Image Classification on CIFAR100 (Standard and Robust Accuracy)
64.87Standard AccuracyWideResNet-50
Evaluation results
| Method | Links | ||
|---|---|---|---|
| WideResNet-50Setup=Standard Baseline (fst), Compression=None2024.03 | 64.87 | 0.14 | |
| WideResNet-50Setup=Standard Fine-tuning (Tst), Compression=INT8 Quantization2024.03 | 62.28 | 1.32 | |
| ViTSetup=Standard Baseline (fst), Compression=None2024.03 | 58.51 | 0.78 | |
| ViTSetup=Adversarial Fine-tuning (Tad), Compression=INT8 Quantization2024.03 | 56.03 | 4.92 | |
| WideResNet-50Setup=Robust Baseline (frb), Compression=None2024.03 | 55.11 | 3.09 | |
| ViTSetup=Robust Baseline (frb), Compression=None2024.03 | 54.83 | 3.83 | |
| ViTSetup=Standard Fine-tuning (Tst), Compression=INT8 Quantization2024.03 | 51.71 | 0.43 | |
| WideResNet-50Setup=Adversarial Fine-tuning (Tad), Compression=INT8 Quantization2024.03 | 49.46 | 4.09 | |
| WideResNet-50Setup=Standard Fine-tuning (Tst), Compression=l1-Pruning (80% sparsity)2024.03 | 47.17 | 6.31 | |
| ViTSetup=Standard Fine-tuning (Tst), Compression=l1-Pruning (80% sparsity)2024.03 | 42.62 | 5.91 | |
| WideResNet-50Setup=Adversarial Fine-tuning (Tad), Compression=l1-Pruning (80% sparsity)2024.03 | 38.57 | 11.88 | |
| ViTSetup=Adversarial Fine-tuning (Tad), Compression=l1-Pruning (80% sparsity)2024.03 | 36.57 | 11.22 |