Synthetic Image Detection on Benchmark protocol
100ProGANWang et al.
Evaluation results
| Method | Links | |||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Wang et al.2026.06 | 100 | 96.5 | 98.5 | 98.9 | 66.6 | 32.9 | 64.3 | 48.5 | 59.2 | 41.5 | 78 | 64.9 | 58.6 | 54.3 | 64.8 | 10.9 | 40.2 | 84.8 | 64.6 | |
| Grag. et al.2026.06 | 100 | 99.8 | 97.5 | 98.8 | 82.8 | 92.1 | 74.7 | 62.8 | 91.9 | 52.5 | 69.9 | 69.6 | 65.3 | 58 | 58.3 | 2.4 | 43.1 | 63.5 | 71.3 | |
| Liu et al.2026.06 | 100 | 99.8 | 98.4 | 98.5 | 98.2 | 95.4 | 82.5 | 76.5 | 97.6 | 77.4 | 72.2 | 98.7 | 88 | 31.1 | 70.4 | 0.2 | 40.7 | 11.8 | 74.3 | |
| LGrad2026.06 | 100 | 91.2 | 83.8 | 81.8 | 82.2 | 80.6 | 76.9 | 66.1 | 81.1 | 61.5 | 68.8 | 74.1 | 56.2 | 57.2 | 58.6 | 37.9 | 56.3 | 40.6 | 69.7 | |
| Ojha et al.2026.06 | 100 | 93.9 | 92.3 | 98.2 | 96 | 58.4 | 86.7 | 80.8 | 85.7 | 89.5 | 92.9 | 80.6 | 77.8 | 85.1 | 95.2 | 36.4 | 66.2 | 97.5 | 84.1 | |
| NPR2026.06 | 100 | 85.6 | 77 | 96.4 | 88.7 | 91.1 | 86.3 | 79.3 | 90.2 | 64.5 | 91.6 | 80.1 | 78.4 | 76.7 | 39.5 | 48.7 | 77 | 32.1 | 76.8 | |
| CHROMAConfiguration=RGB + Corr(RGB) + Corr(Lab)2026.06 | 97.4 | 85.4 | 86.9 | 100 | 84.4 | 96.3 | 82.5 | 99.6 | 95.2 | 99.8 | 98.8 | 87.2 | 99 | 100 | 52 | 15.5 | 83.7 | 8.8 | 81.8 | |
| Mand. et al.2026.06 | 96.2 | 93.8 | 100 | 92.6 | 61.8 | 99.8 | 56.5 | 40.5 | 70 | 36.8 | 47.2 | 65 | 59.1 | 27 | 14.5 | 14.7 | 24.3 | 36.7 | 57.6 | |
| CHROMAConfiguration=RGB + Corr(Lab)2026.06 | 96.1 | 89.4 | 86.5 | 100 | 82.7 | 97.5 | 84.8 | 99.6 | 97.4 | 99.9 | 98.8 | 87.7 | 98.3 | 100 | 100 | 20.2 | 97.7 | 3.8 | 85.6 | |
| Cozzolino et al. 10k+2026.06 | 93.4 | 87.1 | 87.6 | 99.9 | 78.5 | 89.2 | 79.9 | 99.7 | 84.7 | 91.3 | 97.9 | 99.4 | 94 | 90.1 | 86.3 | 92.9 | 81.7 | 87.2 | 90 | |
| PatchFor.2026.06 | 92.3 | 84.5 | 91.8 | 91.2 | 64.7 | 83.3 | 74.8 | 96.2 | 78.1 | 62.4 | 62.7 | 78.7 | 83.1 | 68.4 | 41.9 | 52.7 | 57.8 | 49.4 | 73 | |
| Corvi et al.2026.06 | 79.4 | 73.7 | 50 | 97.1 | 63.4 | 65 | 80.7 | 91.9 | 100 | 100 | 99.9 | 85.7 | 100 | 100 | 69.4 | 60.8 | 100 | 98 | 84.2 | |
| DIRE-22026.06 | 54.2 | 52.5 | 43 | 99.6 | 76 | 41 | 70.1 | 70.1 | 69.3 | 46.9 | 97 | 98.2 | 98.3 | 42.8 | 41 | 49.6 | 47.8 | 43 | 63.3 | |
| DIRE-12026.06 | 50.6 | 56.9 | 47.8 | 99.9 | 74.1 | 44.3 | 75.7 | 71.4 | 68.7 | 39.4 | 98.9 | 99.1 | 99.6 | 47.1 | 44.7 | 47.6 | 51 | 57.4 | 65.2 |