Object Detection (Targeted Attack) on COCO
19.6ASR (FRCNN)EBAD
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| EBADPerturbation Budget (l_inf)=10, Weight Balancing=false, Weight Optimization=false2023.03 | 19.6 | 79.7 | 4.6 | 5 | 4.4 | 6.6 | 2.6 | |
| EBADPerturbation Budget (l_inf)=20, Weight Balancing=false, Weight Optimization=false2023.03 | 25.8 | 82.2 | 8.9 | 9.8 | 8.4 | 13.2 | 5.6 | |
| EBADPerturbation Budget (l_inf)=30, Weight Balancing=false, Weight Optimization=false2023.03 | 29 | 82.2 | 8.8 | 9.4 | 13.3 | 14.6 | 6.4 | |
| Context-aware AttackPerturbation Budget (l_inf)=102023.03 | 41.2 | 54.4 | 12 | 11.2 | 18.6 | 25 | 10.8 | |
| EBADPerturbation Budget (l_inf)=10, Weight Balancing=false, Weight Optimization=true2023.03 | 49.8 | 97.8 | 13.5 | 16.2 | 14.4 | 22.6 | 8.4 | |
| EBADPerturbation Budget (l_inf)=10, Weight Balancing=true, Weight Optimization=false2023.03 | 57.2 | 65.3 | 16.2 | 17.6 | 16.6 | 24 | 5.4 | |
| EBADPerturbation Budget (l_inf)=20, Weight Balancing=false, Weight Optimization=true2023.03 | 62.4 | 98.2 | 23 | 32.2 | 22.4 | 32.2 | 13.2 | |
| Context-aware AttackPerturbation Budget (l_inf)=202023.03 | 64.4 | 70 | 20.8 | 22.2 | 35.4 | 40.8 | 20 | |
| Context-aware AttackPerturbation Budget (l_inf)=302023.03 | 68.6 | 75.4 | 27.2 | 27.2 | 39.2 | 46.2 | 21.2 | |
| EBADPerturbation Budget (l_inf)=20, Weight Balancing=true, Weight Optimization=false2023.03 | 68.8 | 75.8 | 25.5 | 28 | 27.1 | 38 | 13.8 | |
| EBADPerturbation Budget (l_inf)=30, Weight Balancing=false, Weight Optimization=true2023.03 | 69 | 99.3 | 27.9 | 34.6 | 31.2 | 43.6 | 17.6 | |
| EBADPerturbation Budget (l_inf)=30, Weight Balancing=true, Weight Optimization=false2023.03 | 72.7 | 78.6 | 32.5 | 33.8 | 34.1 | 41.6 | 14.8 | |
| EBADPerturbation Budget (l_inf)=10, Weight Balancing=true, Weight Optimization=true2023.03 | 78 | 86.1 | 31.7 | 32 | 32.3 | 41.6 | 15.4 | |
| EBADPerturbation Budget (l_inf)=20, Weight Balancing=true, Weight Optimization=true2023.03 | 88.9 | 94.5 | 48.5 | 53.8 | 49.5 | 65.6 | 31 | |
| EBADPerturbation Budget (l_inf)=30, Weight Balancing=true, Weight Optimization=true2023.03 | 91.7 | 95.5 | 57.6 | 64.4 | 58.3 | 71.2 | 36.6 |