Advances, Systems and Applications
Table 5 Comparison Of Subjective Viewing Tests Conducted Between The Proposed Method And The Anchor method Using The ImageNet Dataset Under Targeted Attacks
From: HVS-inspired adversarial image generation with high perceptual quality
Image Index | Targeted Attack | |||||
|---|---|---|---|---|---|---|
| Â | BIM [21] | PGD [25] | MIFGSM [26] | DI\(^2\)FGSM [20] | JNDMGA [28] | MND [29] |
P12 | 2.04 | 1.82 | 1.88 | 1.76 | 2.27 | 1.54 |
P13 | 1.92 | 1.86 | 1.83 | 1.96 | 1.42 | 1.31 |
P14 | 1.88 | 1.05 | 1.21 | 1.47 | 1.15 | 0.87 |
P15 | 1.27 | 0.91 | 1.54 | 0.88 | 1.38 | 0.94 |
P16 | 1.58 | 1.05 | 1.33 | 1.10 | 1.35 | 0.76 |
P17 | 1.73 | 1.64 | 1.13 | 1.78 | 1.46 | 0.65 |
P18 | 1.15 | 1.23 | 0.83 | 1.10 | 1.35 | 1.02 |
P19 | 1.42 | 0.86 | 1.33 | 0.84 | 1.08 | 1.43 |
Average | 1.62 | 1.30 | 1.39 | 1.36 | 1.43 | 1.07 |