetv2/0.2Number of Clients=50, Beta=0.12024.01 | 69.66 | |
| MobileNetv2/0.2Number of Clients=10, Beta=0.12024.01 | 67.78 | |
| ViT-Lite-2/8Number of Clients=10, Beta=0.12024.01 | 58.92 |