Closed-world Model Attribution on FFHQ 12-model cross-family
99.17Clean AccuracySPRINT
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| SPRINTSignal=Learned, Gradient Access=Differentiable WBA2025.08 | 99.17 | 0.54 | 0.1 | 1.02 | 0.19 | 0.31 | 1.24 | 1.18 | 0.09 | |
| Wang20Signal=Learned, Gradient Access=Differentiable WBA2025.08 | 98.38 | 100 | 99.28 | 89.83 | 6.08 | 0.81 | 39.58 | 35.5 | 48.42 | |
| Giudice21Signal=Frequency, Gradient Access=Differentiable WBA2025.08 | 93.57 | 100 | 99.83 | 91.67 | 9.75 | 32.03 | 65.92 | 44.25 | 87.25 | |
| Nataraj19Signal=RGB, Gradient Access=WBA through a learned surrogate extractor2025.08 | 91.98 | 91.14 | 8.92 | 91.39 | 10.86 | 26.14 | 37.5 | 48.67 | 56.83 | |
| Song24-SLSignal=Learned, Gradient Access=WBA through a learned surrogate extractor2025.08 | 85.1 | 85.36 | 10 | 62.19 | 7.97 | 1.78 | 16.61 | 6.34 | 37.38 | |
| Song24-FreqSignal=Frequency, Gradient Access=WBA through a learned surrogate extractor2025.08 | 85.08 | 31.59 | 3.11 | 74.29 | 6.71 | 6.38 | 62.39 | 5.65 | 70.22 | |
| Durall20Signal=Frequency, Gradient Access=WBA through a learned surrogate extractor2025.08 | 80.11 | 95.93 | 58.83 | 99.48 | 18.57 | 18.11 | 60.31 | 38.01 | 93.11 | |
| Song24-RGBSignal=RGB, Gradient Access=WBA through a learned surrogate extractor2025.08 | 64.24 | 95.36 | 12.56 | 2.92 | 0.44 | 0.03 | 1.83 | 0.67 | 0.2 |