Image Classification on CIFAR-100 (ECE and Calibration Metrics)
0.0017LCEVQ
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| VQBackbone=ResNet2026.05 | 0.0017 | 0.2932 | 0.0008 | 0.0018 | 68.1 | 1.208 | |
| LNBackbone=ResNet2026.05 | 0.0024 | 0.7022 | 0.0007 | 0.0018 | 68.8 | 1.125 | |
| DCBackbone=ResNet2026.05 | 0.0027 | 0.8113 | 0.0007 | 0.0019 | 69 | 1.154 | |
| SMBackbone=ResNet2026.05 | 0.0031 | 0.8121 | 0.0008 | 0.0024 | 67.7 | 1.225 | |
| IRBackbone=ResNet2026.05 | 0.0031 | 0.8049 | 0.0007 | 0.002 | 67 | 1.437 | |
| NCBackbone=ResNet2026.05 | 0.0032 | 0.9155 | 0.0017 | 0.0039 | 67 | 1.502 | |
| TSBackbone=ResNet2026.05 | 0.0034 | 0.8239 | 0.0013 | 0.0024 | 67 | 1.277 | |
| PCBackbone=ResNet2026.05 | 0.0041 | 0.8187 | 0.0013 | 0.0026 | 66.2 | 1.272 | |
| KCBackbone=ResNet2026.05 | 0.0043 | 0.7575 | 0.0013 | 0.0044 | 67.9 | 1.352 | |
| PSBackbone=ResNet2026.05 | 0.0053 | 0.7031 | 0.0011 | 0.0033 | 67 | 1.618 |