Deepfake Detection on FaceForensics++ (FF++) (intra-dataset)
99.8AUCOurs†
Evaluation results
| Method | Links | |
|---|---|---|
| Ours†Backbone=Swin Transformer, Components=SwinTransformer, BERT, blood detection2026.01 | 99.8 | |
| SBIsBackbone=Swin Transformer2026.01 | 99.72 | |
| EfficientNet-B4Backbone=EfficientNet-B42026.01 | 99.7 | |
| SBIsBackbone=EfficientNet-B42026.01 | 99.64 | |
| Ours*Backbone=EfficientNet-B4, Components=EfficientNet-B4, BERT, blood detection2026.01 | 99.55 | |
| LRL2026.01 | 99.46 | |
| RECCE2026.01 | 99.32 | |
| Multi-Att2026.01 | 99.29 | |
| Face-X-Ray2026.01 | 99.17 | |
| SPSL2026.01 | 96.91 | |
| Xception2026.01 | 96.3 |