Frame-level Deepfake Detection on DFDC-P
89.7AUCX2-DFD
Evaluation results
| Method | Links | ||
|---|---|---|---|
| X2-DFDDFD=true, MLLM=true2026.01 | 89.7 | — | |
| F. Adap.DFD=true, MLLM=false2026.01 | 89 | — | |
| EDDFD=true, MLLM=false2026.01 | 85.1 | — | |
| TridentDFD=true, MLLM=false2026.01 | 84.5 | — | |
| FFTGDFD=false, MLLM=true2026.01 | 83.2 | — | |
| RLSBIDFD=false, MLLM=true2026.01 | 81.7 | — | |
| LSDADFD=true, MLLM=false2026.01 | 81.5 | — | |
| DiffusionFake (ViT-B)Backbone=ViT-B, Training Dataset=FF++(HQ)2024.10 | 80.95 | 27.66 | |
| SBIDFD=true, MLLM=false2026.01 | 79.9 | — | |
| Frequency-Aware Triple Branch NetworkTraining dataset=FF++, Backbone=Xception2026.04 | 77.7 | — | |
| ProDetDFD=true, MLLM=false2026.01 | 77.4 | — | |
| DiffusionFake (En-b4)Backbone=EfficientNet-B4, Training Dataset=FF++(HQ)2024.10 | 77.35 | 30.17 | |
| DCLTraining Dataset=FF++(HQ), Reproduced Status=false2024.10 | 76.71 | 31.97 | |
| DCLTraining dataset=FF++2026.04 | 76.7 | — | |
| LRLTraining Dataset=FF++(HQ), Reproduced Status=false2024.10 | 76.53 | 32.41 | |
| SBITraining Dataset=FF++(HQ), Reproduced Status=true2024.10 | 76.53 | 30.22 | |
| UCFTraining Dataset=FF++(HQ), Reproduced Status=false2024.10 | 75.94 | — | |
| UCFDFD=true, MLLM=false2026.01 | 75.9 | — | |
| UCFTraining dataset=FF++2026.04 | 75.9 | — | |
| RECCETraining Dataset=FF++(HQ), Reproduced Status=true2024.10 | 75.88 | 32.41 | |
| CFMTraining dataset=FF++2026.04 | 75.8 | — | |
| LTWTraining Dataset=FF++(HQ), Reproduced Status=false2024.10 | 74.58 | 33.81 | |
| ViT-BBackbone=ViT-B, Training Dataset=FF++(HQ), Reproduced Status=true2024.10 | 74.24 | 34.29 | |
| SRMTraining dataset=FF++2026.04 | 74.1 | — | |
| RECCEDFD=true, MLLM=false2026.01 | 73.4 | — | |
| CORETraining dataset=FF++2026.04 | 73.4 | — | |
| F3-NetTraining dataset=FF++2026.04 | 72.9 | — | |
| F3-NetTraining Dataset=FF++(HQ), Reproduced Status=true2024.10 | 72.88 | 33.38 | |
| CADDMTraining Dataset=FF++(HQ), Reproduced Status=true2024.10 | 72.45 | 33.56 | |
| SPSLTraining dataset=FF++2026.04 | 72 | — | |
| GFFTraining Dataset=FF++(HQ), Reproduced Status=true2024.10 | 71.58 | 34.77 | |
| EfficientNet-B4 (En-b4)Backbone=EfficientNet-B4, Training Dataset=FF++(HQ), Reproduced Status=true2024.10 | 70.51 | 33.98 | |
| Face X-rayTraining Dataset=FF++(HQ), Reproduced Status=false2024.10 | 70 | — | |
| XceptionBackbone=Xception, Training Dataset=FF++(HQ), Reproduced Status=false2024.10 | 69.8 | 35.41 | |
| XceptionTraining dataset=FF++2026.04 | 69.8 | — | |
| X-RayDFD=true, MLLM=false2026.01 | 69.4 | — | |
| HCILTraining dataset=FF++2026.04 | 69.2 | — | |
| RFMTraining dataset=FF++2026.04 | 67.4 | — | |
| MATTraining Dataset=FF++(HQ), Reproduced Status=true2024.10 | 67.34 | 38.31 | |
| DSP-FWATraining dataset=FF++2026.04 | 59.5 | — | |
| Meso4Training dataset=FF++2026.04 | 59.4 | — |