AI-generated image detection on ConImageGen
99.6Average AccuracyDTS-Det
Evaluation results
| Method | Links | ||||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DTS-DetTexture-relation stream=DINOv3, Semantic cue stream=SigLIP22026.07 | 99.6 | 100 | 100 | 100 | 100 | 100 | 100 | 99.6 | 99.6 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 99.2 | 99.2 | 99.5 | 99.5 | 96.8 | 96.9 | 100 | 100 | 99.5 | 99.5 | 99.5 | |
| DTS-DetType=Ours2026.07 | 94.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 93.3 | |
| SigLIP2+DINOv32026.07 | 89.1 | 96.5 | 97.2 | 98 | 97.9 | 92.7 | 92.7 | 90.4 | 90.5 | 97.1 | 97.1 | 97.4 | 97.4 | 98.4 | 98.4 | 98.2 | 98.2 | 63.4 | 49.2 | 88.6 | 86.3 | 65.5 | 53.4 | 91.3 | 91.3 | 81.1 | 78.7 | 85.4 | |
| AIDE2026.07 | 87.3 | 97.6 | 97.6 | 85.4 | 86.4 | 76 | 76.4 | 89.9 | 89.8 | 97.7 | 97.7 | 97.6 | 97.6 | 94 | 93.9 | 97.8 | 97.9 | 82.7 | 80.2 | 77.4 | 77.2 | 50.4 | 43.5 | 97.2 | 97.3 | 91.1 | 90.9 | 86.6 | |
| SigLIP2+DINOv3Type=Generic Classifier2026.07 | 84.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 82.4 | |
| DINOv32026.07 | 84.2 | 81.5 | 77.6 | 97.7 | 97.8 | 92.2 | 91.7 | 86.8 | 85.2 | 97.9 | 97.9 | 97.9 | 97.9 | 96.9 | 96.8 | 98.4 | 98.4 | 60.7 | 47.5 | 78.6 | 80.3 | 52.9 | 41.1 | 88 | 89.1 | 65.5 | 64.3 | 82 | |
| NPR2026.07 | 79.7 | 93.3 | 93.5 | 78.8 | 79.5 | 81.4 | 82 | 84.2 | 83.5 | 81.7 | 82.3 | 83.3 | 83.2 | 83.5 | 83.3 | 83.9 | 84.1 | 59.6 | 57.8 | 88.4 | 88 | 64.3 | 62.1 | 87.5 | 87.6 | 65.6 | 65.4 | 79.4 | |
| F3Net2026.07 | 78.9 | 83.7 | 83.3 | 85.9 | 86.3 | 83.6 | 84 | 90.2 | 90.1 | 92.9 | 93.1 | 90.7 | 90.9 | 70 | 69.8 | 91.4 | 91.2 | 55 | 52.8 | 78.2 | 78.4 | 52.1 | 43.7 | 87.5 | 86.6 | 64 | 60.6 | 78.2 | |
| UnivFD2026.07 | 78.7 | 77.4 | 71.8 | 94.6 | 94.5 | 94.2 | 94.1 | 76.6 | 71.7 | 88.2 | 87.1 | 90.2 | 89.7 | 87.7 | 86.3 | 83.9 | 81.7 | 56.7 | 39.6 | 70.3 | 71.2 | 56 | 46.2 | 88.1 | 89.9 | 58.9 | 51.1 | 74.9 | |
| FreqNet2026.07 | 76.9 | 93.3 | 93.5 | 76.6 | 78.6 | 76 | 77.5 | 82.3 | 82.6 | 89.6 | 89.7 | 89.8 | 89.3 | 77.5 | 78.6 | 85.6 | 85 | 64.6 | 63.2 | 72.2 | 71.2 | 55.7 | 55 | 72.9 | 71.4 | 63.1 | 62.2 | 76.8 | |
| NPRType=Semantic-irrelevant2026.07 | 75.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 76.1 | |
| AIDEType=Semantic2026.07 | 74.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 73.9 | |
| Xception2026.07 | 70.7 | 66.3 | 66.9 | 73.1 | 72.6 | 73.8 | 74.2 | 80.2 | 80.5 | 86.2 | 85.7 | 84.7 | 84.8 | 65.6 | 64.9 | 81.2 | 80.9 | 58.9 | 57.8 | 63.2 | 62.7 | 56.3 | 55 | 68.6 | 67.8 | 67.8 | 65.7 | 70.7 | |
| C2P-CLIP2026.07 | 70.4 | 71.6 | 65 | 91.1 | 91.4 | 90.4 | 90.8 | 74.8 | 71 | 74.4 | 68.9 | 76 | 72.8 | 76.7 | 75.4 | 74.4 | 69.4 | 53.7 | 61.9 | 57.7 | 65 | 52.4 | 56.4 | 65.2 | 73.1 | 56.7 | 66.8 | 71.4 | |
| UnivFDType=Semantic2026.07 | 70.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 71.3 | |
| DINOv3-LoRAType=Generic Classifier2026.07 | 70.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 60.1 | |
| SigLIP2-LoRAType=Generic Classifier2026.07 | 68 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 64.5 | |
| ResNet502026.07 | 67.9 | 68.8 | 69.6 | 54.1 | 54.6 | 68.6 | 69.9 | 78 | 77.7 | 79.2 | 79.6 | 82.7 | 83 | 62.8 | 62 | 77.7 | 78.3 | 56 | 57 | 64.3 | 63.5 | 53.1 | 51.4 | 72.5 | 72.5 | 64.6 | 63 | 67.8 | |
| SigLIP22026.07 | 67.6 | 61 | 55.2 | 54.2 | 42 | 73.5 | 72.8 | 85.4 | 86.9 | 85.6 | 88.9 | 86.6 | 88.7 | 70.1 | 68.1 | 85.4 | 87.2 | 50.1 | 59.8 | 57.7 | 69.1 | 49.2 | 65.1 | 65.4 | 74 | 55.2 | 64.9 | 70.8 | |
| F3NetType=Frequency2026.07 | 67.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 68.1 | |
| XceptionType=Generic Classifier2026.07 | 66.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 66.4 | |
| C2P-CLIPType=Semantic2026.07 | 64.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 63.8 | |
| ResNet50Type=Generic Classifier2026.07 | 63.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 62.4 | |
| FreqNetType=Frequency2026.07 | 63.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 61.3 | |
| Noiseprint++Type=Semantic-irrelevant2026.07 | 50.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 67.9 | |
| Noiseprint++2026.07 | 49.7 | 48.9 | 63.9 | 54.6 | 69.4 | 53.7 | 68.4 | 53.4 | 68.6 | 48.3 | 63.6 | 47 | 62.4 | 48.9 | 64 | 48.9 | 63.8 | 52.7 | 67.4 | 51.2 | 67.1 | 50.9 | 66.9 | 39.3 | 53.8 | 48.1 | 62.1 | 64.7 |