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Face Manipulation Localization on CelebA ID dataset (test)

0.855F1 (Regeneration)RecoverMark
0.008440.228220.4480.66778Feb 24, 2026

Evaluation results

MethodLinks
RecoverMarkMethod Type=Proactive2026.020.8550.9930.5640.9740.8760.9920.8670.9930.830.9890.8420.991
RecoverMarkParadigm=Proactive2026.020.7210.9920.5690.9770.7590.9940.7710.9940.6990.9890.7560.993
MVSS-NetParadigm=Passive2026.020.2570.810.2450.7860.1390.750.2130.7760.280.7260.050.7
Imuge+Paradigm=Proactive2026.020.1950.7820.4420.9150.0120.6550.0830.8620.1860.6280.0340.546
EditGuardParadigm=Proactive2026.020.1760.580.4340.970.7920.990.8350.9950.1760.580.7040.989
OmniGuardMethod Type=Proactive2026.020.1050.6550.5350.960.1270.6590.3150.890.1460.7430.1130.689
Imuge+Method Type=Proactive2026.020.0910.5870.2170.8350.0160.6390.4190.9560.0870.530.010.585
EditGuardMethod Type=Proactive2026.020.090.610.2430.8880.5280.9320.5520.9540.090.6580.4380.93
OmniGuardParadigm=Proactive2026.020.0640.5360.9110.9990.2310.6930.5470.920.2730.7530.2750.757
HiFiNetParadigm=Passive2026.020.0580.6350.0410.6210.0020.5440.050.6070.0910.6950.0310.625
HiFiNetMethod Type=Passive2026.020.0480.5220.020.5310.0220.5530.080.6080.0670.5520.0510.556
MVSS-NetMethod Type=Passive2026.020.0410.7230.0250.6850.0620.7110.1570.7760.1840.7550.0340.719