AI-Generated Image Detection on GenImage 1.0 (various)
100Midjourney AccuracyPGC
Evaluation Results
| Method | Links | ||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| PGCTraining Dataset=SDv1.42026.05 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 86.7 | 99.7 | 98.3 | 100 | |
| DDATraining Dataset=SDv1.42026.05 | 96.3 | 99.6 | 98 | 99.9 | 98.1 | 99.9 | 88.4 | 97.1 | 86.5 | 96.8 | 97.7 | 99.9 | 63.1 | 81.3 | 76.3 | 92.3 | 88.1 | 95.8 | |
| CoDTraining Dataset=SDv1.42026.05 | 96 | 99 | 99.7 | 99.9 | 99.8 | 100 | 85.2 | 97.4 | 95.9 | 99.2 | 98.2 | 99.9 | 96.8 | 99.9 | 98.3 | 99.9 | 96.2 | 99.4 | |
| SAFETraining Dataset=SDv1.42026.05 | 95.2 | 99 | 99.4 | 99.1 | 99.3 | 99.7 | 82.2 | 96.7 | 96.2 | 99.3 | 98.1 | 99.8 | 96.2 | 99.4 | 97.7 | 99.8 | 95.5 | 99.1 | |
| B-FreeTraining Dataset=SDv1.42026.05 | 94.9 | 99 | 98.8 | 100 | 98.9 | 100 | 78.1 | 92.4 | 83.8 | 96.1 | 98.8 | 100 | 88.3 | 97.1 | 68.6 | 92.6 | 88.8 | 97.1 | |
| PatchCraftTraining Dataset=SDv1.42026.05 | 89.7 | 96.2 | 95 | 98.9 | 94.6 | 98.8 | 81.6 | 93.3 | 83.5 | 93.8 | 90.9 | 97.4 | 88.2 | 95.9 | 91.5 | 97.8 | 89.4 | 96.5 | |
| AIDETraining Dataset=SDv1.42026.05 | 81.4 | 98 | 99.8 | 100 | 99.8 | 100 | 78.5 | 94.6 | 91.8 | 99.1 | 98.9 | 100 | 80.2 | 97.1 | 66.8 | 93.5 | 87.1 | 97.8 | |
| NPRTraining Dataset=SDv1.42026.05 | 77.8 | 85.4 | 78.6 | 84 | 78.9 | 84.6 | 69.7 | 74.6 | 78.4 | 85.7 | 76.1 | 80.5 | 78.1 | 81 | 80.1 | 88.2 | 77.2 | 83 | |
| LGradTraining Dataset=SDv1.42026.05 | 75.7 | 77.5 | 76.3 | 80.1 | 77.4 | 80.1 | 51.8 | 51 | 49.8 | 50.5 | 73.1 | 75.4 | 52.1 | 51.5 | 40.5 | 30.2 | 61.8 | 62 | |
| FreqNetTraining Dataset=SDv1.42026.05 | 69.7 | 78.5 | 64.2 | 74.5 | 64.9 | 75.6 | 83.5 | 92 | 81.2 | 88.5 | 57.8 | 67 | 81.4 | 90 | 90.5 | 95 | 74.2 | 82.6 | |
| UnivFDTraining Dataset=SDv1.42026.05 | 56.9 | 68.5 | 65.1 | 81.5 | 64.7 | 81 | 69.2 | 84.2 | 60.1 | 73.5 | 73.5 | 89 | 86 | 95 | 89.3 | 97 | 70.6 | 83.7 | |
| FatFormerTraining Dataset=SDv1.42026.05 | 56 | 62.7 | 67.8 | 81.1 | 67.3 | 81.4 | 78.2 | 91.5 | 87.9 | 95.5 | 73 | 85.7 | 86.8 | 96.9 | 96.7 | 99 | 76.7 | 86.7 | |
| CNNDetTraining Dataset=SDv1.42026.05 | 50.1 | 53.4 | 50.3 | 55.9 | 50.3 | 56.1 | 53 | 69.2 | 51.7 | 66.9 | 51.4 | 62.4 | 50 | 53.5 | 69.8 | 91.5 | 53.3 | 63.6 | |
| FreDectTraining Dataset=SDv1.42026.05 | 32.1 | 35.7 | 28.8 | 34.9 | 28.9 | 34.6 | 62.9 | 70.1 | 42.8 | 42.2 | 35.9 | 38 | 72.1 | 84.2 | 26.1 | 34.7 | 41.2 | 46.8 |