Image Classification on CIFAR-100 standard (test) (Calibration Metrics)
79.16AccEntropy-MCMC
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Entropy-MCMCBackbone=ResNet-182025.10 | 79.16 | — | — | — | — | 0.84 | |
| SGLDBackbone=ResNet-182025.10 | 78.79 | — | — | — | — | 0.854 | |
| fSGLDBackbone=ResNet-182025.10 | 78.53 | — | — | — | — | 0.81 | |
| SAMBackbone=ResNet-182025.10 | 78.41 | — | — | — | — | 0.876 | |
| ASAMBackbone=ResNet-182025.10 | 78.26 | — | — | — | — | 0.814 | |
| Entropy-SGLDBackbone=ResNet-182025.10 | 77.98 | — | — | — | — | 0.897 | |
| Entropy-SGDBackbone=ResNet-182025.10 | 77.45 | — | — | — | — | 0.895 | |
| SGDBackbone=ResNet-182025.10 | 76.49 | — | — | — | — | 0.935 | |
| DC2025.10 | 69 | 0.0027 | 0.8117 | 0.0007 | 0.0019 | 1.154 | |
| LN2025.10 | 68.8 | 0.0024 | 0.7022 | 0.0007 | 0.0018 | 1.125 | |
| KO2025.10 | 67.9 | 0.0043 | 0.7575 | 0.0013 | 0.0044 | 1.352 | |
| KC2025.10 | 67.9 | 0.0043 | 0.7594 | 0.0013 | 0.0044 | 1.351 | |
| PS2025.10 | 67 | 0.0053 | 0.7031 | 0.0011 | 0.0033 | 1.618 | |
| IR2025.10 | 67 | 0.0031 | 0.8049 | 0.0007 | 0.002 | 1.437 | |
| TS2025.10 | 67 | 0.0034 | 0.8239 | 0.0013 | 0.0024 | 1.277 | |
| NC2025.10 | 67 | 0.0032 | 0.825 | 0.0017 | 0.0039 | 1.502 |