Image Recognition and Calibration on CIFAR10 (test)
1.12ECEFeDLaS-MbLS
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FeDLaS-MbLSArch=ResNet502026.06 | 1.12 | 3.2 | |
| MbLSArch=ResNet502026.06 | 1.21 | 3.34 | |
| FeDLaS-MbLSArch=ResNet1012026.06 | 1.27 | 3.58 | |
| FeDLaS-LSArch=ResNet502026.06 | 1.29 | 2.3 | |
| MbLSArch=ResNet1012026.06 | 1.38 | 3.25 | |
| FeDLaS-LSArch=ResNet1012026.06 | 1.56 | 1.92 | |
| DFLArch=ResNet1012026.06 | 2.12 | 2.15 | |
| ACLSArch=ResNet1012026.06 | 2.22 | 2.88 | |
| ACLSArch=ResNet502026.06 | 2.32 | 2.99 | |
| DFLArch=ResNet502026.06 | 2.46 | 2.39 | |
| ECPArch=ResNet502026.06 | 3.01 | 2.99 | |
| LSArch=ResNet1012026.06 | 3.07 | 4.18 | |
| MMCEArch=ResNet502026.06 | 3.1 | 3.1 | |
| CRLArch=ResNet502026.06 | 3.14 | 3.11 | |
| AdaFocalArch=ResNet1012026.06 | 3.52 | 3.29 | |
| LSArch=ResNet502026.06 | 3.59 | 4.09 | |
| MMCEArch=ResNet1012026.06 | 3.61 | 3.61 | |
| CE+ TSArch=ResNet1012026.06 | 3.62 | 3.62 | |
| CE+ TSArch=ResNet502026.06 | 3.68 | 3.67 | |
| CRLArch=ResNet1012026.06 | 3.74 | 3.73 | |
| CPCArch=ResNet1012026.06 | 3.78 | 3.75 | |
| FLSD-53Arch=ResNet502026.06 | 3.84 | 3.6 | |
| FLArch=ResNet502026.06 | 3.9 | 3.86 | |
| CPCArch=ResNet502026.06 | 3.91 | 3.91 | |
| FLSD-53Arch=ResNet1012026.06 | 4.58 | 4.57 | |
| FLArch=ResNet1012026.06 | 4.6 | 4.58 | |
| AdaFocalArch=ResNet502026.06 | 4.9 | 4.81 | |
| ECPArch=ResNet1012026.06 | 5.41 | 5.4 | |
| CEArch=ResNet1012026.06 | 5.74 | 5.73 | |
| CEArch=ResNet502026.06 | 5.85 | 5.84 | |
| MDCAArch=ResNet502026.06 | 6.86 | 6.73 | |
| MDCAArch=ResNet1012026.06 | 6.88 | 7.23 |