Generated Image Detection on Wukong
99.12AccuracyQ-LoRA
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Q-LoRASamples=8002026.03 | 99.12 | 99.97 | — | — | 98.76 | 99.5 | |
| H-LoRASamples=4002026.03 | 98.4 | 99.84 | — | — | 97.86 | 99 | |
| H-LoRASamples=8002026.03 | 98.35 | 99.94 | — | — | 98.15 | 98.6 | |
| Q-LoRASamples=4002026.03 | 97.9 | 99.83 | — | — | 97.6 | 98.3 | |
| LoRASamples=8002026.03 | 97.8 | 99.85 | — | — | 96.81 | 98.9 | |
| CLIPSamples=8002026.03 | 95.9 | 99.27 | — | — | 95.56 | 96.3 | |
| H-LoRASamples=2002026.03 | 95.8 | 99.18 | — | — | 95.02 | 96.8 | |
| RA-DetDetector Type=Universal Detector2026.03 | 95.33 | — | 98.33 | — | — | — | |
| LoRASamples=4002026.03 | 95.3 | 99.34 | — | — | 93.62 | 97.5 | |
| SDAIE†variant=binary variant2025.12 | 95 | — | 99.4 | — | — | — | |
| Q-LoRASamples=2002026.03 | 95 | 99.43 | — | — | 94.86 | 95.4 | |
| CLIPSamples=4002026.03 | 94.95 | 99 | — | — | 94.73 | 95.3 | |
| CLIPSamples=2002026.03 | 92.7 | 97.31 | — | — | 93.05 | 92.3 | |
| NPR2025.12 | 91.7 | — | 98.9 | — | — | — | |
| LoRASamples=2002026.03 | 91 | 97.22 | — | — | 88.33 | 94.9 | |
| DIRE-D2025.12 | 90.9 | — | 98.4 | — | — | — | |
| DIRE-DDetector Type=Diffusion Detector, Training images=ADM2026.03 | 90.9 | — | 98.37 | — | — | — | |
| CLIDEZero-shot=true2025.12 | 88 | 95 | 96 | 88 | — | — | |
| SDAIE2025.12 | 87.5 | — | 95.6 | — | — | — | |
| FerretNetDetector Type=Universal Detector2026.03 | 87.48 | — | 94.72 | — | — | — | |
| DNFDetector Type=Diffusion Detector, Training images=ADM2026.03 | 86.8 | — | 87.32 | — | — | — | |
| LNP2025.12 | 86.4 | — | 95.3 | — | — | — | |
| NPRDetector Type=Universal Detector2026.03 | 74.45 | — | 78.17 | — | — | — | |
| UniFDDetector Type=Universal Detector2026.03 | 70.93 | — | 91.07 | — | — | — | |
| UnivFD2025.12 | 70.9 | — | 91.1 | — | — | — | |
| RIGIDDetector Type=Universal Detector2026.03 | 63.09 | — | 67.1 | — | — | — | |
| Manifold BiasZero-shot=true2025.12 | 62 | 73 | 69 | 50 | — | — | |
| LGrad2025.12 | 60.3 | — | 65.7 | — | — | — | |
| LGradDetector Type=GAN Detector2026.03 | 59.55 | — | 62.48 | — | — | — | |
| RIGIDZero-shot=true2025.12 | 55 | 63 | 60 | 37 | — | — | |
| DIRE-G2025.12 | 54.5 | — | 55.4 | — | — | — | |
| DIRE-GDetector Type=GAN Detector, Training images=ProGAN2026.03 | 54.46 | — | 55.38 | — | — | — | |
| Ju222025.12 | 51.7 | — | 64.6 | — | — | — | |
| CNNSpot2025.12 | 51 | — | 57.3 | — | — | — | |
| GramNet2025.12 | 50.8 | — | 55.6 | — | — | — | |
| GramNetDetector Type=Universal Detector2026.03 | 50.76 | — | 55.62 | — | — | — | |
| CNNSpotDetector Type=Universal Detector2026.03 | 50.23 | — | 52.85 | — | — | — | |
| AEROBLADEZero-shot=true2025.12 | 49 | 48 | 47 | 62 | — | — | |
| ZEDZero-shot=true2025.12 | 44 | 39 | 45 | 60 | — | — | |
| Frank202025.12 | 40.3 | — | 39.6 | — | — | — | |
| FreDectDetector Type=GAN Detector2026.03 | 40.3 | — | 39.58 | — | — | — |