Advances, Systems and Applications
From: HVS-inspired adversarial image generation with high perceptual quality
Image Index | Non-Targeted Attack | Non-Targeted Attack | ||
---|---|---|---|---|
 | PSNR | SSIM | PSNR | SSIM |
MIFGSM [26] | 31.78±0.10 | 0.8421±0.0169 | 31.96±0.12 | 0.8451±0.0165 |
PGD [25] | 32.63±0.26 | 0.8613±0.0132 | 32.94±0.22 | 0.8671±0.0133 |
DI\(^2\)FGSM [20] | 32.58±0.01 | 0.8709±0.0126 | 32.94±0.21 | 0.8764±0.0127 |
BIM [21] | 33.38±0.48 | 0.8872±0.0094 | 34.31±0.48 | 0.9054±0.0080 |
JNDMGA [28] | 34.91±1.99 | 0.9124±0.0218 | 35.69±2.39 | 0.9422±0.0163 |
MND [29] | 36.84±1.48 | 0.9176±0.0330 | 38.39±1.58 | 0.9651±0.0047 |
\(L2_{ori}\) | 34.34±1.43 | 0.9025±0.0113 | 32.27±1.56 | 0.8521±0.0262 |
\(\mathcal {L}_2\) | 33.98±1.95 | 0.9294±0.0175 | 31.57±2.66 | 0.8743±0.0364 |
\(L1_{ori}\) | 36.72±0.32 | 0.9324±0.0233 | 35.03±1.23 | 0.9323±0.0212 |
\(\mathcal {L}_1\) | 36.32±1.59 | 0.9496±0.0127 | 34.33±1.74 | 0.9545±0.0164 |
\(\mathcal {L}_1+\mathcal {L}_2\) | 36.08±1.53 | 0.9524±0.0128 | 35.38±1.87 | 0.9589±0.0160 |
\(\varvec{\mathcal {L}}_{\varvec{1}}\varvec{+}\varvec{\mathcal {L}}_{\varvec{2}}\varvec{+}\varvec{\mathcal {G}}\) | 38.02±1.60 | 0.9628±0.0095 | 38.12±2.10 | 0.9782±0.0092 |