Deepfake Detection on SID-Set (val)
89.6Acc (Real)SIDA-13B
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| SIDA-13BYear=2024, Model Setup=Direct evaluation2024.12 | 89.6 | 91.1 | 98.5 | 98.7 | 92.9 | 91.2 | 93.6 | 93.5 | |
| FusingYear=2022, Model Setup=Fine-tuned using the SID-Set2024.12 | 89.2 | 92.7 | 88.1 | 89.1 | 27 | 31.4 | 68.1 | 71 | |
| Gram-NetYear=2020, Model Setup=Fine-tuned using the SID-Set2024.12 | 89.2 | 91.7 | 97.9 | 94.6 | 89.9 | 86.9 | 92.1 | 92.4 | |
| SIDA-7BYear=2024, Model Setup=Direct evaluation2024.12 | 89.1 | 91 | 98.7 | 98.6 | 92.7 | 91 | 93.5 | 93.5 | |
| CnnSpottYear=2021, Model Setup=Fine-tuned using the SID-Set2024.12 | 89 | 90.8 | 90.7 | 88.1 | 68.1 | 64 | 82.6 | 80.9 | |
| AntifakePromptYear=2024, Model Setup=Fine-tuned using the SID-Set2024.12 | 88.9 | 89.1 | 97.5 | 97.9 | 90.9 | 80.4 | 92.4 | 89.1 | |
| FusingYear=2022, Model Setup=Direct evaluation with open-source weights2024.12 | 85.1 | 92 | 34 | 50.7 | 2.7 | 5.3 | 40.6 | 49.3 | |
| FreDectYear=2020, Model Setup=Direct evaluation with open-source weights2024.12 | 83.7 | 91.1 | 16.8 | 28.8 | 11.9 | 21.3 | 37.4 | 47 | |
| CnnSpottYear=2021, Model Setup=Direct evaluation with open-source weights2024.12 | 79.8 | 88.7 | 39.5 | 56.6 | 6.9 | 12.9 | 42.1 | 52.7 | |
| UnivFDYear=2023, Model Setup=Fine-tuned using the SID-Set2024.12 | 78.3 | 68.5 | 86.4 | 98 | 92.5 | 80.6 | 82.4 | 85.4 | |
| LNPYear=2023, Model Setup=Direct evaluation with open-source weights2024.12 | 71.2 | 83.2 | 91.8 | 95.7 | 2.9 | 5.7 | 55.3 | 61.5 | |
| Gram-NetYear=2020, Model Setup=Direct evaluation with open-source weights2024.12 | 70.1 | 82.4 | 93.5 | 96.6 | 0.8 | 1.6 | 54.8 | 60.2 | |
| UnivFDYear=2023, Model Setup=Direct evaluation with open-source weights2024.12 | 68 | 67.4 | 62.1 | 87.5 | 64 | 85.3 | 64.7 | 80 | |
| LGradYear=2023, Model Setup=Fine-tuned using the SID-Set2024.12 | 67.6 | 76.1 | 58 | 67.3 | 99.1 | 98.8 | 73 | 80.6 | |
| AntifakePromptYear=2024, Model Setup=Direct evaluation with open-source weights2024.12 | 64.8 | 78.6 | 93.8 | 96.8 | 30.8 | 47.2 | 63.1 | 74.2 | |
| LGradYear=2023, Model Setup=Direct evaluation with open-source weights2024.12 | 64.8 | 78.6 | 83.5 | 91 | 6.8 | 12.7 | 51.7 | 60.7 | |
| FreDectYear=2020, Model Setup=Fine-tuned using the SID-Set2024.12 | 46 | 47.6 | 60.9 | 66 | 37.1 | 53 | 47.6 | 55.4 | |
| LNPYear=2023, Model Setup=Fine-tuned using the SID-Set2024.12 | 14.4 | 23 | 36.2 | 35.6 | 93.3 | 94.6 | 72.6 | 51.1 |