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Table 12.
The MAP(%) of all submodels and the ensemble models when facing adversarial examples generated by an unrelated model trained on different dataset and YOLOv3 model
| Dataset | Attack methods | Attacked model | BEM |
DEM |
||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Model1 | Model2 | Model3 | Ensemble | Model1 | Model2 | Model3 | Ensemble | |||
| VOC | Non-Attack | 55.2 | 53.6 | 55.0 | 55.1 | 59.8 | 57.1 | 56.5 | 55.9 | 60.0 |
| TOG | 0.1 | 43.6 | 44.0 | 44.8 | 50.8 | 51.8 | 51.0 | 50.7 | 56.5 | |
| COCO | Non-Attack | 53.4 | 60.0 | 59.9 | 58.9 | 60.5 | 55.9 | 53.4 | 56.7 | 57.8 |
| TOG | 1.4 | 25.0 | 26.5 | 26.9 | 28.8 | 39.4 | 38.8 | 40.5 | 44.6 | |
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