AI-generated image detection on AIGCDetect
96.24AccuracyD3
Evaluation Results
| Method | Links | ||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| D3Model Category=Lightweight Detector2026.03 | 96.24 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Fuzzy Decision TreeModel Category=Fuzzy Decision Tree2026.03 | 95.49 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LightGBMModel Category=Ensemble Strategy2026.03 | 95.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Linear SVMModel Category=Ensemble Strategy2026.03 | 94.85 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Random ForestModel Category=Ensemble Strategy2026.03 | 94.77 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Logistic RegressionModel Category=Ensemble Strategy2026.03 | 94.53 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Bagging TreeModel Category=Ensemble Strategy2026.03 | 94.35 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NPRModel Category=Lightweight Detector, Base Component for Ensemble=Yes2026.03 | 93.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VotingModel Category=Ensemble Strategy2026.03 | 91.99 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| EffortModel Category=Lightweight Detector2026.03 | 89.24 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DDAModel Category=Lightweight Detector2026.03 | 88.29 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DRCTModel Category=Lightweight Detector, Base Component for Ensemble=Yes2026.03 | 84.08 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AIDEModel Category=Lightweight Detector, Base Component for Ensemble=Yes2026.03 | 83.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DiffAIGDModel Category=Lightweight Detector2026.03 | 80.45 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FreqNetModel Category=Lightweight Detector2026.03 | 78.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PatchCraftModel Category=Lightweight Detector2026.03 | 77.92 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| UnivFDModel Category=Lightweight Detector2026.03 | 74.94 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Qwen3-VL-32BModel Category=Multimodal Large Language Model, Protocol=Zero-Shot, Base Component for Ensemble=Yes2026.03 | 71.88 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Qwen3-VL-8BModel Category=Multimodal Large Language Model, Protocol=Zero-Shot, Base Component for Ensemble=Yes2026.03 | 71.75 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Qwen2.5-VL-32BModel Category=Multimodal Large Language Model, Protocol=Zero-Shot2026.03 | 68.19 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Qwen2-VL-7BModel Category=Multimodal Large Language Model, Protocol=Zero-Shot, Base Component for Ensemble=Yes2026.03 | 66.58 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Qwen2.5-VL-7BModel Category=Multimodal Large Language Model, Protocol=Zero-Shot2026.03 | 57.97 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AIDEJPEG quality alignment=true2025.12 | — | 52.9 | 51.1 | 60.2 | 49.8 | 69.3 | 70.1 | 93.6 | 60.6 | 89 | 49.6 | 51.6 | 51 | 72.1 | 66.5 | 59 | 80.6 | 54.5 | 63.6 | 79.2 | |
| AlignedJPEG quality alignment=true2025.12 | — | 51.6 | 52 | 55.6 | 96.2 | 72.1 | 51.2 | 49.5 | 50.8 | 50.7 | 95.1 | 99.7 | 99.6 | 53.8 | 52.7 | 51.6 | 50 | 99.6 | 66.6 | 80.7 | |
| C2P-CLIPJPEG quality alignment=true2025.12 | — | 71.6 | 52.3 | 73.5 | 56.6 | 73.7 | 98.4 | 96.8 | 98.8 | 99.3 | 62.3 | 77.5 | 76.9 | 99.6 | 93.1 | 79.4 | 94.8 | 79.4 | 81.4 | 93.3 | |
| DDAJPEG quality alignment=true2025.12 | — | 89.5 | 94.6 | 89.6 | 95.6 | 76.6 | 91 | 72.5 | 92.7 | 92.8 | 99.4 | 98.7 | 98.6 | 72.7 | 87.8 | 90.2 | 52.1 | 98.8 | 87.8 | 98.9 | |
| DRCTJPEG quality alignment=true2025.12 | — | 79.9 | 89.2 | 89.2 | 85.5 | 88.6 | 81.4 | 91 | 93.8 | 71.1 | 88.3 | 91.4 | 91 | 53 | 62.7 | 63.8 | 73.9 | 90.8 | 81.4 | 90.7 | |
| FatFormerJPEG quality alignment=true2025.12 | — | 80.2 | 68.5 | 91.1 | 54.4 | 88 | 99.2 | 99.5 | 99.1 | 98.5 | 71.7 | 67.5 | 67.2 | 99.4 | 98 | 98.8 | 88.3 | 75.6 | 85 | 92 | |
| NPRJPEG quality alignment=true2025.12 | — | 43.8 | 20 | 41.2 | 53.4 | 48.4 | 53.1 | 76.6 | 42.2 | 58.7 | 59.6 | 55.1 | 55 | 67.4 | 57.9 | 54.6 | 58.8 | 57.4 | 53.1 | 46.4 | |
| REMJPEG quality alignment=true2025.12 | — | 98.1 | 99.3 | 98.6 | 96.5 | 99.3 | 99.4 | 98.1 | 99.8 | 97.4 | 99.8 | 99.3 | 99.5 | 90.2 | 95.1 | 96.3 | 98.4 | 99.5 | 97.9 | 99.9 | |
| SAFEJPEG quality alignment=true2025.12 | — | 49.5 | 49.5 | 53 | 49 | 50.2 | 52.2 | 51.9 | 50 | 50 | 49.8 | 49.7 | 49.8 | 50.1 | 50 | 50 | 49.8 | 50.3 | 50.3 | 52 | |
| UnivFDJPEG quality alignment=true2025.12 | — | 62.5 | 50 | 61.3 | 55.1 | 76.9 | 87.5 | 96.9 | 98.8 | 99.4 | 58.2 | 55.6 | 55.7 | 95.1 | 80 | 69.4 | 69.2 | 61.1 | 72.5 | 86.8 |