Image Classification on Fashion-MNIST (Accuracy, Calibration, and Uncertainty Metrics)
91.3AccuracylCBOpt-adapt
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| lCBOpt-adapt2025.11 | 91.3 | 99.8 | 0.252 | 0.02 | 0.129 | 91 | |
| IVON2025.11 | 91.1 | 99.9 | 0.258 | 0.013 | 0.132 | 90.4 | |
| uCBOpt-adapt2025.11 | 91 | 99.9 | 0.256 | 0.016 | 0.132 | 91 | |
| IVON@mean2025.11 | 90.7 | 99.9 | 0.267 | 0.018 | 0.136 | 90.6 | |
| uCBOptϑ=8 ⋅ 10−62025.11 | 90.7 | 99.9 | 0.27 | 0.023 | 0.137 | 90.5 | |
| uCBOptϑ=→ 0+2025.11 | 90.5 | 99.8 | 0.269 | 0.02 | 0.138 | 90.8 | |
| AdamW2025.11 | 90 | 99.8 | 0.294 | 0.026 | 0.148 | 90.1 | |
| SWAG2025.11 | 90 | 99.9 | 0.342 | 0.043 | 0.153 | 89.9 | |
| MC-D2025.11 | 89.7 | 99.9 | 0.281 | 0.013 | 0.146 | 90.6 | |
| SGD2025.11 | 89.6 | 99.9 | 0.293 | 0.022 | 0.151 | 90.4 | |
| Laplace2025.11 | 89.5 | 99.9 | 0.295 | 0.024 | 0.152 | 90.2 |