Image Classification on CIFAR-10 (test) (Accuracy, F1, Calibration, Uncertainty)
95.9AccuracyLoRA-Ensemble
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| LoRA-Ensembleensemble size=162024.05 | 95.9 | 95.9 | 0.3 | 0.128 | 0.064 | |
| Single Net w/ LoRA2024.05 | 94.5 | 94.5 | 0.9 | 0.163 | 0.082 | |
| Explicit Ensembleensemble size=162024.05 | 94.1 | 94.1 | 3.1 | 0.181 | 0.087 | |
| Snapshot Ensembleensemble size=162024.05 | 93.1 | 93.1 | 3.7 | 1.062 | 0.51 | |
| MC Dropout2024.05 | 92.9 | 92.9 | 2.3 | 0.26 | 0.11 | |
| Single Network2024.05 | 92.8 | 92.8 | 5.1 | 0.333 | 0.12 | |
| Batch-Ensembleensemble size=162024.05 | 88.5 | 88.5 | 4.8 | 0.347 | 0.172 |