Synthetic Image Detection on AIGCDetectionBenchmark
91.32Average AccuracyRNSIDNet
Evaluation Results
| Method | Links | ||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| RNSIDNet2026.07 | 91.32 | 83.73 | 87.3 | 89.93 | 94.32 | 93.14 | 97.25 | 96.03 | 97.8 | 90.29 | 96.92 | 96.96 | 95.02 | 86.93 | 86.52 | 74.2 | 94.79 | — | |
| RNSIDNet2026.07 | 91.32 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 97.61 | |
| RINE2026.07 | 90.1 | 95.65 | 74.8 | 92.07 | 81.67 | 96.58 | 88.88 | 94.4 | 98.09 | 99.49 | 96.76 | 96.62 | 63.33 | 87.39 | 79.51 | 99.6 | 96.68 | — | |
| RINE2026.07 | 90.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 98.58 | |
| C2P-CLIP2026.07 | 83.47 | 90.22 | 99.35 | 97.81 | 97.55 | 96.39 | 72.12 | 97.09 | 68.39 | 56.49 | 98.99 | 98.79 | 61.31 | 61.54 | 58.33 | 82.45 | 98.62 | — | |
| C2P-CLIP2026.07 | 83.47 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 90.81 | |
| AIDE2026.07 | 81.94 | 78.47 | 95 | 91.76 | 81.42 | 80.25 | 77.2 | 74.38 | 64.36 | 69.27 | 99.74 | 99.74 | 80.27 | 71.32 | 72.51 | 76.45 | 98.85 | — | |
| AIDE2026.07 | 81.94 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 92.4 | |
| UFD2026.07 | 78.43 | 66.87 | 50.75 | 62.46 | 56.13 | 85.31 | 95.08 | 98.33 | 99.47 | 99.81 | 63.66 | 63.49 | 95.75 | 84.93 | 74.96 | 86.9 | 70.93 | — | |
| UFD2026.07 | 78.43 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 91.75 | |
| Cozzo20242026.07 | 77.49 | 66.58 | 90.75 | 95.93 | 68.08 | 82.75 | 74.1 | 87.28 | 83.94 | 72.96 | 85.46 | 85.72 | 54.95 | 70.5 | 70.86 | 71.55 | 78.5 | — | |
| Cozzo20242026.07 | 77.49 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 90.33 | |
| DRCT2026.07 | 70.67 | 66.38 | 77.55 | 73.24 | 94.33 | 76.78 | 60.15 | 49.77 | 50.94 | 58.53 | 99.24 | 99.11 | 55.48 | 64.4 | 55.05 | 50.5 | 99.22 | — | |
| DRCT2026.07 | 70.67 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 80.05 | |
| DIRE2026.07 | 53.74 | 57.63 | 69.45 | 62.92 | 58 | 54.91 | 46.42 | 50.11 | 52.26 | 49.98 | 51.35 | 51.82 | 50.15 | 50.29 | 52.96 | 49.5 | 52.06 | — | |
| DIRE2026.07 | 53.74 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 56.33 | |
| LGrad2026.07 | 50.19 | 53.45 | 57.6 | 60.05 | 56.83 | 51.4 | 48.18 | 44.17 | 48.1 | 49.2 | 47.05 | 46.75 | 48.17 | 48.15 | 46.04 | 48.55 | 49.3 | — | |
| LGrad2026.07 | 50.19 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 53.81 |