Synthetic Image Detection and Artifact Explanation on FakeClue
98.6AccuracyFakeVLM
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| FakeVLMType=II, Trained on FakeClue=true, Evaluation Protocol=re-evaluated using official checkpoint2026.04 | 98.6 | 98.1 | 32.2 | 59.5 | |
| UniGenDetType=II, Trained on FakeClue=true2026.04 | 98 | 97.7 | 56.3 | 79.8 | |
| NPRType=II, Trained on FakeClue=true2026.04 | 90.2 | 91.6 | — | — | |
| AIDEType=II, Trained on FakeClue=true2026.04 | 85.9 | 94.5 | — | — | |
| UnivFDType=II2026.04 | 63.1 | 46.8 | — | — | |
| Qwen2-VL-72BType=I2026.04 | 57.8 | 56.5 | 17.5 | 54.4 | |
| FatformerType=II2026.04 | 54.5 | 45.1 | — | — | |
| InternVL2-40BType=I2026.04 | 50.7 | 46.3 | 17.6 | 55.2 | |
| InternVL2-8BType=I2026.04 | 50.6 | 49 | 18 | 58.1 | |
| FreqNetType=II2026.04 | 48.7 | 39.3 | — | — | |
| Deepseek-VL2Type=I2026.04 | 47.5 | 54.1 | 17.2 | 50.5 | |
| GPT-4o (2024-08-06)Type=I2026.04 | 47.4 | 42 | 13.4 | 40.7 | |
| Qwen2-VL-7BType=I2026.04 | 45.7 | 59.2 | 26.6 | 56.5 | |
| CNNSpotType=II2026.04 | 43.1 | 9.8 | — | — | |
| BAGELType=I2026.04 | 40.5 | 34.1 | 23.9 | 46.2 | |
| Deepseek-VL2-smallType=I2026.04 | 40.4 | 54.2 | 17.1 | 50.4 |