Image Deepfake Detection on DFo
0.991AUCOurs
Evaluation Results
| Method | Links | |
|---|---|---|
| OursTraining Dataset=FF++ c23, Evaluation Protocol=Protocol-12024.08 | 0.991 | |
| HAADTraining Dataset=FF++, Evaluation Protocol=Cross-dataset Evaluation2026.05 | 0.979 | |
| CFMVenues=TIFS 2023, Training Dataset=FF++ c23, Evaluation Protocol=Protocol-12024.08 | 0.976 | |
| DCLVenues=AAAI 2022, Training Dataset=FF++ c23, Evaluation Protocol=Protocol-12024.08 | 0.975 | |
| EffortTraining Dataset=FF++, Evaluation Protocol=Cross-dataset Evaluation, Re-implemented=true2026.05 | 0.965 | |
| X^2-DFDTraining Dataset=FF++, Evaluation Protocol=Cross-dataset Evaluation, Re-implemented=true2026.05 | 0.959 | |
| SpInShieldAttack Type=Spectral Tilt2026.05 | 0.9481 | |
| VLFFDTraining Dataset=FF++, Evaluation Protocol=Cross-dataset Evaluation, Re-implemented=true2026.05 | 0.946 | |
| SpInShieldAttack Type=SNR-based Noise2026.05 | 0.9311 | |
| SBIVenues=CVPR 2022, Training Dataset=FF++ c23, Evaluation Protocol=Protocol-12024.08 | 0.899 | |
| SBITraining Dataset=FF++, Evaluation Protocol=Cross-dataset Evaluation2026.05 | 0.899 | |
| LSDAVenues=CVPR 2024, Training Dataset=FF++ c23, Evaluation Protocol=Protocol-12024.08 | 0.892 | |
| MSBA-CLIPTraining Dataset=FF++ (C23), Evaluation Level=Frame-level2026.02 | 0.8855 | |
| DAIDTraining Dataset=FF++, Evaluation Protocol=Cross-dataset Evaluation, Re-implemented=true2026.05 | 0.884 | |
| SPSLTraining Dataset=FF++ (C23), Evaluation Level=Frame-level2026.02 | 0.8767 | |
| FIA-USATraining Dataset=FF++, Evaluation Protocol=Cross-dataset Evaluation, Re-implemented=true2026.05 | 0.874 | |
| Face X-rayTraining Dataset=FF++ (C23), Evaluation Level=Frame-level2026.02 | 0.868 | |
| SRMTraining Dataset=FF++ (C23), Evaluation Level=Frame-level2026.02 | 0.8638 | |
| SeeABLEVenues=ICCV 2023, Training Dataset=FF++ c23, Evaluation Protocol=Protocol-12024.08 | 0.863 | |
| CORETraining Dataset=FF++ (C23), Evaluation Level=Frame-level2026.02 | 0.8475 | |
| F3NetTraining Dataset=FF++ (C23), Evaluation Level=Frame-level2026.02 | 0.8431 | |
| XceptionTraining Dataset=FF++ (C23), Evaluation Level=Frame-level2026.02 | 0.833 | |
| UCFTraining Dataset=FF++ (C23), Evaluation Level=Frame-level2026.02 | 0.8241 | |
| UCFVenues=ICCV 2023, Training Dataset=FF++ c23, Evaluation Protocol=Protocol-12024.08 | 0.808 | |
| UCFTraining Dataset=FF++, Evaluation Protocol=Cross-dataset Evaluation2026.05 | 0.808 | |
| IIDTraining Dataset=FF++, Evaluation Protocol=Cross-dataset Evaluation2026.05 | 0.808 | |
| RECCEVenues=CVPR 2022, Training Dataset=FF++ c23, Evaluation Protocol=Protocol-12024.08 | 0.784 | |
| RECCETraining Dataset=FF++, Evaluation Protocol=Cross-dataset Evaluation2026.05 | 0.784 | |
| LSDATraining Dataset=FF++, Evaluation Protocol=Cross-dataset Evaluation2026.05 | 0.768 | |
| NACOAttack Type=Spectral Tilt2026.05 | 0.7658 | |
| COREVenues=CVPRW 2022, Training Dataset=FF++ c23, Evaluation Protocol=Protocol-12024.08 | 0.765 | |
| CORETraining Dataset=FF++, Evaluation Protocol=Cross-dataset Evaluation2026.05 | 0.765 | |
| SLFAttack Type=Spectral Tilt2026.05 | 0.7581 | |
| DFD-FCGAttack Type=Spectral Tilt2026.05 | 0.7571 | |
| AltFreAttack Type=Spectral Tilt2026.05 | 0.7565 | |
| NACOAttack Type=SNR-based Noise2026.05 | 0.7452 | |
| TALLAttack Type=Spectral Tilt2026.05 | 0.7423 | |
| FTCNAttack Type=Spectral Tilt2026.05 | 0.7345 | |
| F3NetVenues=ECCV 2020, Training Dataset=FF++ c23, Evaluation Protocol=Protocol-12024.08 | 0.73 | |
| F3NetTraining Dataset=FF++, Evaluation Protocol=Cross-dataset Evaluation2026.05 | 0.73 | |
| SpInShieldevaluation_protocol=Adaptive white-box attack2026.05 | 0.7286 | |
| DFD-FCGAttack Type=SNR-based Noise2026.05 | 0.7269 | |
| AltFreAttack Type=SNR-based Noise2026.05 | 0.7256 | |
| FakeSTAttack Type=Spectral Tilt2026.05 | 0.7248 | |
| SLFAttack Type=SNR-based Noise2026.05 | 0.7244 | |
| SPSLVenues=CVPR 2021, Training Dataset=FF++ c23, Evaluation Protocol=Protocol-12024.08 | 0.723 | |
| SPSLTraining Dataset=FF++, Evaluation Protocol=Cross-dataset Evaluation2026.05 | 0.723 | |
| SRMVenues=CVPR 2021, Training Dataset=FF++ c23, Evaluation Protocol=Protocol-12024.08 | 0.722 | |
| SRMTraining Dataset=FF++, Evaluation Protocol=Cross-dataset Evaluation2026.05 | 0.722 | |
| PTFDAttack Type=Spectral Tilt2026.05 | 0.7152 | |
| TALLAttack Type=SNR-based Noise2026.05 | 0.7122 | |
| FTCNAttack Type=SNR-based Noise2026.05 | 0.7057 | |
| FakeSTAttack Type=SNR-based Noise2026.05 | 0.6936 | |
| PTFDAttack Type=SNR-based Noise2026.05 | 0.684 | |
| DFD-FCGevaluation_protocol=Adaptive white-box attack2026.05 | 0.6492 | |
| AFWAttack Type=Spectral Tilt2026.05 | 0.6255 | |
| SLFevaluation_protocol=Adaptive white-box attack2026.05 | 0.6245 | |
| AFWAttack Type=SNR-based Noise2026.05 | 0.6023 | |
| FakeSTevaluation_protocol=Adaptive white-box attack2026.05 | 0.6014 | |
| VideoMAE(B)Attack Type=Spectral Tilt2026.05 | 0.5381 | |
| VideoMAE(B)Attack Type=SNR-based Noise2026.05 | 0.5213 | |
| VideoMAEevaluation_protocol=Adaptive white-box attack2026.05 | 0.4591 |