AI-generated image detection on AIGCDetect 50 (test)
95.6ProGAN AccuracyPiND
Evaluation Results
| Method | Links | |||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| PiND2025.11 | 95.6 | 99.3 | 99.6 | 93 | 93.4 | 99.8 | 99.8 | 100 | 99.9 | 99.8 | 84.6 | 97.9 | 98 | 99.7 | 98.5 | 99.5 | 97.4 | |
| B-Free2025.11 | 95.5 | 74.5 | 91.5 | 72.1 | 71.6 | 96.6 | 84.8 | 99.7 | 98 | 97.8 | 77.5 | 83 | 93.7 | 97.9 | 87.8 | 83.5 | 85 | |
| DFFreq2025.11 | 89.9 | 91.1 | 89.3 | 91.1 | 90 | 86.2 | 91.2 | 52.1 | 98.7 | 98.7 | 83.1 | 93.7 | 99.7 | 96.1 | 93.1 | 98.6 | 90.2 | |
| UnivFD2025.11 | 86.5 | 97 | 82.2 | 84.6 | 75.2 | 84 | 95.9 | 98.9 | 93.9 | 93.8 | 80.9 | 66.4 | 89.7 | 92.8 | 92.1 | 93.9 | 88 | |
| DDA2025.11 | 84.7 | 61.4 | 76.2 | 72.7 | 81.4 | 88.1 | 61.6 | 51.6 | 98 | 98.1 | 88.4 | 86.5 | 96.3 | 97.7 | 63.1 | 94.2 | 81.3 | |
| VIB-Net2025.11 | 78.2 | 96 | 77.7 | 79.7 | 73.5 | 83.9 | 73.6 | 97.3 | 91.9 | 91.7 | 84.2 | 73.2 | 89.6 | 91.3 | 90.4 | 92.5 | 85.3 | |
| NPR2025.11 | 76.1 | 56.5 | 55 | 69.8 | 74.3 | 47.4 | 77.3 | 50.1 | 93.8 | 93.9 | 67.7 | 98.9 | 99.7 | 83 | 65.8 | 97.3 | 75.4 | |
| SAFE2025.11 | 72.6 | 69.9 | 65.9 | 77.4 | 67.2 | 55.8 | 79.8 | 50.5 | 95.9 | 96 | 56.3 | 91.7 | 98.9 | 89.7 | 88.6 | 91.1 | 78 | |
| Effort2025.11 | 67.4 | 98.4 | 86.8 | 75 | 66 | 73 | 97.2 | 100 | 99 | 98.8 | 89.9 | 92.4 | 98.8 | 98.6 | 97.7 | 99.9 | 89.9 | |
| AIDE2025.11 | 64.3 | 57.6 | 55.7 | 63.2 | 62.2 | 56.6 | 75.8 | 58.7 | 85.6 | 85.1 | 75 | 93.3 | 92.1 | 86.3 | 84.8 | 79.1 | 73.5 | |
| CNN-Spot2025.11 | 49.9 | 49.5 | 49.8 | 49.9 | 49.9 | 50 | 50 | 50 | 93.9 | 94.1 | 51 | 54.6 | 97.7 | 91.2 | 51.5 | 52 | 61.6 |