AI-Generated Image Detection on AIGIBench 1.0 (test)
98R.Acc.CNN-Spot
Evaluation results
| Method | Links | |||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CNN-SpotTraining=Retrained on AIGIBench2025.08 | 98 | 2.3 | 9.1 | 0.7 | 6.9 | 16.3 | 5.8 | 4.6 | 4.2 | 13.3 | 7.2 | 56.5 | 1.1 | 6 | 7.5 | 5.4 | 15.3 | |
| LadedaTraining=Retrained on AIGIBench2025.08 | 97.1 | 19.5 | 93.2 | 80.5 | 97.3 | 99.3 | 83.4 | 81.8 | 92.6 | 99 | 98.3 | 100 | 32.2 | 90.6 | 19.4 | 9 | 74.5 | |
| NPRTraining=Retrained on AIGIBench2025.08 | 93.8 | 8.4 | 63.6 | 28.2 | 77.7 | 97.2 | 53.8 | 70.3 | 78.2 | 89.7 | 79 | 99.9 | 34.6 | 71.8 | 21.9 | 8.2 | 61 | |
| SAFETraining=Retrained on AIGIBench2025.08 | 92.2 | 93 | 94.6 | 89.4 | 99.9 | 99.5 | 94.1 | 89.2 | 94.8 | 94.4 | 99.9 | 100 | 99.2 | 97.2 | 17.1 | 9.1 | 85.2 | |
| DFFreqTraining=Retrained on AIGIBench2025.08 | 91.7 | 78.4 | 95.5 | 15.6 | 99.8 | 96.1 | 95.8 | 86.9 | 51.9 | 92.1 | 98 | 100 | 93.9 | 97.8 | 18.4 | 9.2 | 76.3 | |
| AIDETraining=Retrained on AIGIBench2025.08 | 88.1 | 99 | 91.1 | 91.7 | 82 | 90 | 79.8 | 98.4 | 93.9 | 99.3 | 97.6 | 100 | 97.5 | 93.5 | 18.4 | 9.3 | 83.1 | |
| OursTraining=Retrained on AIGIBench2025.08 | 88 | 98.5 | 99.6 | 99.3 | 99.8 | 96.2 | 94.8 | 96.6 | 99.5 | 99.9 | 99.9 | 100 | 92.2 | 99.8 | 18.4 | 8.9 | 87 | |
| UnivFDTraining=Retrained on AIGIBench2025.08 | 73.2 | 94.1 | 82.6 | 96.7 | 98.1 | 86.6 | 80.6 | 75.2 | 84.2 | 90.6 | 88 | 92.1 | 93.8 | 92 | 55.5 | 51.2 | 83.4 | |
| FreqNetTraining=Retrained on AIGIBench2025.08 | 65.8 | 59.9 | 98.2 | 95.5 | 97.1 | 92.4 | 83.6 | 79.7 | 81.5 | 88.1 | 98.9 | 100 | 92.7 | 92 | 39.3 | 12.2 | 79.8 | |
| VIB-NetTraining=Retrained on AIGIBench2025.08 | 60.8 | 79.3 | 89.8 | 99.8 | 98.4 | 60.5 | 80.2 | 69.2 | 82.5 | 82.1 | 89.3 | 99.6 | 72.4 | 93.1 | 27.4 | 13.8 | 74.9 |