AI-generated image detection on ForenSynth (test)
98.6StyleGAN AccuracyDRIFT
Evaluation Results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DRIFT2026.06 | 98.6 | 100 | 94.3 | 99.3 | 99.1 | 100 | 92.8 | 100 | 91.2 | 97.8 | 97.8 | 99.8 | |
| DRIFT2026.06 | 98.6 | 100 | 94.3 | 99.3 | 99.1 | 100 | 92.8 | 100 | 91.2 | 97.8 | 97.8 | 99.8 | |
| SAFE2026.06 | 98 | 99.9 | 89.7 | 95.9 | 98.9 | 99.8 | 91.5 | 97.2 | 93.1 | 97.5 | 96.2 | 98.8 | |
| FerretNet2026.06 | 98 | 100 | 92.6 | 98.5 | 98.8 | 99.9 | 91.4 | 99.8 | 89.2 | 96.7 | 95.9 | 99.3 | |
| SAFE2026.06 | 98 | 99.9 | 89.7 | 95.9 | 98.9 | 99.8 | 91.5 | 97.2 | 93.1 | 97.5 | 96.2 | 98.8 | |
| FerretNet2026.06 | 98 | 100 | 92.6 | 98.5 | 98.8 | 99.9 | 91.4 | 99.8 | 89.2 | 96.7 | 95.9 | 99.3 | |
| FatFormer2026.06 | 97.2 | 99.8 | 99.5 | 100 | 99.3 | 100 | 99.4 | 100 | 93.2 | 98 | 98.4 | 99.7 | |
| FatFormer2026.06 | 97.2 | 99.8 | 99.5 | 100 | 99.3 | 100 | 99.4 | 100 | 93.2 | 98 | 98.4 | 99.7 | |
| NPR2026.06 | 96.3 | 99.8 | 87.5 | 94.5 | 95 | 99.5 | 86.6 | 88.8 | 77.4 | 86.2 | 92.5 | 96.1 | |
| NPR2026.06 | 96.3 | 99.8 | 87.5 | 94.5 | 95 | 99.5 | 86.6 | 88.8 | 77.4 | 86.2 | 92.5 | 96.1 | |
| LGrad2026.06 | 94.8 | 99.9 | 82.9 | 90.7 | 85.3 | 94 | 72.4 | 79.3 | 58 | 67.9 | 86.1 | 91.5 | |
| F3Net2026.06 | 92.6 | 99.7 | 65.3 | 69.9 | 76.4 | 84.3 | 58.1 | 56.7 | 63.5 | 78.8 | 80.4 | 86.2 | |
| FreqNet2026.06 | 90.2 | 99.7 | 90.5 | 96 | 95.8 | 99.6 | 93.4 | 98.6 | 88.9 | 94.4 | 91.5 | 98.5 | |
| FreqNet2026.06 | 90.2 | 99.7 | 90.5 | 96 | 95.8 | 99.6 | 93.4 | 98.6 | 88.9 | 94.4 | 91.5 | 98.5 | |
| Ojha2026.06 | 89 | 98.7 | 90.5 | 99.1 | 87.9 | 99.8 | 89.9 | 100 | 80.2 | 90.2 | 89.1 | 98.3 | |
| Ojha2026.06 | 89 | 98.7 | 90.5 | 99.1 | 87.9 | 99.8 | 89.9 | 100 | 80.2 | 90.2 | 89.1 | 98.3 | |
| FrePGAN2026.06 | 80.7 | 89.6 | 69.2 | 71.1 | 71.1 | 74.4 | 60.3 | 71.7 | 70.9 | 91.9 | 79.4 | 87.2 | |
| BiHPF2026.06 | 76.9 | 75.1 | 84.9 | 81.7 | 81.9 | 78.9 | 69.5 | 78.1 | 54.4 | 54.6 | 78.6 | 77.9 | |
| CO-SPY2026.06 | 63.9 | 70.2 | 71.6 | 83.9 | 58.5 | 55.8 | 69.6 | 83.4 | 65.7 | 79.7 | 65.7 | 76.1 | |
| CO-SPY2026.06 | 63.9 | 70.2 | 71.6 | 83.9 | 58.5 | 55.8 | 69.6 | 83.4 | 65.7 | 79.7 | 65.7 | 76.1 | |
| Wang2026.06 | 63.8 | 91.4 | 52.9 | 73.3 | 72.7 | 88.6 | 63.9 | 92.2 | 51.7 | 62.3 | 67.1 | 86.9 |