AI-generated image attribution on WildFake (test)
69.3Rank-1 (Real)LIDA
Evaluation results
| Method | Links | ||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| LIDAShot=5-shot, Setting=cross-architecture2026.03 | 69.3 | 71.5 | 50.3 | 65.9 | 30.2 | 31.6 | 44.7 | 53.8 | 43.2 | 54.8 | 99.5 | 86.6 | 25.6 | 34.2 | 51.8 | 51 | 23.6 | 48.1 | 84.4 | 66.1 | 86.9 | 74.6 | 55.4 | 58 | |
| LIDAShot=1-shot, Setting=cross-architecture2026.03 | 68.8 | 79.4 | 64.8 | 81.7 | 11.6 | 32.3 | 15.1 | 50.2 | 60.8 | 74.6 | 100 | 100 | 35.7 | 64.6 | 29.6 | 52 | 43.7 | 71.9 | 56.8 | 72.3 | 69.8 | 81.5 | 50.6 | 69.1 | |
| LIDAShot=10-shot, Setting=cross-architecture2026.03 | 67.8 | 63 | 46.7 | 52.1 | 54.3 | 44.3 | 62.8 | 45.1 | 52.8 | 60.6 | 97.5 | 99 | 39.2 | 34.4 | 55.3 | 54.3 | 50.8 | 53.6 | 83.4 | 69.2 | 74.4 | 52.6 | 62.3 | 57.1 | |
| DIREShot=10-shot, Setting=cross-architecture2026.03 | 31.7 | 20.4 | 56.3 | 43.8 | 22.6 | 22.5 | 19.1 | 18.4 | 28.6 | 20.5 | 10.6 | 14.4 | 51.8 | 30.9 | 26.1 | 29.4 | 19.1 | 21.1 | 51.8 | 57.5 | 28.6 | 22.4 | 31.5 | 27.4 | |
| ESSPShot=1-shot, Setting=cross-architecture2026.03 | 27.6 | 47.7 | 33.7 | 50.3 | 9.5 | 24.5 | 6 | 31.5 | 30.2 | 41.2 | 7.5 | 33.6 | 13.1 | 34.1 | 22.6 | 46.5 | 10.1 | 23.1 | 45.7 | 53.6 | 15.1 | 39.4 | 20.1 | 38.7 | |
| ESSPShot=10-shot, Setting=cross-architecture2026.03 | 25.6 | 25.3 | 28.6 | 28.9 | 20.6 | 18 | 20.6 | 17 | 15.6 | 18.3 | 27.6 | 18.8 | 39.7 | 26.5 | 40.7 | 34.3 | 19.1 | 19 | 50.3 | 60.7 | 23.6 | 20.2 | 28.4 | 26.1 | |
| ResNetShot=10-shot, Setting=cross-architecture2026.03 | 25.1 | 26 | 57.8 | 35.9 | 30.2 | 21.9 | 13.1 | 15.1 | 18.6 | 15.6 | 25.6 | 22.4 | 30.7 | 26.1 | 39.7 | 28.4 | 17.6 | 15.3 | 49.2 | 46.8 | 21.1 | 20.7 | 29.9 | 24.9 | |
| ResNetShot=1-shot, Setting=cross-architecture2026.03 | 23.1 | 40 | 36.7 | 60.1 | 31.7 | 45.5 | 2 | 14.3 | 0.5 | 16.9 | 12.6 | 33.1 | 5 | 36.9 | 19.1 | 45.8 | 10.1 | 21.2 | 45.7 | 55.6 | 5 | 33.5 | 17.4 | 36.6 | |
| ESSPShot=5-shot, Setting=cross-architecture2026.03 | 19.1 | 18.9 | 47.7 | 49.4 | 22.1 | 27.8 | 10.1 | 20.8 | 16.6 | 22.2 | 22.6 | 23.7 | 28.6 | 26.8 | 25.6 | 27.4 | 27.6 | 23 | 47.2 | 50 | 26.1 | 26.7 | 26.7 | 28.8 | |
| DIREShot=5-shot, Setting=cross-architecture2026.03 | 9.5 | 17.1 | 32.7 | 32.2 | 11.6 | 19.3 | 27.6 | 24.2 | 5 | 12.5 | 13.6 | 20.7 | 36.2 | 27.1 | 36.7 | 35.5 | 27.6 | 24.8 | 48.2 | 54.8 | 30.7 | 26.6 | 25.4 | 26.8 | |
| DIREShot=1-shot, Setting=cross-architecture2026.03 | 9 | 26.5 | 20.6 | 37.2 | 4.5 | 23.4 | 31.2 | 57.9 | 9 | 24.1 | 4.5 | 16.6 | 10.1 | 27.5 | 32.2 | 55.8 | 17.1 | 42.2 | 47.7 | 58.7 | 1.5 | 15.9 | 17 | 35.1 | |
| ResNetShot=5-shot, Setting=cross-architecture2026.03 | 2.5 | 12.9 | 48.2 | 41.8 | 0 | 10 | 21.6 | 31.8 | 12.6 | 19.6 | 21.1 | 24.4 | 26.6 | 25.9 | 37.7 | 45.3 | 22.6 | 25.9 | 47.2 | 55.1 | 1 | 9.6 | 21.9 | 27.5 |