Image Classification on CIFAR-100 (test) (Accuracy, Calibration, and Efficiency Profile)
76.94AccuracyDKL-SIKA
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| DKL-SIKAFine-tuning=false2026.05 | 76.94 | 1.25 | 4.31 | 1.23 | 36.31 | 4.22 | |
| DAKFine-tuning=false2026.05 | 76.61 | 1.23 | 5.55 | 2.41 | 102.57 | 5.74 | |
| DKL-SIKAFine-tuning=true2026.05 | 76.61 | 0.94 | 3.45 | 2.54 | 20.08 | 7.07 | |
| SVDKLFine-tuning=true2026.05 | 76.28 | 0.96 | 3.69 | 7.43 | 41.69 | 13.44 | |
| DAKFine-tuning=true2026.05 | 76.13 | 0.99 | 4.18 | 9.66 | 35.62 | 9.66 | |
| ResNet-34Backbone=ResNet-342026.05 | 75.28 | 1.03 | 8.72 | — | 8.76 | 1.98 |