Perturbation Test (Impact on Accuracy) on CIFAR-10
74.9Accuracy (Predicted Neg)TokenTM
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| TokenTMBackbone=DeiT2024.03 | 74.9 | 37.14 | 75.05 | 36.48 | |
| LRPBackbone=DeiT2024.03 | 72.62 | 72.14 | 72.54 | 72.13 | |
| GAEBackbone=DeiT2024.03 | 71.67 | 37.77 | 71.81 | 37.7 | |
| Trans. Attr.Backbone=DeiT2024.03 | 67.65 | 43.64 | 65.82 | 43.17 | |
| RolloutBackbone=DeiT2024.03 | 64.88 | 42.89 | 64.88 | 42.89 | |
| Grad-CAMBackbone=DeiT2024.03 | 61.24 | 47.32 | 61.26 | 47.34 | |
| Raw Att.Backbone=DeiT2024.03 | 58.46 | 47.17 | 58.46 | 47.17 | |
| Cons. LRPBackbone=DeiT2024.03 | 44.92 | 49.15 | 45.76 | 47.87 | |
| ATTCATBackbone=DeiT2024.03 | 41.78 | 42.66 | 41.91 | 42.52 |