Table 3 IoU, overlap difference (OD), trigger detection rate (TDR) results of generated using seven XAI models during a poisoning attack with dynamic triggers for detection effectiveness evaluation.
Trigger size | Evaluation | BP | Guided BP | GradCAM | Guided GradCAM | OS | Ablation | LIME |
|---|---|---|---|---|---|---|---|---|
20Â *Â 20 | IoU | 0.4810 | 0.6994 | 0.0280 | 0.2662 | 0.4261 | 0.4653 | 0.1527 |
OD | 0.0018 | 0.0013 | 0.0056 | 0.0036 | 0.0023 | 0.0027 | 0.0004 | |
TDR | 0.9205 | 0.9323 | 0.2739 | 0.5405 | 0.8233 | 0.8115 | 0.9764 | |
40Â *Â 40 | IoU | 0.4481 | 0.6590 | 0.1597 | 0.4676 | 0.3421 | 0.3379 | 0.4778 |
OD | 0.0084 | 0.0074 | 0.0226 | 0.0121 | 0.0112 | 0.0195 | 0.0046 | |
TDR | 0.8900 | 0.8663 | 0.1894 | 0.5724 | 0.6198 | 0.4944 | 0.8565 | |
60Â *Â 60 | IoU | 0.4312 | 0.6603 | 0.1830 | 0.4580 | 0.2641 | 0.2795 | 0.5684 |
OD | 0.0157 | 0.0191 | 0.0552 | 0.0347 | 0.0313 | 0.0494 | 0.0188 | |
TDR | 0.8788 | 0.8221 | 0.1028 | 0.4770 | 0.4310 | 0.2807 | 0.7209 |