Deepfake Detection on FF++ HQ (test)
0.9949AUC (Avg)CAST-B5
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| CAST-B5Year=20252025.06 | 0.9949 | — | — | — | — | 97.57 | |
| D2-FusionYear=20242025.06 | 0.9942 | — | — | — | — | 97.77 | |
| RECCEYear=20222025.06 | 0.9932 | — | — | — | — | 97.06 | |
| DCLYear=20222025.06 | 0.993 | — | — | — | — | — | |
| MATYear=20212025.06 | 0.9929 | — | — | — | — | 97.6 | |
| CAST-B0Year=20252025.06 | 0.9898 | — | — | — | — | 96.89 | |
| GFFYear=20212025.06 | 0.9895 | — | — | — | — | 96.87 | |
| F3-NetYear=20202025.06 | 0.981 | — | — | — | — | 97.52 | |
| Face X-rayYear=20202025.06 | 0.8735 | — | — | — | — | — | |
| EfficientB4Training Set=DF2025.12 | 0.8 | 0.995 | 0.728 | 0.706 | 0.771 | — | |
| XceptionTraining Set=DF2025.12 | 0.794 | 0.994 | 0.723 | 0.703 | 0.757 | — | |
| SRMTraining Set=DF2025.12 | 0.791 | 0.995 | 0.724 | 0.684 | 0.762 | — | |
| GenDFTraining Set=FS2025.12 | 0.762 | 0.827 | 0.656 | 0.999 | 0.565 | — | |
| F3-NetTraining Set=DF2025.12 | 0.761 | 0.976 | 0.637 | 0.734 | 0.695 | — | |
| GenDFTraining Set=F2F2025.12 | 0.76 | 0.807 | 0.992 | 0.613 | 0.627 | — | |
| SRMTraining Set=F2F2025.12 | 0.75 | 0.711 | 0.985 | 0.622 | 0.68 | — | |
| GenDFTraining Set=DF2025.12 | 0.748 | 0.999 | 0.64 | 0.661 | 0.69 | — | |
| UIA-ViTTraining Set=FS2025.12 | 0.748 | 0.885 | 0.634 | 0.995 | 0.477 | — | |
| XceptionTraining Set=F2F2025.12 | 0.743 | 0.674 | 0.984 | 0.633 | 0.679 | — | |
| UIA-ViTTraining Set=F2F2025.12 | 0.74 | 0.774 | 0.99 | 0.615 | 0.582 | — | |
| EfficientB4Training Set=F2F2025.12 | 0.739 | 0.661 | 0.982 | 0.629 | 0.682 | — | |
| GenDFTraining Set=NT2025.12 | 0.733 | 0.747 | 0.685 | 0.542 | 0.957 | — | |
| UIA-ViTTraining Set=DF2025.12 | 0.711 | 0.994 | 0.636 | 0.579 | 0.634 | — | |
| UIA-ViTTraining Set=NT2025.12 | 0.708 | 0.729 | 0.678 | 0.461 | 0.963 | — | |
| F3-NetTraining Set=F2F2025.12 | 0.701 | 0.601 | 0.962 | 0.583 | 0.656 | — | |
| F3-NetTraining Set=FS2025.12 | 0.681 | 0.643 | 0.582 | 0.975 | 0.524 | — | |
| EfficientB4Training Set=NT2025.12 | 0.679 | 0.649 | 0.584 | 0.525 | 0.956 | — | |
| XceptionTraining Set=NT2025.12 | 0.678 | 0.635 | 0.585 | 0.535 | 0.955 | — | |
| SRMTraining Set=NT2025.12 | 0.678 | 0.649 | 0.578 | 0.53 | 0.955 | — | |
| XceptionTraining Set=FS2025.12 | 0.676 | 0.552 | 0.609 | 0.993 | 0.551 | — | |
| SRMTraining Set=FS2025.12 | 0.675 | 0.55 | 0.607 | 0.993 | 0.55 | — | |
| EfficientB4Training Set=FS2025.12 | 0.674 | 0.555 | 0.596 | 0.992 | 0.553 | — | |
| F3-NetTraining Set=NT2025.12 | 0.628 | 0.58 | 0.562 | 0.523 | 0.846 | — |