Image Classification on CIFAR-10 (Accuracy and Efficiency Metrics)
93.8AccuracySALT (Residual Adapter)
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SALT (Residual Adapter)Architecture=Residual Adapter2026.03 | 93.8 | 20.5 | 260.6 | 421.5 | 5.3 | |
| SALT (Insertion Adapter)Architecture=Insertion Adapter2026.03 | 93.4 | 25.3 | 287.6 | 520.2 | 5.3 | |
| Retrain2026.03 | 92.4 | 54 | 857.7 | 1,110.2 | 5.4 | |
| Tune2026.03 | 92 | 26 | 372.3 | 534.6 | 5.4 | |
| Original2026.03 | 88.1 | — | — | — | 5.3 |