Research Article
Vision Transformer-Based Video Hashing Retrieval for Tracing the Source of Fake Videos
Table 4
Comparison experiment of fine-grained accuracy (ACC) with recent works on FaceForensics++ high-quality (HQ) and low-quality (LQ) datasets.
| Methods | FF++ (HQ) | FF++ (LQ) | Celeb-DF | DF | F2F | FS | NT | DF | F2F | FS | NT |
| Xception | 98.9 | 98.9 | 99.6 | 95.0 | 96.8 | 91.1 | 94.6 | 87.1 | 99.4 | I3D | 92.9 | 92.9 | 96.4 | 90.4 | 91.1 | 86.4 | 91.4 | 78.6 | 99.2 | LSTM | 99.6 | 99.3 | 98.2 | 93.9 | 96.4 | 88.2 | 94.3 | 88.2 | 95.7 | TEI | 97.9 | 97.1 | 97.5 | 94.3 | 95.0 | 91.1 | 94.6 | 90.4 | 99.1 | ADDNet-3d | 92.1 | 83.9 | 92.5 | 78.2 | 90.4 | 78.2 | 80.0 | 69.3 | 95.2 | S-MIL | 98.6 | 99.3 | 99.3 | 95.7 | 96.8 | 91.4 | 94.6 | 88.6 | 99.2 | S-MIL-T | 99.6 | 99.6 | 100.0 | 94.3 | 97.1 | 91.1 | 96.1 | 86.8 | 98.8 | STIL | 99.6 | 99.3 | 100.0 | 95.4 | 98.2 | 92.1 | 97.1 | 91.8 | 99.8 | VTN | 99.6 | 99.3 | 99.6 | 95.4 | 97.9 | 92.1 | 95.7 | 90.4 | 99.3 | ISTVT | 99.6 | 99.6 | 100.0 | 96.8 | 98.9 | 96.1 | 97.5 | 92.1 | 99.8 | Ours | 99.9 | 99.9 | 99.9 | 0.999 | 99.9 | 100.0 | 99.9 | 99.9 | 99.4 |
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