Deepfake Detection on CDF v1
86.7AccuracyFull Precision
Evaluation results
| Method | Links | |
|---|---|---|
| Full PrecisionDetector=LSDA, Type=CVPR'242026.04 | 86.7 | |
| Full PrecisionDetector=Swin-Base, Type=Backbones2026.04 | 85.8 | |
| Full PrecisionDetector=NPR, Type=CVPR'242026.04 | 85.8 | |
| Full PrecisionDetector=Swin-Small, Type=Backbones2026.04 | 83.8 | |
| Full PrecisionDetector=ViT-Base, Type=Backbones2026.04 | 83.7 | |
| Full PrecisionDetector=ViT-Small, Type=Backbones2026.04 | 82 | |
| Full PrecisionDetector=DeiT-Base, Type=Backbones2026.04 | 81.2 | |
| DeFakeQDetector=LSDA, Type=CVPR'242026.04 | 78.9 | |
| DeFakeQDetector=NPR, Type=CVPR'242026.04 | 78.3 | |
| Full PrecisionDetector=DeiT-Small, Type=Backbones2026.04 | 78.2 | |
| Full PrecisionDetector=UCF, Type=ICCV'232026.04 | 77.9 | |
| Full PrecisionDetector=DeiT-Tiny, Type=Backbones2026.04 | 76.7 | |
| DeFakeQDetector=ViT-Base, Type=Backbones2026.04 | 76.4 | |
| DeFakeQDetector=Swin-Base, Type=Backbones2026.04 | 76.3 | |
| DeFakeQDetector=Swin-Small, Type=Backbones2026.04 | 76.1 | |
| DeFakeQDetector=ViT-Small, Type=Backbones2026.04 | 76 | |
| Full PrecisionDetector=Wavelet, Type=WACV'252026.04 | 75.6 | |
| DeFakeQDetector=DeiT-Base, Type=Backbones2026.04 | 73.5 | |
| DeFakeQDetector=DeiT-Small, Type=Backbones2026.04 | 71.1 | |
| DeFakeQDetector=UCF, Type=ICCV'232026.04 | 70.7 | |
| DeFakeQDetector=Wavelet, Type=WACV'252026.04 | 69.6 | |
| DeFakeQDetector=DeiT-Tiny, Type=Backbones2026.04 | 68.5 | |
| FIMA-QDetector=Swin-Small, Type=Backbones2026.04 | 64.9 | |
| FIMA-QDetector=ViT-Small, Type=Backbones2026.04 | 62.8 | |
| FIMA-QDetector=ViT-Base, Type=Backbones2026.04 | 62.2 | |
| FIMA-QDetector=Swin-Base, Type=Backbones2026.04 | 62 | |
| FIMA-QDetector=DeiT-Base, Type=Backbones2026.04 | 61.2 | |
| BRECQDetector=DeiT-Base, Type=Backbones2026.04 | 60.8 | |
| AdalogDetector=ViT-Base, Type=Backbones2026.04 | 60 | |
| FIMA-QDetector=LSDA, Type=CVPR'242026.04 | 59.8 | |
| AdalogDetector=ViT-Small, Type=Backbones2026.04 | 59.7 | |
| BRECQDetector=ViT-Base, Type=Backbones2026.04 | 58.9 | |
| AdalogDetector=DeiT-Base, Type=Backbones2026.04 | 58.5 | |
| BRECQDetector=ViT-Small, Type=Backbones2026.04 | 58.1 | |
| AdalogDetector=LSDA, Type=CVPR'242026.04 | 58 | |
| BRECQDetector=Swin-Small, Type=Backbones2026.04 | 57.7 | |
| AdalogDetector=Swin-Base, Type=Backbones2026.04 | 57.5 | |
| FIMA-QDetector=NPR, Type=CVPR'242026.04 | 57.4 | |
| AdalogDetector=NPR, Type=CVPR'242026.04 | 56.9 | |
| AdalogDetector=DeiT-Tiny, Type=Backbones2026.04 | 55.8 | |
| AdalogDetector=Swin-Small, Type=Backbones2026.04 | 55.3 | |
| FIMA-QDetector=DeiT-Small, Type=Backbones2026.04 | 55 | |
| FIMA-QDetector=DeiT-Tiny, Type=Backbones2026.04 | 54.3 | |
| BRECQDetector=LSDA, Type=CVPR'242026.04 | 54 | |
| BRECQDetector=Swin-Base, Type=Backbones2026.04 | 53.2 | |
| FIMA-QDetector=Wavelet, Type=WACV'252026.04 | 52.5 | |
| BRECQDetector=NPR, Type=CVPR'242026.04 | 52.1 | |
| AdalogDetector=DeiT-Small, Type=Backbones2026.04 | 51.9 | |
| FIMA-QDetector=UCF, Type=ICCV'232026.04 | 51.7 | |
| BRECQDetector=DeiT-Tiny, Type=Backbones2026.04 | 50.2 | |
| AdalogDetector=Wavelet, Type=WACV'252026.04 | 50 | |
| AdalogDetector=UCF, Type=ICCV'232026.04 | 49.8 | |
| BRECQDetector=DeiT-Small, Type=Backbones2026.04 | 48.9 | |
| BRECQDetector=UCF, Type=ICCV'232026.04 | 45.3 | |
| BRECQDetector=Wavelet, Type=WACV'252026.04 | 45.1 |