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Table 11.
The MAP(%) of attacked submodels and the ensemble models trained on the different dataset and YOLOv3 model, under attacks from different methods on the first submodel
| Dataset | Attack methods | BEM |
DEM |
||||||
|---|---|---|---|---|---|---|---|---|---|
| Model1 | Model2 | Model3 | Ensemble | Model1 | Model2 | Model3 | Ensemble | ||
| VOC | Non-Attack | 53.6 | 55.0 | 55.1 | 59.8 | 57.1 | 56.5 | 55.9 | 60.0 |
| DPAttack | 19.5 | 37.4 | 38.6 | 42.7 | 12.6 | 41.4 | 41.4 | 45.5 | |
| TOG | 0.1 | 43.9 | 44.4 | 48.6 | 0.3 | 45.6 | 50.4 | 51.2 | |
| DAG | 15.5 | 38.4 | 40.1 | 35.1 | 19.8 | 43.2 | 44.3 | 41.1 | |
| Non-Attack | 60.0 | 59.9 | 58.9 | 60.5 | 55.9 | 53.4 | 56.7 | 57.8 | |
| COCO | DPAttack | 19.2 | 26.2 | 25.1 | 27.5 | 21.3 | 33.3 | 33.6 | 37.6 |
| TOG | 2.6 | 9.6 | 10.0 | 10.7 | 2.2 | 50.2 | 49.2 | 53.4 | |
| DAG | 17.0 | 19.6 | 19.6 | 22.7 | 16.4 | 46.5 | 47.5 | 43.6 | |
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