Image Classification on CIFAR-10 FedAvg with 50 clients, beta=5 non-IID (test)
82.42AccuracyOnDev-LCT-8/1
Evaluation Results
| Method | Links | |
|---|---|---|
| OnDev-LCT-8/1#Params=0.91M2024.01 | 82.42 | |
| OnDev-LCT-4/1#Params=0.51M2024.01 | 80.87 | |
| OnDev-LCT-2/1#Params=0.31M2024.01 | 80.55 | |
| OnDev-LCT-1/1#Params=0.21M2024.01 | 79.71 | |
| CCT-4/2#Params=0.48M2024.01 | 74.52 | |
| CCT-2/2#Params=0.28M2024.01 | 73.45 | |
| Hybrid Vision Transformer (ViT)#Params=0.75M2024.01 | 70.93 | |
| Hybrid Vision Performer (ViP)#Params=0.76M2024.01 | 70.89 | |
| Hybrid Vision Nyströformer (ViN)#Params=0.76M2024.01 | 68.56 | |
| Hybrid Vision Linformer (ViL)#Params=0.95M2024.01 | 57.91 | |
| EdgeNeXt-XXS#Params=1.17M2024.01 | 53.16 | |
| MobileViTv2-0.5#Params=1.13M2024.01 | 51.8 | |
| MobileViT-XXS#Params=0.94M2024.01 | 49.37 |