AIGI Detection on AIGI-Holmes
99.6Janus AccuracyQwen2.5-VL-7B
Evaluation results
| Method | Links | |||||||||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Qwen2.5-VL-7BMethod Category=LLM Based2026.05 | 99.6 | — | — | — | — | — | — | — | — | — | — | — | 99.9 | 99.8 | 99.8 | 63 | 77.5 | 84.9 | 90.7 | 80.7 | 89.9 | 98.1 | 98.7 | 99.8 | 99.9 | 99.6 | 99.8 | 98.2 | 98.9 | 54.2 | 66.2 | 87.8 | 92.1 | |
| GenShieldMethod Category=LLM Based2026.05 | 98.8 | — | — | — | — | — | — | — | — | — | — | — | 99.7 | 99.5 | 99.8 | 99.4 | 99.9 | 99.2 | 99.9 | 98.8 | 99.5 | 98.9 | 99.7 | 99.4 | 99.9 | 99.3 | 99.9 | 96.7 | 99.8 | 97.9 | 99.7 | 98.8 | 99.8 | |
| AIGI-HolmesMethod Category=LLM Based2026.05 | 95.7 | — | — | — | — | — | — | — | — | — | — | — | 99.8 | 99.1 | 100 | 93.4 | 99.6 | 97.5 | 99.9 | 98 | 99.9 | 99.6 | 100 | 99.2 | 100 | 95.2 | 99.8 | 98.8 | 99.9 | 79.5 | 96.5 | 95.6 | 99.5 | |
| AIDEMethod Category=Non-LLM Based2026.05 | 91.2 | — | — | — | — | — | — | — | — | — | — | — | 99.1 | 98.9 | 99.9 | 97.8 | 99.8 | 98 | 99.8 | 99.4 | 100 | 98.7 | 99.9 | 93.6 | 99.3 | 98.6 | 99.9 | 99.4 | 100 | 94.4 | 99.5 | 97 | 99.7 | |
| RINEMethod Category=Non-LLM Based2026.05 | 89.9 | — | — | — | — | — | — | — | — | — | — | — | 98.3 | 98.7 | 99.9 | 97.2 | 99.6 | 98.8 | 99.9 | 99.1 | 100 | 99.2 | 99.9 | 85 | 97.9 | 98.9 | 99.8 | 97.8 | 99.7 | 97.1 | 99.7 | 96.2 | 99.5 | |
| UniFDMethod Category=Non-LLM Based2026.05 | 87.6 | — | — | — | — | — | — | — | — | — | — | — | 97.8 | 96.9 | 99.5 | 96.4 | 99.5 | 85.9 | 97.4 | 93.1 | 98.6 | 79.2 | 96.2 | 64.3 | 85.9 | 75.7 | 94.4 | 87.8 | 97.8 | 69.6 | 91.4 | 83.6 | 95.9 | |
| FakeVLMMethod Category=LLM Based2026.05 | 86.8 | — | — | — | — | — | — | — | — | — | — | — | 93 | 83.3 | 83.5 | 68 | 72.6 | 78.3 | 81.9 | 86.8 | 87.3 | 83.4 | 85.3 | 82 | 84.1 | 77.1 | 82.3 | 82.5 | 84.2 | 83.7 | 89.5 | 81.2 | 84.4 | |
| AntifakePromptMethod Category=Non-LLM Based2026.05 | 72.2 | — | — | — | — | — | — | — | — | — | — | — | 87.4 | 84.3 | 94 | 84.8 | 93.1 | 86.2 | 95.5 | 96.2 | 99.4 | 83.6 | 94.1 | 90.7 | 95.6 | 81.7 | 92.8 | 92.8 | 97.8 | 66.1 | 80.8 | 83.9 | 93.1 | |
| LaREMethod Category=Non-LLM Based2026.05 | 70.8 | — | — | — | — | — | — | — | — | — | — | — | 99.3 | 74.7 | 97.5 | 95.6 | 99.7 | 80 | 99 | 91.6 | 99.6 | 77.9 | 99.6 | 98.8 | 100 | 82.2 | 99.7 | 94.1 | 99.5 | 84.3 | 99 | 85 | 99.3 | |
| CNNSpotMethod Category=Non-LLM Based2026.05 | 70 | — | — | — | — | — | — | — | — | — | — | — | 86 | 70.9 | 85.8 | 85 | 93.6 | 72.2 | 86 | 61.9 | 71.4 | 86.8 | 94.6 | 59.9 | 75 | 78.2 | 90.1 | 63.8 | 81.1 | 79.9 | 92 | 72.9 | 85.6 | |
| NPRMethod Category=Non-LLM Based2026.05 | 51.2 | — | — | — | — | — | — | — | — | — | — | — | 55.9 | 69.5 | 75.1 | 73.9 | 77.9 | 93.7 | 99.6 | 93.5 | 99.4 | 93.8 | 99.9 | 85.9 | 91.2 | 93.4 | 99.1 | 91.6 | 97.7 | 93.6 | 99.5 | 84 | 89.5 | |
| AIDE2026.05 | — | 91.2 | 98.9 | 97.8 | 98 | 99.4 | 98.7 | 93.6 | 98.6 | 99.4 | 94.4 | 97 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AIGI-Holmes2026.05 | — | 80.2 | 91.9 | 89.6 | 98 | 98 | 98.4 | 76 | 98.5 | 97.8 | 94.2 | 92.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AIGI-R12026.05 | — | 75.97 | 92.61 | 88.58 | 99.08 | 99.87 | 99.87 | 80.36 | 99.84 | 99.68 | 99.51 | 93.54 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AntiFakePrompt2026.05 | — | 72.2 | 84.3 | 84.8 | 86.2 | 96.2 | 83.6 | 90.7 | 81.7 | 92.8 | 66.1 | 83.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CNNSpot2026.05 | — | 70 | 70.9 | 85 | 72.2 | 61.9 | 86.8 | 59.9 | 78.2 | 63.8 | 79.9 | 72.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LaRE2026.05 | — | 70.8 | 74.7 | 95.6 | 80 | 91.6 | 77.9 | 98.8 | 82.2 | 94.1 | 84.3 | 85 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NPR2026.05 | — | 51.2 | 69.5 | 73.9 | 93.7 | 93.5 | 93.8 | 85.9 | 93.4 | 91.6 | 93.6 | 84 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ReAlign2026.05 | — | 95.84 | 99.64 | 99.85 | 99.89 | 99.92 | 99.95 | 99.74 | 99.79 | 99.83 | 99.74 | 99.44 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RINE2026.05 | — | 89.9 | 98.7 | 97.2 | 98.8 | 99.1 | 99.2 | 85 | 98.9 | 97.8 | 97.1 | 96.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| UniFD2026.05 | — | 87.6 | 96.9 | 96.4 | 85.9 | 93.1 | 79.2 | 64.3 | 75.7 | 87.8 | 69.6 | 83.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — |