AI-Generated Image Detection on Multi-dataset Evaluation Suite
90.14Overall Accuracy (Sample-weighted)Fuzzy Decision Tree
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Fuzzy Decision TreeModel Category=Fuzzy Decision Tree2026.03 | 90.14 | 90.04 | 5.76 | |
| LightGBMModel Category=Ensemble Strategy2026.03 | 89.66 | 88.6 | 6.24 | |
| Random ForestModel Category=Ensemble Strategy2026.03 | 89.63 | 88.92 | 6.21 | |
| Linear SVMModel Category=Ensemble Strategy2026.03 | 89.51 | 88.9 | 6.23 | |
| Bagging TreeModel Category=Ensemble Strategy2026.03 | 89.47 | 88.88 | 6.22 | |
| Logistic RegressionModel Category=Ensemble Strategy2026.03 | 89.33 | 88.79 | 6.36 | |
| D3Model Category=Lightweight Detector2026.03 | 87.38 | 81.19 | 13.24 | |
| VotingModel Category=Ensemble Strategy2026.03 | 86.69 | 87.64 | 6.11 | |
| NPRModel Category=Lightweight Detector, Base Component for Ensemble=Yes2026.03 | 84.27 | 75.43 | 14.14 | |
| DDAModel Category=Lightweight Detector2026.03 | 84.09 | 85 | 3.17 | |
| EffortModel Category=Lightweight Detector2026.03 | 80.81 | 74.42 | 13.85 | |
| AIDEModel Category=Lightweight Detector, Base Component for Ensemble=Yes2026.03 | 78.45 | 73.18 | 9.2 | |
| DiffAIGDModel Category=Lightweight Detector2026.03 | 77.37 | 77.99 | 11.97 | |
| Qwen3-VL-32BModel Category=Multimodal Large Language Model, Protocol=Zero-Shot, Base Component for Ensemble=Yes2026.03 | 75.63 | 80.74 | 7.57 | |
| Qwen3-VL-8BModel Category=Multimodal Large Language Model, Protocol=Zero-Shot, Base Component for Ensemble=Yes2026.03 | 75.13 | 81 | 7.95 | |
| DRCTModel Category=Lightweight Detector, Base Component for Ensemble=Yes2026.03 | 74.77 | 71.69 | 15.18 | |
| Qwen2.5-VL-32BModel Category=Multimodal Large Language Model, Protocol=Zero-Shot2026.03 | 71.73 | 76.91 | 9.06 | |
| Qwen2-VL-7BModel Category=Multimodal Large Language Model, Protocol=Zero-Shot, Base Component for Ensemble=Yes2026.03 | 70.86 | 76.53 | 8.15 | |
| FreqNetModel Category=Lightweight Detector2026.03 | 70.32 | 65.64 | 7.86 | |
| PatchCraftModel Category=Lightweight Detector2026.03 | 67.56 | 63.48 | 8.48 | |
| UnivFDModel Category=Lightweight Detector2026.03 | 67.27 | 65.52 | 6.91 | |
| Qwen2.5-VL-7BModel Category=Multimodal Large Language Model, Protocol=Zero-Shot2026.03 | 61.49 | 68.99 | 12.07 |