Deepfake Detection on FaceForensics++ (FF++) HQ (test)
99.96AUCCurvelet-FAFE
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Curvelet-FAFECompression=HQ2026.04 | 99.96 | 98.48 | — | — | — | — | — | — | |
| FDFLCompression=HQ2026.04 | 99.3 | 96.69 | — | — | — | — | — | — | |
| Xception-ELACompression=HQ2026.04 | 98.4 | 93.8 | — | — | — | — | — | — | |
| F3-NetCompression=HQ2026.04 | 98.1 | 97.52 | — | — | — | — | — | — | |
| XceptionCompression=HQ2026.04 | 96.3 | 95.73 | — | — | — | — | — | — | |
| Face X-rayCompression=HQ2026.04 | 87.35 | — | — | — | — | — | — | — | |
| FreqDebiasEvaluation Setting=In-domain, Evaluation Level=frame-level2025.09 | 0.975 | — | — | — | — | — | — | — | |
| Ourssource=as reported in [29]2023.07 | 0.9742 | 92.47 | — | — | — | — | — | — | |
| Ours*variant=optimized/final version2023.07 | 0.9742 | 94.47 | — | — | — | — | — | — | |
| IIDEvaluation Setting=In-domain, Evaluation Level=frame-level2025.09 | 0.974 | — | — | — | — | — | — | — | |
| UCFEvaluation Setting=In-domain, Evaluation Level=frame-level2025.09 | 0.971 | — | — | — | — | — | — | — | |
| SLADDEvaluation Setting=In-domain, Evaluation Level=frame-level2025.09 | 0.969 | — | — | — | — | — | — | — | |
| UIA-ViT*implementation=official code re-trained2023.07 | 0.967 | 90.4 | — | — | — | — | — | — | |
| XceptionEvaluation Setting=In-domain, Evaluation Level=frame-level2025.09 | 0.964 | — | — | — | — | — | — | — | |
| F3NetEvaluation Setting=In-domain, Evaluation Level=frame-level2025.09 | 0.964 | — | — | — | — | — | — | — | |
| COREEvaluation Setting=In-domain, Evaluation Level=frame-level2025.09 | 0.964 | — | — | — | — | — | — | — | |
| FFDEvaluation Setting=In-domain, Evaluation Level=frame-level2025.09 | 0.962 | — | — | — | — | — | — | — | |
| RECCEEvaluation Setting=In-domain, Evaluation Level=frame-level2025.09 | 0.962 | — | — | — | — | — | — | — | |
| SPSLEvaluation Setting=In-domain, Evaluation Level=frame-level2025.09 | 0.961 | — | — | — | — | — | — | — | |
| X-rayEvaluation Setting=In-domain, Evaluation Level=frame-level2025.09 | 0.959 | — | — | — | — | — | — | — | |
| SRMEvaluation Setting=In-domain, Evaluation Level=frame-level2025.09 | 0.958 | — | — | — | — | — | — | — | |
| DCLsource=as reported in [29]2023.07 | 0.949 | 87.7 | — | — | — | — | — | — | |
| LTWsource=as reported in [29]2023.07 | 0.927 | 85.6 | — | — | — | — | — | — | |
| EN-B4source=as reported in [29]2023.07 | 0.9111 | 82.4 | — | — | — | — | — | — | |
| CapsuleEvaluation Setting=In-domain, Evaluation Level=frame-level2025.09 | 0.842 | — | — | — | — | — | — | — | |
| Meso4Evaluation Setting=In-domain, Evaluation Level=frame-level2025.09 | 0.608 | — | — | — | — | — | — | — | |
| CNN-aug2020.12 | — | — | — | — | — | — | — | 87.5 | |
| CNN-GRU2020.12 | — | — | — | — | — | — | — | 97.6 | |
| Face X-ray2020.12 | — | — | — | — | — | — | — | 99.5 | |
| Face-x-ray2025.12 | — | — | 88.5 | 97.6 | 88.6 | 63.8 | 84.63 | — | |
| GenDF2025.12 | — | — | 97.48 | 99.26 | 92.51 | 85.33 | 93.58 | — | |
| LipForensicsvariant=Scratch, pre-training=none2020.12 | — | — | — | — | — | — | — | 93 | |
| LipForensicsvariant=Ft whole, pre-training=lipreading, fine-tuning=whole model2020.12 | — | — | — | — | — | — | — | 98.4 | |
| LipForensicsvariant=Ours, pre-training=lipreading, fine-tuning=frozen feature extractor2020.12 | — | — | — | — | — | — | — | 99.7 | |
| Patch-based2020.12 | — | — | — | — | — | — | — | 94 | |
| RECCE2025.12 | — | — | 98.87 | 99.22 | 90.13 | 76.92 | 91.29 | — | |
| RFM2025.12 | — | — | 96.49 | 98.62 | 84.5 | 58.51 | 84.53 | — | |
| UIA-ViT2025.12 | — | — | 95.1 | 96.51 | 91.98 | 80.24 | 92.14 | — | |
| Xception2025.12 | — | — | 97.23 | 98.35 | 84.29 | 69.12 | 87.25 | — | |
| Xception2020.12 | — | — | — | — | — | — | — | 93.9 |