GAN Image Detection on Self-Synthesis 9 GANs
99.8AttGAN ScoreFixed-mapping
Evaluation Results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Fixed-mappingmapping_strategy=Fixed2025.12 | 99.8 | 95 | 90.2 | 97.8 | 94 | 98.4 | 99.6 | 77.3 | 97.9 | 99.6 | |
| Random-mappingmapping_strategy=Random2025.12 | 99.8 | 94.8 | 99 | 96.8 | 89.6 | 97.5 | 99.7 | 73.8 | 97 | 99.8 | |
| F3Net2025.12 | 85.2 | 75.4 | 87.1 | 89.5 | 67.1 | 73.7 | 98.8 | 65.4 | 51.6 | 60.3 | |
| NPR2025.12 | 83 | 93.2 | 99 | 98.7 | 94.5 | 98.6 | 99.6 | 79 | 88.8 | 98 | |
| UnivFD2025.12 | 78.5 | 77.6 | 72 | 77.6 | 77.6 | 77.6 | 78.2 | 85.2 | 77.6 | 74.2 | |
| LGrad2025.12 | 68.6 | 68.6 | 69.9 | 50.3 | 71.1 | 57.5 | 89.1 | 78.5 | 78 | 54.8 | |
| Patchfor2025.12 | 68 | 90.1 | 97.1 | 97.8 | 93.6 | 97.9 | 99.6 | 66.8 | 97.6 | 92.7 | |
| Frank2025.12 | 65 | 47.5 | 39.4 | 31 | 41.1 | 38.4 | 69.2 | 69.7 | 48.4 | 25.4 | |
| SelfBlend2025.12 | 63.1 | 65.8 | 56.4 | 75.1 | 79 | 68.6 | 73.6 | 53.2 | 61.6 | 61.2 | |
| GANDetection2025.12 | 57.4 | 66.1 | 67.9 | 67.8 | 67.6 | 67.7 | 60.9 | 69.6 | 66.7 | 69.6 | |
| CNNDetection2025.12 | 51.1 | 62.3 | 50.2 | 81.5 | 71.1 | 72.9 | 53.3 | 55.2 | 62.7 | 63 | |
| Durall2025.12 | 39.9 | 60.3 | 48.2 | 60.9 | 50.1 | 59.5 | 80 | 87.3 | 54.8 | 62.1 |