Image Classification on CIFAR-10 (AdaECE)
0.51AdaECEAFL
Evaluation results
| Method | Links | ||
|---|---|---|---|
| AFLModel=Wide-ResNet2026.04 | 0.51 | 0.51 | |
| AFLModel=ResNet-502026.04 | 0.58 | 0.69 | |
| AFLModel=DenseNet-1212026.04 | 0.59 | 0.86 | |
| AFLModel=ResNet-1102026.04 | 0.62 | 0.71 | |
| FLSDModel=ResNet-502026.04 | 0.64 | 1.75 | |
| Brier LossModel=ResNet-502026.04 | 0.65 | 2.04 | |
| GCEModel=ResNet-502026.04 | 0.65 | 3.21 | |
| FLSDModel=ResNet-1102026.04 | 0.65 | 1.78 | |
| Brier LossModel=Wide-ResNet2026.04 | 0.66 | 1.77 | |
| Brier LossModel=ResNet-1102026.04 | 0.69 | 2.21 | |
| FLSDModel=Wide-ResNet2026.04 | 0.7 | 1.89 | |
| GCEModel=Wide-ResNet2026.04 | 0.7 | 2.62 | |
| DFLModel=ResNet-502026.04 | 0.71 | 1.22 | |
| DFLModel=Wide-ResNet2026.04 | 0.71 | 1.49 | |
| CEModel=Wide-ResNet2026.04 | 0.72 | 3.41 | |
| GCEModel=DenseNet-1212026.04 | 0.73 | 3.17 | |
| DFLModel=ResNet-1102026.04 | 0.74 | 1.64 | |
| DFLModel=DenseNet-1212026.04 | 0.77 | 0.99 | |
| MMCEModel=Wide-ResNet2026.04 | 0.78 | 3.57 | |
| GCEModel=ResNet-1102026.04 | 0.82 | 3.68 | |
| FLSDModel=DenseNet-1212026.04 | 0.82 | 1.38 | |
| CEModel=ResNet-502026.04 | 0.83 | 4.23 | |
| Brier LossModel=DenseNet-1212026.04 | 0.86 | 1.99 | |
| CEModel=DenseNet-1212026.04 | 1.04 | 4.62 | |
| MMCEModel=ResNet-502026.04 | 1.14 | 4.6 | |
| CEModel=ResNet-1102026.04 | 1.15 | 4.69 | |
| MMCEModel=DenseNet-1212026.04 | 1.17 | 4.97 | |
| MMCEModel=ResNet-1102026.04 | 1.26 | 4.88 |