Image Classification on CIFAR-10 (test) (Clean and PGD Robustness)
82.82Clean AccuracyAT-Grow
Evaluation results
| Method | Links | ||
|---|---|---|---|
| AT-GrowFLOPs Ratio=0.996×, Params Ratio=0.748×2026.06 | 82.82 | 53.28 | |
| Fixed ResNet-18 ATFLOPs Ratio=1.000×, Params Ratio=1.000×2026.06 | 82.74 | 51.7 | |
| Stabilized Seq-GrowFLOPs Ratio=1.000×, Params Ratio=1.000×2026.06 | 82.51 | 56.52 | |
| GRAPEFLOPs Ratio=1.009×, Params Ratio=0.786×2026.06 | 82.43 | 56.94 | |
| Stabilized ATFLOPs Ratio=1.000×, Params Ratio=1.000×2026.06 | 81.71 | 56.05 |