Face Forgery Detection on UADFV
93.25AUCLFWL
Evaluation Results
| Method | Links | |
|---|---|---|
| LFWLMethod Category=Method 2: Fusion, Training Dataset=FF++ (c23)2026.05 | 93.25 | |
| WDFMethod Category=Method 1, Training Dataset=FF++ (c23)2026.05 | 91.67 | |
| SRMMethod Category=Frequency-based, Training Dataset=FF++ (c23)2026.05 | 91.63 | |
| LFWSMethod Category=Method 2: Fusion, Training Dataset=FF++ (c23)2026.05 | 91.1 | |
| ResNet-34Method Category=Baseline CNNs, Training Dataset=FF++ (c23)2026.05 | 90.99 | |
| EfficientNet-B4Method Category=Baseline CNNs, Training Dataset=FF++ (c23)2026.05 | 90.72 | |
| F3NetMethod Category=Frequency-based, Training Dataset=FF++ (c23)2026.05 | 90.43 | |
| MesoIncepPrivacy Preserving=None, Type=Plain2026.03 | 89.78 | |
| LBPMethod Category=Method 1, Training Dataset=FF++ (c23)2026.05 | 89.75 | |
| XceptionMethod Category=Baseline CNNs, Training Dataset=FF++ (c23)2026.05 | 89.66 | |
| LFWLMethod Category=Method 2: Fusion, Training Dataset=DFDCP2026.05 | 89.03 | |
| LFWSMethod Category=Method 2: Fusion, Training Dataset=DFDCP2026.05 | 88.96 | |
| SPSLMethod Category=Frequency-based, Training Dataset=FF++ (c23)2026.05 | 88.05 | |
| XceptionPrivacy Preserving=None, Type=Plain2026.03 | 88.01 | |
| WDFMethod Category=Method 1, Training Dataset=DFDCP2026.05 | 87.49 | |
| MesoNet-4Method Category=Baseline CNNs, Training Dataset=FF++ (c23)2026.05 | 87.14 | |
| LBPMethod Category=Method 1, Training Dataset=DFDCP2026.05 | 86.76 | |
| Meso4Method Category=Baseline CNNs, Training Dataset=DFDCP2026.05 | 84.51 | |
| SRMMethod Category=Frequency-based, Training Dataset=DFDCP2026.05 | 83.17 | |
| HiNetFFD Detector=Xception, Type=Plain2026.03 | 80.49 | |
| EffB4Method Category=Baseline CNNs, Training Dataset=DFDCP2026.05 | 80 | |
| SPSLMethod Category=Frequency-based, Training Dataset=DFDCP2026.05 | 79.37 | |
| HiNetFFD Detector=MesoIncep, Type=Plain2026.03 | 78.21 | |
| F3NetPrivacy Preserving=None, Type=Freq.2026.03 | 77.76 | |
| XceptMethod Category=Baseline CNNs, Training Dataset=DFDCP2026.05 | 77.57 | |
| RNet34Method Category=Baseline CNNs, Training Dataset=DFDCP2026.05 | 77.1 | |
| F3NetMethod Category=Frequency-based, Training Dataset=DFDCP2026.05 | 76.69 | |
| HiDDeNFFD Detector=Meso4, Type=Plain2026.03 | 76.31 | |
| WengNetFFD Detector=Xception, Type=Plain2026.03 | 75.81 | |
| BalujaNetFFD Detector=MesoIncep, Type=Plain2026.03 | 75.47 | |
| HiDDeNFFD Detector=Xception, Type=Plain2026.03 | 74.36 | |
| BalujaNetFFD Detector=Xception, Type=Plain2026.03 | 74.05 | |
| StegaFFDPrivacy Preserving=HiDDeN, Type=Freq.2026.03 | 73.63 | |
| HiDDeNFFD Detector=MesoIncep, Type=Plain2026.03 | 73.56 | |
| WengNetFFD Detector=F3Net, Type=Freq.2026.03 | 69.78 | |
| HiDDeNFFD Detector=F3Net, Type=Freq.2026.03 | 68.24 | |
| HiNetFFD Detector=F3Net, Type=Freq.2026.03 | 68.04 | |
| BalujaNetFFD Detector=Meso4, Type=Plain2026.03 | 66.14 | |
| SFDAPrivacy Preserving=HiDDeN, Type=Freq.2026.03 | 66.05 | |
| BalujaNetFFD Detector=F3Net, Type=Freq.2026.03 | 65.32 | |
| WengNetFFD Detector=Meso4, Type=Plain2026.03 | 60.8 | |
| FalcoFFD Detector=MesoIncep, Type=Plain2026.03 | 60.48 | |
| Meso4Privacy Preserving=None, Type=Plain2026.03 | 59.05 | |
| FalcoFFD Detector=Meso4, Type=Plain2026.03 | 53.1 | |
| HiNetFFD Detector=Meso4, Type=Plain2026.03 | 53.01 | |
| WengNetFFD Detector=MesoIncep, Type=Plain2026.03 | 52.14 | |
| FalcoFFD Detector=Xception, Type=Plain2026.03 | 51.48 | |
| SFDA+SDAPrivacy Preserving=HiDDeN, Type=Freq.2026.03 | 50.04 | |
| FalcoFFD Detector=F3Net, Type=Freq.2026.03 | 50.01 |