AI-generated image detection on SD v1.5
99.37AccuracyQ-LoRA
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Q-LoRASamples=8002026.03 | 99.37 | — | 99.97 | 99.75 | 99 | |
| Q-LoRASamples=4002026.03 | 99.15 | — | 99.98 | 99.41 | 98.9 | |
| H-LoRASamples=8002026.03 | 98.8 | — | 99.97 | 99.6 | 98 | |
| H-LoRASamples=4002026.03 | 98.65 | — | 99.93 | 99.19 | 98.1 | |
| LoRASamples=8002026.03 | 98.05 | — | 99.86 | 98.25 | 97.9 | |
| NPR2025.12 | 97.5 | 99.6 | — | — | — | |
| CLIPSamples=8002026.03 | 97.25 | — | 99.72 | 97.9 | 96.6 | |
| Q-LoRASamples=2002026.03 | 97 | — | 99.8 | 98.8 | 95.2 | |
| H-LoRASamples=2002026.03 | 96.9 | — | 99.53 | 98.2 | 95.6 | |
| LoRASamples=4002026.03 | 96.75 | — | 99.54 | 96.46 | 97.4 | |
| CLIPSamples=4002026.03 | 96.35 | — | 99.32 | 97.65 | 95 | |
| RA-DetDetector Type=Universal Detector2026.03 | 96.01 | 98.92 | — | — | — | |
| SDAIE†variant=binary variant2025.12 | 95.7 | 99.8 | — | — | — | |
| CLIPSamples=2002026.03 | 94.7 | — | 98.74 | 96.59 | 92.7 | |
| LoRASamples=2002026.03 | 93.55 | — | 98.61 | 93.54 | 93.8 | |
| DIRE-DDetector Type=Diffusion Detector, Training images=ADM2026.03 | 91.63 | 98.83 | — | — | — | |
| DIRE-D2025.12 | 91.6 | 98.8 | — | — | — | |
| FerretNetDetector Type=Universal Detector2026.03 | 91.13 | 96.64 | — | — | — | |
| SDAIE2025.12 | 89.7 | 96.4 | — | — | — | |
| LNP2025.12 | 88.8 | 96 | — | — | — | |
| DNFDetector Type=Diffusion Detector, Training images=ADM2026.03 | 86.86 | 77.54 | — | — | — | |
| NPRDetector Type=Universal Detector2026.03 | 70.58 | 83.8 | — | — | — | |
| LGrad2025.12 | 65.9 | 69.3 | — | — | — | |
| LGradDetector Type=GAN Detector2026.03 | 63.67 | 62.85 | — | — | — | |
| UnivFD2025.12 | 63.5 | 85.8 | — | — | — | |
| UniFDDetector Type=Universal Detector2026.03 | 63.49 | 85.84 | — | — | — | |
| RIGIDDetector Type=Universal Detector2026.03 | 62.5 | 65.45 | — | — | — | |
| GramNet2025.12 | 52.2 | 60.4 | — | — | — | |
| GramNetDetector Type=Universal Detector2026.03 | 52.16 | 60.37 | — | — | — | |
| CNNSpotDetector Type=Universal Detector2026.03 | 51.78 | 57.24 | — | — | — | |
| Ju222025.12 | 51.4 | 65.7 | — | — | — | |
| CNNSpot2025.12 | 50.5 | 61.6 | — | — | — | |
| DIRE-GDetector Type=GAN Detector, Training images=ProGAN2026.03 | 49.83 | 49.52 | — | — | — | |
| DIRE-G2025.12 | 49.8 | 49.5 | — | — | — | |
| FreDectDetector Type=GAN Detector2026.03 | 39.21 | 37.76 | — | — | — | |
| Frank202025.12 | 39.2 | 37.8 | — | — | — |