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Image Quality Evaluation on CelebA-HQ

47.94PSNRTrustMark
18.21076825.92893433.647141.365266Mar 11, 2025May 13, 2025Jul 15, 2025Sep 16, 2025Nov 18, 2025Jan 20, 2026Mar 25, 2026

Evaluation results

MethodLinks
TrustMark2026.0347.94—0.955—
LampMark2026.0344.05—0.971—
Robust-Wide2026.0343.74—0.952—
WAM2026.0343.47—0.95—
VeriFi2026.0342.53—0.948—
OmniGuard2026.0342.08—0.947—
SepMark2026.0338.67—0.928—
Adv-MakeupMethod type=makeup-based, Attack setting=black-box2025.0334.51524.22820.982—
TIP-IMMethod type=noise-based, Attack setting=black-box2025.0333.210638.73250.9236—
VoidFace2026.0132.960632.5384—0.1628
EditGuard2026.0332.24—0.758—
FaceShield2026.0131.828834.5463—0.2069
StableGuard2026.0331.81—0.848—
SDST2026.0131.261141.8947—0.5533
FACELOCK2026.0130.517639.0089—0.404
AdvDM2026.0130.248280.9156—0.4407
Adv-CPGMethod type=portrait-based, Attack setting=black-box2025.0329.999626.07580.8978—
Mist2026.0129.841748.3273—0.5667
PhotoGuard2026.0129.76448.1924—0.5685
Adv-DiffusionMethod type=facial semantic invariant, Attack setting=black-box2025.0328.850122.57510.8046—
PGDMethod type=noise-based, Attack setting=black-box2025.0327.9678.920.8573—
SD4PrivacyMethod type=facial semantic invariant, Attack setting=black-box2025.0326.886426.40780.8092—
DiffAMMethod type=makeup-based, Attack setting=black-box2025.0320.52626.10150.8861—
AMT-GANMethod type=makeup-based, Attack setting=black-box2025.0319.504834.57030.7924—
CLIP2ProtectMethod type=makeup-based, Attack setting=black-box2025.0319.354226.12720.6025—