Deepfake Detection on WDF
85.1AUCHAAD
Evaluation Results
| Method | Links | |
|---|---|---|
| HAADTraining Dataset=FF++, Evaluation Protocol=Cross-dataset Evaluation2026.05 | 85.1 | |
| X^2-DFDTraining Dataset=FF++, Evaluation Protocol=Cross-dataset Evaluation, Re-implemented=true2026.05 | 84.1 | |
| VLFFDTraining Dataset=FF++, Evaluation Protocol=Cross-dataset Evaluation, Re-implemented=true2026.05 | 83.1 | |
| EffortTraining Dataset=FF++, Evaluation Protocol=Cross-dataset Evaluation, Re-implemented=true2026.05 | 82.7 | |
| FIA-USATraining Dataset=FF++, Evaluation Protocol=Cross-dataset Evaluation, Re-implemented=true2026.05 | 81 | |
| DAIDTraining Dataset=FF++, Evaluation Protocol=Cross-dataset Evaluation, Re-implemented=true2026.05 | 80.1 | |
| LSDATraining Dataset=FF++, Evaluation Protocol=Cross-dataset Evaluation2026.05 | 79.7 | |
| UCFTraining Dataset=FF++, Evaluation Protocol=Cross-dataset Evaluation2026.05 | 77.4 | |
| RECCETraining Dataset=FF++, Evaluation Protocol=Cross-dataset Evaluation2026.05 | 75.6 | |
| F3NetTraining Dataset=FF++, Evaluation Protocol=Cross-dataset Evaluation2026.05 | 72.8 | |
| CORETraining Dataset=FF++, Evaluation Protocol=Cross-dataset Evaluation2026.05 | 72.4 | |
| SBITraining Dataset=FF++, Evaluation Protocol=Cross-dataset Evaluation2026.05 | 70.3 | |
| SPSLTraining Dataset=FF++, Evaluation Protocol=Cross-dataset Evaluation2026.05 | 70.2 | |
| SRMTraining Dataset=FF++, Evaluation Protocol=Cross-dataset Evaluation2026.05 | 70.2 | |
| IIDTraining Dataset=FF++, Evaluation Protocol=Cross-dataset Evaluation2026.05 | 66.6 | |
| SpInShieldProcessing level=Video-level2026.05 | 0.889 | |
| DFD-FCGProcessing level=Video-level2026.05 | 0.875 | |
| SpInShieldAttack Type=Spectral Tilt2026.05 | 0.8611 | |
| SpInShieldAttack Type=SNR-based Noise2026.05 | 0.8541 | |
| LSDAProcessing level=Frame-level2026.05 | 0.797 | |
| CDFAProcessing level=Frame-level2026.05 | 0.796 | |
| FTCNProcessing level=Video-level2026.05 | 0.791 | |
| ProDetProcessing level=Frame-level2026.05 | 0.781 | |
| UCFProcessing level=Frame-level2026.05 | 0.774 | |
| AltFreezingProcessing level=Video-level2026.05 | 0.773 | |
| FakeSTormerProcessing level=Video-level2026.05 | 0.766 | |
| SLFProcessing level=Video-level2026.05 | 0.741 | |
| PTFDProcessing level=Video-level2026.05 | 0.741 | |
| SBIProcessing level=Frame-level2026.05 | 0.703 | |
| AFWProcessing level=Video-level2026.05 | 0.693 | |
| SLADDProcessing level=Frame-level2026.05 | 0.69 | |
| NACOProcessing level=Video-level2026.05 | 0.686 | |
| TALLProcessing level=Video-level2026.05 | 0.68 | |
| IIDProcessing level=Frame-level2026.05 | 0.666 | |
| SLFAttack Type=Spectral Tilt2026.05 | 0.5925 | |
| NACOAttack Type=Spectral Tilt2026.05 | 0.5883 | |
| AltFreAttack Type=Spectral Tilt2026.05 | 0.5824 | |
| FTCNAttack Type=Spectral Tilt2026.05 | 0.5782 | |
| PTFDAttack Type=Spectral Tilt2026.05 | 0.5749 | |
| DFD-FCGAttack Type=Spectral Tilt2026.05 | 0.5678 | |
| SLFAttack Type=SNR-based Noise2026.05 | 0.5656 | |
| TALLAttack Type=Spectral Tilt2026.05 | 0.5652 | |
| NACOAttack Type=SNR-based Noise2026.05 | 0.5585 | |
| AltFreAttack Type=SNR-based Noise2026.05 | 0.5543 | |
| FakeSTAttack Type=Spectral Tilt2026.05 | 0.5526 | |
| FTCNAttack Type=SNR-based Noise2026.05 | 0.5524 | |
| PTFDAttack Type=SNR-based Noise2026.05 | 0.5452 | |
| DFD-FCGAttack Type=SNR-based Noise2026.05 | 0.5357 | |
| AFWAttack Type=Spectral Tilt2026.05 | 0.5342 | |
| TALLAttack Type=SNR-based Noise2026.05 | 0.5325 | |
| VideoMAE(B)Attack Type=Spectral Tilt2026.05 | 0.5321 | |
| AFWAttack Type=SNR-based Noise2026.05 | 0.5153 | |
| FakeSTAttack Type=SNR-based Noise2026.05 | 0.5148 | |
| VideoMAE(B)Attack Type=SNR-based Noise2026.05 | 0.5146 |