Image Classification on ImageNet (test) (Early Exit Layer Performance)
42.24Relative Improvement RG(ŷ)(0-1), eps=0.01Dyn-Perc
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Dyn-PercRisk Control Method=UCB, Calibration set size (n)=10002024.05 | 42.24 | 63.77 | 49.9 | 62.51 | 30.48 | 56.01 | 50.34 | 60.28 | |
| DVITRisk Control Method=UCB, Calibration set size (n)=10002024.05 | 38.24 | 58.12 | 34.93 | 52.31 | 34.61 | 50.02 | 34.5 | 48.31 | |
| L2W-DENRisk Control Method=UCB, Calibration set size (n)=10002024.05 | 38.11 | 60.87 | 28.96 | 47.97 | 32.04 | 49.71 | 26.46 | 43.6 | |
| MSDNetRisk Control Method=UCB, Calibration set size (n)=10002024.05 | 33.23 | 56 | 27.94 | 46.11 | 27.05 | 44 | 28.05 | 43.65 |