Image Classification on CIFAR-10 (C2%, C5%, ACE, Phi Metrics)
41.6C2%CVP
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| CVPBackbone=sub-tiny ViT, Rel. Time=2.2×2026.06 | 41.6 | 59.7 | 1.06 | 32.7 | 15.1 | 10 | |
| StreamliningBackbone=sub-tiny ViT, Rel. Time=2.0×2026.06 | 40.4 | 58.6 | 1.13 | 32.2 | 14.6 | 8.7 | |
| Mean Network + Temp. Sc.Backbone=sub-tiny ViT, Rel. Time=0.9×2026.06 | 39.6 | 58.2 | 1.18 | 31.7 | 13.5 | 6.4 | |
| Mean NetworkBackbone=sub-tiny ViT, Rel. Time=0.9×2026.06 | 39.2 | 58.1 | 6.91 | 31.7 | 12.4 | 6.8 | |
| 4 samplesBackbone=sub-tiny ViT, Rel. Time=4.0×2026.06 | 37.4 | 55.8 | 1.15 | 30.1 | 12.5 | 7.9 | |
| 2 samplesBackbone=sub-tiny ViT, Rel. Time=2.0×2026.06 | 34.2 | 53.2 | 2.75 | 28 | 11.8 | 5.2 |