Frame-level Deepfake Detection on DFDC
0.87AUCVLAForge
Evaluation results
| Method | Links | |
|---|---|---|
| VLAForgeVenue=-2026.03 | 0.87 | |
| F. Adap.DFD=true, MLLM=false2026.01 | 0.843 | |
| ForAdaVenue=CVPR’252026.03 | 0.843 | |
| X2-DFDDFD=true, MLLM=true2026.01 | 0.835 | |
| TridentDFD=true, MLLM=false2026.01 | 0.826 | |
| RLSBIDFD=false, MLLM=true2026.01 | 0.818 | |
| CDFAVenue=ECCV’242026.03 | 0.787 | |
| RepDFDVenue=AAAI’252026.03 | 0.773 | |
| UDDVenue=AAAI’252026.03 | 0.758 | |
| LSDADFD=true, MLLM=false2026.01 | 0.736 | |
| LSDAVenue=CVPR’242026.03 | 0.736 | |
| Frequency-Aware Triple Branch NetworkTraining dataset=FF++, Backbone=Xception2026.04 | 0.735 | |
| ProDetVenue=Neurips’242026.03 | 0.724 | |
| EDDFD=true, MLLM=false2026.01 | 0.721 | |
| EDVenue=AAAI’242026.03 | 0.721 | |
| UCFDFD=true, MLLM=false2026.01 | 0.719 | |
| UCFVenue=ICCV’232026.03 | 0.719 | |
| UCFTraining dataset=FF++2026.04 | 0.719 | |
| SBIVenue=CVPR’222026.03 | 0.714 | |
| RECCEDFD=true, MLLM=false2026.01 | 0.713 | |
| RecceVenue=CVPR’222026.03 | 0.713 | |
| XceptionVenue=ICCV’192026.03 | 0.708 | |
| CORETraining dataset=FF++2026.04 | 0.705 | |
| SPSLVenue=CVPR’212026.03 | 0.704 | |
| FFDVenue=CVPR’202026.03 | 0.703 | |
| SRMVenue=CVPR’212026.03 | 0.7 | |
| SRMTraining dataset=FF++2026.04 | 0.7 | |
| EfficientB4Venue=ICML‘192026.03 | 0.696 | |
| SPSLTraining dataset=FF++2026.04 | 0.696 | |
| RECCETraining dataset=FF++2026.04 | 0.691 | |
| RFMTraining dataset=FF++2026.04 | 0.68 | |
| F3-NetTraining dataset=FF++2026.04 | 0.646 | |
| XceptionTraining dataset=FF++2026.04 | 0.636 | |
| X-RayDFD=true, MLLM=false2026.01 | 0.633 | |
| X-rayVenue=CVPR’202026.03 | 0.633 | |
| F-GTraining dataset=FF++2026.04 | 0.617 |