Frame-level Deepfake Detection on Celeb-DF v1
93.9AUROCVLAForge
Evaluation Results
| Method | Links | |
|---|---|---|
| VLAForgeVenue=-2026.03 | 93.9 | |
| ForAdaVenue=CVPR’252026.03 | 91.4 | |
| ProDetVenue=Neurips’242026.03 | 90.9 | |
| LSDAVenue=CVPR’242026.03 | 86.7 | |
| SBIVenue=CVPR’222026.03 | 83.1 | |
| RepDFDVenue=AAAI’252026.03 | 83 | |
| EDVenue=AAAI’242026.03 | 81.8 | |
| SPSLVenue=CVPR’212026.03 | 81.5 | |
| Frequency-Aware Triple Branch NetworkTraining dataset=FF++, Backbone=Xception2026.04 | 79.6 | |
| SRMVenue=CVPR’212026.03 | 79.3 | |
| SRMTraining dataset=FF++2026.04 | 79.3 | |
| EfficientB4Venue=ICML‘192026.03 | 79.1 | |
| SPSLTraining dataset=FF++2026.04 | 79.1 | |
| DSP-FWATraining dataset=FF++2026.04 | 78.5 | |
| FFDVenue=CVPR’202026.03 | 78.4 | |
| CORETraining dataset=FF++2026.04 | 78 | |
| XceptionVenue=ICCV’192026.03 | 77.9 | |
| UCFVenue=ICCV’232026.03 | 77.9 | |
| UCFTraining dataset=FF++2026.04 | 77.9 | |
| RecceVenue=CVPR’222026.03 | 76.8 | |
| XceptionTraining dataset=FF++2026.04 | 75 | |
| X-rayVenue=CVPR’202026.03 | 70.9 | |
| Meso4Training dataset=FF++2026.04 | 42.2 |