AI Image Detection on Midjourney
99AccuracySDAIE†
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| SDAIE†2025.12 | 99 | — | — | — | — | — | |
| NPR2025.12 | 98.8 | — | — | — | — | — | |
| SDAIE†variant=binary variant2025.12 | 95.4 | — | — | — | — | 99.4 | |
| CLIPSamples=2002026.03 | 93.4 | 93.86 | 93 | — | 98.38 | — | |
| CLIPSamples=4002026.03 | 92.85 | 90.96 | 95.5 | — | 98.29 | — | |
| NPR2025.12 | 92.6 | — | — | — | — | 99 | |
| CLIPSamples=8002026.03 | 91.85 | 88.56 | 96.5 | — | 98.38 | — | |
| Q-LoRASamples=2002026.03 | 90.4 | 87.62 | 96 | — | 98.62 | — | |
| DIRE-D2025.12 | 89.5 | — | — | — | — | 97.3 | |
| DIRE-DDetector Type=Diffusion Detector, Training images=ADM2026.03 | 89.45 | — | — | — | — | 97.32 | |
| DNFDetector Type=Diffusion Detector, Training images=ADM2026.03 | 87.32 | — | — | — | — | 68.09 | |
| Q-LoRASamples=4002026.03 | 86.15 | 79.93 | 98.6 | — | 98.74 | — | |
| H-LoRASamples=2002026.03 | 86.1 | 80.37 | 96.4 | — | 96.31 | — | |
| SDAIE2025.12 | 85.6 | — | — | — | — | 92.8 | |
| CLIDEZero-shot=true2025.12 | 85 | — | — | 85 | 90 | 84 | |
| H-LoRASamples=8002026.03 | 84.85 | 77.95 | 98.7 | — | 97.91 | — | |
| ZEDZero-shot=true2025.12 | 84 | — | — | 84 | 92 | 93 | |
| LoRASamples=2002026.03 | 82.6 | 77.8 | 93.6 | — | 94.02 | — | |
| H-LoRASamples=4002026.03 | 81.9 | 75.08 | 98.4 | — | 97.8 | — | |
| Q-LoRASamples=8002026.03 | 81.75 | 73.45 | 99.5 | — | 98.68 | — | |
| LoRASamples=4002026.03 | 80.55 | 73.42 | 97.4 | — | 95.78 | — | |
| RA-DetDetector Type=Universal Detector2026.03 | 80.04 | — | — | — | — | 87.53 | |
| LoRASamples=8002026.03 | 78.7 | 71.37 | 98.2 | — | 97.59 | — | |
| NPRDetector Type=Universal Detector2026.03 | 76.61 | — | — | — | — | 82.61 | |
| FerretNetDetector Type=Universal Detector2026.03 | 73.66 | — | — | — | — | 80.27 | |
| RIGIDDetector Type=Universal Detector2026.03 | 70.8 | — | — | — | — | 78.63 | |
| LGrad2025.12 | 70.5 | — | — | — | — | 77.7 | |
| LNP2025.12 | 69.6 | — | — | — | — | 86.9 | |
| Our classifierTrained on=Stable Diffusion2025.12 | 66.02 | 59.57 | 99.72 | 74.58 | — | — | |
| ResNet50Backbone=ResNet50, Training Data=Stable Diffusion2025.12 | 66.02 | 59.57 | 99.72 | 74.58 | — | — | |
| LGradDetector Type=GAN Detector2026.03 | 65.35 | — | — | — | — | 71.86 | |
| GLCM+CNNTrained on=Stable Diffusion2025.12 | 65.25 | 63.97 | 66.51 | 65.22 | — | — | |
| ViTModel Architecture=ViT, Training Dataset=Stable Diffusion2025.12 | 64.54 | 58.85 | 96.72 | 73.17 | — | — | |
| RIGIDZero-shot=true2025.12 | 60 | — | — | 48 | 65 | 66 | |
| LBP+CNNTrained on=Stable Diffusion2025.12 | 59.85 | 59.05 | 60.65 | 59.81 | — | — | |
| DIRE-GDetector Type=GAN Detector, Training images=ProGAN2026.03 | 58.01 | — | — | — | — | 61.86 | |
| DIRE-G2025.12 | 58 | — | — | — | — | 61.9 | |
| UniFDDetector Type=Universal Detector2026.03 | 56.13 | — | — | — | — | 74 | |
| UnivFD2025.12 | 56.1 | — | — | — | — | 74 | |
| DIRETrained on=Stable Diffusion2025.12 | 54.9 | 52.61 | 98.6 | 68.62 | — | — | |
| FreqNetTrained on=Stable Diffusion2025.12 | 53.81 | 52 | 99.15 | 68.22 | — | — | |
| CNNSpotDetector Type=Universal Detector2026.03 | 52.59 | — | — | — | — | 55.9 | |
| Ju222025.12 | 52.2 | — | — | — | — | 70 | |
| CNNSpot2025.12 | 51.4 | — | — | — | — | 66.2 | |
| Manifold BiasZero-shot=true2025.12 | 51 | — | — | 27 | 56 | 53 | |
| GramNetDetector Type=Universal Detector2026.03 | 50.02 | — | — | — | — | 56.82 | |
| GramNet2025.12 | 50 | — | — | — | — | 56.8 | |
| Frank202025.12 | 45.9 | — | — | — | — | 46.1 | |
| FreDectDetector Type=GAN Detector2026.03 | 45.87 | — | — | — | — | 46.09 | |
| AEROBLADEZero-shot=true2025.12 | 43 | — | — | 60 | 29 | 37 | |
| UnivFD2025.12 | 2.8 | — | — | — | — | — |