AI-generated Content Detection on LOKI out-of-distribution
84.3AccuracyFakeVLM (11b)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FakeVLM (11b)Training Protocol=Detection + Explanation training2026.04 | 84.3 | 83.7 | |
| IFM-AIGCSPOTTER-3BTraining Protocol=Detection-only training2026.04 | 83.9 | 87 | |
| IFM-AIGCSPOTTER-3BTraining Protocol=Detection + Explanation training2026.04 | 81.6 | 84.4 | |
| Llama3.2-11bTraining Protocol=Detection-only training2026.04 | 80.2 | 84.8 | |
| Llama3.2-11bTraining Protocol=Detection + Explanation training2026.04 | 78.9 | 84.6 | |
| Gemma3-4bTraining Protocol=Detection + Explanation training2026.04 | 78.4 | 82.4 | |
| Qwen2.5-VL-3bTraining Protocol=Detection-only training2026.04 | 76.7 | 80.9 | |
| Gemma3-4b-itTraining Protocol=Detection-only training2026.04 | 74.8 | 81 | |
| Qwen2.5-VL-3bTraining Protocol=Detection + Explanation training2026.04 | 73.9 | 79.2 | |
| GPT-4oTraining Protocol=Prompting only2026.04 | 63.4 | 57.2 | |
| Qwen2-VL-7BTraining Protocol=Prompting only2026.04 | 57.1 | 35 | |
| Qwen2-VL-72BTraining Protocol=Prompting only2026.04 | 55.4 | 40.9 | |
| InternVL2-8BTraining Protocol=Prompting only2026.04 | 52.6 | 34 | |
| InternVL2-40BTraining Protocol=Prompting only2026.04 | 50.7 | 37.6 | |
| Deepseek-VL2Training Protocol=Prompting only2026.04 | 43.1 | 39.2 | |
| Deepseek-VL2-smallTraining Protocol=Prompting only2026.04 | 25.3 | 38.7 |