Image Classification on CIFAR-10N (Robustness Metrics)
95.6Accuracy (Clean)Full-training
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Full-trainingBackbone=ResNet-18, Pruning Method=None2026.04 | 95.6 | 90.7 | 78.3 | 91.3 | 85.4 | 65.6 | 90.6 | 85.8 | — | |
| InfoBatchBackbone=ResNet-18, Prune Ratio=30%2026.04 | 95.3 | 91 | 78.1 | 92 | 85.6 | 67.5 | 91.3 | 87 | 0.5 | |
| InfoBatch + AlignPruneBackbone=ResNet-18, Prune Ratio=30%2026.04 | 95.3 | 91.4 | 82 | 92.7 | 87.9 | 67.8 | 92.9 | 90 | 2.1 | |
| SeTa + AlignPruneBackbone=ResNet-18, Prune Ratio=30%2026.04 | 95.3 | 90.7 | 79.1 | 92.5 | 85 | 64.6 | 91.8 | 89.3 | 0.6 | |
| SeTaBackbone=ResNet-18, Prune Ratio=30%2026.04 | 95.2 | 90.6 | 76.3 | 91.8 | 84.7 | 64.2 | 90.8 | 88.4 | -0.2 | |
| InfoBatchBackbone=ResNet-18, Prune Ratio=50%2026.04 | 95 | 90.5 | 77.7 | 92 | 87.5 | 64.3 | 92 | 87.5 | 0.4 | |
| InfoBatch + AlignPruneBackbone=ResNet-18, Prune Ratio=50%2026.04 | 95 | 91.3 | 82.4 | 92.8 | 87.6 | 64.5 | 92.1 | 89.8 | 1.5 | |
| SeTa + AlignPruneBackbone=ResNet-18, Prune Ratio=50%2026.04 | 94.9 | 89.7 | 79.3 | 91.9 | 87.6 | 60.2 | 92.2 | 88.5 | 0.1 | |
| Dynamic RandomBackbone=ResNet-18, Prune Ratio=30%2026.04 | 94.8 | 90.3 | 77.3 | 90.8 | 84.2 | 64.8 | 91.5 | 84.5 | -0.6 | |
| SeTaBackbone=ResNet-18, Prune Ratio=50%2026.04 | 94.8 | 89.4 | 78.5 | 91.3 | 86 | 53 | 91.7 | 87.9 | -1.4 | |
| Static RandomBackbone=ResNet-18, Prune Ratio=30%2026.04 | 94.6 | 89.9 | 75 | 89 | 81.2 | 57.6 | 87.9 | 82.5 | -3.2 | |
| Dynamic RandomBackbone=ResNet-18, Prune Ratio=50%2026.04 | 94.5 | 89.2 | 76.1 | 88.9 | 83.7 | 63.3 | 90.6 | 83.7 | -1.7 | |
| SeTa + AlignPruneBackbone=ResNet-18, Prune Ratio=70%2026.04 | 94.5 | 90 | 79.4 | 92.6 | 87.7 | 58 | 92.5 | 88.5 | 0 | |
| InfoBatchBackbone=ResNet-18, Prune Ratio=70%2026.04 | 94.3 | 89.9 | 79.4 | 92.4 | 87 | 61 | 92.5 | 88.3 | 0.2 | |
| InfoBatch + AlignPruneBackbone=ResNet-18, Prune Ratio=70%2026.04 | 94.3 | 90.8 | 81 | 92.8 | 87.9 | 61.1 | 92.9 | 89.2 | 0.8 | |
| SeTaBackbone=ResNet-18, Prune Ratio=70%2026.04 | 94.3 | 89.5 | 77.7 | 92.2 | 87.1 | 30.4 | 92.2 | 88.1 | -4 | |
| Static RandomBackbone=ResNet-18, Prune Ratio=50%2026.04 | 93.3 | 88.6 | 72.4 | 87.4 | 77.5 | 51.4 | 85.8 | 77.9 | -6.1 | |
| Dynamic RandomBackbone=ResNet-18, Prune Ratio=70%2026.04 | 93 | 87.4 | 75.9 | 87.4 | 84.6 | 60.2 | 91.4 | 86.8 | -2.1 | |
| Static RandomBackbone=ResNet-18, Prune Ratio=70%2026.04 | 90.2 | 86.6 | 69 | 85.3 | 73.8 | 41.4 | 82.3 | 75.3 | -9.9 |