AI-Generated Image Detection (Robustness) on AIGIBench (dev)
87.4Mean Accuracy (Robustness)Fuzzy Decision Tree
Evaluation results
| Method | Links | |
|---|---|---|
| Fuzzy Decision TreeModel Category=Fuzzy Decision Tree2026.03 | 87.4 | |
| Random ForestModel Category=Ensemble Strategy2026.03 | 86.92 | |
| Bagging TreeModel Category=Ensemble Strategy2026.03 | 86.84 | |
| LightGBMModel Category=Ensemble Strategy2026.03 | 86.51 | |
| Linear SVMModel Category=Ensemble Strategy2026.03 | 86.01 | |
| Logistic RegressionModel Category=Ensemble Strategy2026.03 | 85.96 | |
| VotingModel Category=Ensemble Strategy2026.03 | 85.43 | |
| DiffAIGDModel Category=Lightweight Detector2026.03 | 83.03 | |
| Qwen2-VL-7BModel Category=Multimodal Large Language Model, Protocol=Zero-Shot, Base Component for Ensemble=Yes2026.03 | 81.52 | |
| D3Model Category=Lightweight Detector2026.03 | 80.76 | |
| DDAModel Category=Lightweight Detector2026.03 | 80.57 | |
| Qwen3-VL-32BModel Category=Multimodal Large Language Model, Protocol=Zero-Shot, Base Component for Ensemble=Yes2026.03 | 79.96 | |
| Qwen3-VL-8BModel Category=Multimodal Large Language Model, Protocol=Zero-Shot, Base Component for Ensemble=Yes2026.03 | 76.04 | |
| Qwen2.5-VL-32BModel Category=Multimodal Large Language Model, Protocol=Zero-Shot2026.03 | 75.53 | |
| EffortModel Category=Lightweight Detector2026.03 | 73.51 | |
| NPRModel Category=Lightweight Detector, Base Component for Ensemble=Yes2026.03 | 71.35 | |
| AIDEModel Category=Lightweight Detector, Base Component for Ensemble=Yes2026.03 | 70.41 | |
| FreqNetModel Category=Lightweight Detector2026.03 | 66.75 | |
| PatchCraftModel Category=Lightweight Detector2026.03 | 66.68 | |
| DRCTModel Category=Lightweight Detector, Base Component for Ensemble=Yes2026.03 | 65.89 | |
| Qwen2.5-VL-7BModel Category=Multimodal Large Language Model, Protocol=Zero-Shot2026.03 | 64.3 | |
| UnivFDModel Category=Lightweight Detector2026.03 | 57.9 |