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ResearchFormerly WizWand

Face Forgery Detection on FaceForensics++

99.71AUCLAKAN
45.203659.354373.50587.6557Mar 2, 2021Jan 14, 2022Nov 29, 2022Oct 14, 2023Aug 27, 2024Jul 12, 2025May 27, 2026
Updated 5mo ago

Evaluation results

MethodLinks
LAKANTraining=FF++ real face videos2025.1099.71
SBITraining=FF++ real face videos2025.1099.64
AUNetTraining=FF++ real face videos2025.1099.46
RAETraining=FF++ real face videos2025.1098.9
SeeABLETraining=FF++ real face videos2025.1098.5
XceptionMethod Category=Baseline CNNs, Training Dataset=FF++ (c23)2026.0598.05
F3-Net2021.0397.97
F3NetMethod Category=Frequency-based, Training Dataset=FF++ (c23)2026.0597.91
SPSLMethod Category=Frequency-based, Training Dataset=FF++ (c23)2026.0597.89
WDFMethod Category=Method 1, Training Dataset=FF++ (c23)2026.0597.78
SRMMethod Category=Frequency-based, Training Dataset=FF++ (c23)2026.0597.7
EfficientNet-B4Method Category=Baseline CNNs, Training Dataset=FF++ (c23)2026.0597.65
LFWSMethod Category=Method 2: Fusion, Training Dataset=FF++ (c23)2026.0597.61
LFWLMethod Category=Method 2: Fusion, Training Dataset=FF++ (c23)2026.0597.41
SPSLBackbone=Xception2021.0396.91
SMIL2021.0396.8
ResNet-34Method Category=Baseline CNNs, Training Dataset=FF++ (c23)2026.0596.65
LBPMethod Category=Method 1, Training Dataset=FF++ (c23)2026.0596.62
Capsule2021.0396.6
XceptionCompression=c402021.0395.5
Two-branch2021.0393.2
DSP-FWA2021.0393
Meso42021.0384.7
MesoInception42021.0383
FWA2021.0380.1
VA-LogReg2021.0378
Multi-task2021.0376.3
MesoNet-4Method Category=Baseline CNNs, Training Dataset=FF++ (c23)2026.0571.35
Two-stream2021.0370.1
VA-MLP2021.0366.4
WDFMethod Category=Method 1, Training Dataset=DFDCP2026.0565.56
SPSLMethod Category=Frequency-based, Training Dataset=DFDCP2026.0564.99
LFWSMethod Category=Method 2: Fusion, Training Dataset=DFDCP2026.0564.64
EffB4Method Category=Baseline CNNs, Training Dataset=DFDCP2026.0564.62
LFWLMethod Category=Method 2: Fusion, Training Dataset=DFDCP2026.0564.57
SRMMethod Category=Frequency-based, Training Dataset=DFDCP2026.0564.04
XceptMethod Category=Baseline CNNs, Training Dataset=DFDCP2026.0562.95
LBPMethod Category=Method 1, Training Dataset=DFDCP2026.0562.74
F3NetMethod Category=Frequency-based, Training Dataset=DFDCP2026.0562.64
Meso4Method Category=Baseline CNNs, Training Dataset=DFDCP2026.0561.32
RNet34Method Category=Baseline CNNs, Training Dataset=DFDCP2026.0560.74
HeadPose2021.0347.3