Image Classification on CIFAR-10 18 (test)
95.69Accuracy (ACC)CSC
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CSCBackbone=ResNet-18, Attack=No attack2026.04 | 95.69 | 0 | |
| CSCBackbone=ResNet-18, Attack=Blend-Strip2026.04 | 95.07 | 1 | |
| CSCBackbone=ResNet-18, Attack=BadNets2026.04 | 94.98 | 0 | |
| No defenseBackbone=ResNet-18, Attack=No attack2026.04 | 94.92 | 0 | |
| CSCBackbone=ResNet-18, Attack=WaNet2026.04 | 94.77 | 13 | |
| CSCBackbone=ResNet-18, Attack=Trojan2026.04 | 94.63 | 0 | |
| CSCBackbone=ResNet-18, Attack=Avg.2026.04 | 94.37 | 2 | |
| CSCBackbone=ResNet-18, Attack=Adap-Blend2026.04 | 94.34 | 0 | |
| CSCBackbone=ResNet-18, Attack=Blend-Kitty2026.04 | 94.23 | 0 | |
| CSCBackbone=ResNet-18, Attack=IAB2026.04 | 93.91 | 0 | |
| CSCBackbone=ResNet-18, Attack=CL2026.04 | 93.76 | 0 | |
| CSCBackbone=ResNet-18, Attack=SIG2026.04 | 93.67 | 3 | |
| CSCBackbone=ResNet-18, Attack=ABS2026.04 | 93.07 | 3 | |
| NONEBackbone=ResNet-18, Attack=No attack2026.04 | 91.09 | 0 | |
| D-STBackbone=ResNet-18, Attack=No attack2026.04 | 91.03 | 0 | |
| CBDBackbone=ResNet-18, Attack=No attack2026.04 | 90.51 | 0 | |
| DBDBackbone=ResNet-18, Attack=No attack2026.04 | 89.74 | 0 | |
| LRBackbone=ResNet-18, K=16, Evaluation Protocol=linear probe2026.07 | 86.82 | — | |
| PIEFS-offSupervision=supervised, Backbone=ResNet-18, K=16, Evaluation Protocol=linear probe2026.07 | 85.5 | — | |
| PIEFS-trotterSupervision=supervised, Backbone=ResNet-18, K=16, Evaluation Protocol=linear probe2026.07 | 85.22 | — | |
| PIEFS-diagSupervision=supervised, Backbone=ResNet-18, K=16, Evaluation Protocol=linear probe2026.07 | 84.98 | — | |
| D-BRBackbone=ResNet-18, Attack=No attack2026.04 | 84.43 | 0 | |
| NADBackbone=ResNet-18, Attack=No attack2026.04 | 82.72 | 0 | |
| RFBackbone=ResNet-18, K=16, Evaluation Protocol=linear probe2026.07 | 82.65 | — | |
| ABLBackbone=ResNet-18, Attack=No attack2026.04 | 80.59 | 0 | |
| PCA+LRBackbone=ResNet-18, K=16, Evaluation Protocol=linear probe2026.07 | 78.11 | — | |
| NeuralEF*Supervision=unsupervised, Backbone=ResNet-18, K=16, Evaluation Protocol=linear probe, Source=rerun of Deng et al., 20222026.07 | 76.05 | — | |
| DP-SGDBackbone=ResNet-18, Attack=No attack2026.04 | 61.36 | 0 | |
| ASDBackbone=ResNet-18, Attack=No attack2026.04 | 51.87 | 0 |