Image Classification on CIFAR10 (Robustness via AutoAttack)
86.48AccuracyWideResNet-50
Evaluation results
| Method | Links | ||
|---|---|---|---|
| WideResNet-50Setup=Standard Baseline (fst), Compression=None2024.03 | 86.48 | 0.79 | |
| WideResNet-50Setup=Standard Fine-tuning (Tst), Compression=INT8 Quantization2024.03 | 85.84 | 3.91 | |
| WideResNet-50Setup=Adversarial Fine-tuning (Tad), Compression=INT8 Quantization2024.03 | 80.88 | 20.77 | |
| ViTSetup=Standard Baseline (fst), Compression=None2024.03 | 79.94 | 1.15 | |
| ViTSetup=Standard Fine-tuning (Tst), Compression=INT8 Quantization2024.03 | 79.92 | 1.46 | |
| WideResNet-50Setup=Robust Baseline (frb), Compression=None2024.03 | 75.92 | 19.99 | |
| WideResNet-50Setup=Standard Fine-tuning (Tst), Compression=l1-Pruning (80% sparsity)2024.03 | 74.86 | 6.99 | |
| ViTSetup=Robust Baseline (frb), Compression=None2024.03 | 74.25 | 13.77 | |
| ViTSetup=Adversarial Fine-tuning (Tad), Compression=INT8 Quantization2024.03 | 74.19 | 16.71 | |
| ViTSetup=Standard Fine-tuning (Tst), Compression=l1-Pruning (80% sparsity)2024.03 | 69.45 | 8.73 | |
| WideResNet-50Setup=Adversarial Fine-tuning (Tad), Compression=l1-Pruning (80% sparsity)2024.03 | 63.58 | 26.88 | |
| ViTSetup=Adversarial Fine-tuning (Tad), Compression=l1-Pruning (80% sparsity)2024.03 | 61.69 | 21.05 |