Deepfake Detection on NT, DF, F2F, FS, FSH, CDFv2, and FFIW10K (test)
79NTBZNet
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| BZNetCompression=Random Image Compression (JPEG), Setting=Quality-agnostic, Source=Pre-trained weights2023.09 | 79 | 98.77 | 95.23 | 97.92 | — | — | — | 92.73 | |
| SBIsCompression=Random Image Compression (JPEG), Setting=Quality-agnostic, Source=Pre-trained weights2023.09 | 77.75 | 97.83 | 82.05 | 86.1 | 85.42 | — | — | 85.83 | |
| QAD-ECompression=Random Image Compression (JPEG), Setting=Quality-agnostic, Backbone=EfficientNet2023.09 | 76.27 | 99.2 | 94.44 | 98.69 | 98.6 | 98.52 | 98.86 | 94.94 | |
| ADDCompression=Random Image Compression (JPEG), Setting=Quality-agnostic, Source=Pre-trained weights2023.09 | 75.84 | 96.83 | 92.23 | 95.24 | 96 | — | — | 91.23 | |
| Fang & LinCompression=Random Image Compression (JPEG), Setting=Quality-agnostic2023.09 | 75.49 | 98.32 | 94.63 | 97.64 | 97.28 | 96.67 | 98.39 | 94.06 | |
| QAD-RCompression=Random Image Compression (JPEG), Setting=Quality-agnostic, Backbone=ResNet-502023.09 | 75.18 | 98.86 | 93.72 | 98.52 | 98.18 | 98.51 | 98.96 | 94.56 | |
| F3NetCompression=Random Image Compression (JPEG), Setting=Quality-agnostic2023.09 | 70.95 | 97.89 | 92.83 | 96.34 | 94.72 | 95.44 | 97.19 | 92.19 | |
| MesoNetCompression=Random Image Compression (JPEG), Setting=Quality-agnostic2023.09 | 70.23 | 92.02 | 88.32 | 82.6 | 91.84 | 81.12 | 91.87 | 85.43 | |
| Rössler et al.Compression=Random Image Compression (JPEG), Setting=Quality-agnostic2023.09 | 69.89 | 98.62 | 94.97 | 96.66 | 96.76 | 96.98 | 98.81 | 93.24 | |
| MATCompression=Random Image Compression (JPEG), Setting=Quality-agnostic2023.09 | 69.53 | 98.96 | 95.53 | 97.99 | 96.97 | 98.21 | 98.91 | 93.73 |