AI-generated image detection on UFD (UniversalFakeDetect) (test)
99.9APAIDE
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| AIDETraining Class/Num=8gens/1.3M2025.12 | 99.9 | 98.5 | — | |
| GAPLTraining Class/Num=4.7Kgens/550k2025.12 | 99.8 | 97.2 | — | |
| SAFETraining Class/Num=ProGAN/144k2025.12 | 99.1 | 95.7 | — | |
| AIDETraining Class/Num=ProGAN/720k2025.12 | 99 | 96.7 | — | |
| D3Training Class/Num=9gens/2M2025.12 | 99 | 94.8 | — | |
| EffortEvaluation Protocol=Fine-tuned2026.06 | 97.8 | — | 96.6 | |
| ForAdaEvaluation Protocol=Fine-tuned2026.06 | 97.7 | — | 96.8 | |
| NPRTraining Class/Num=ProGAN/144k2025.12 | 97.4 | 95.1 | — | |
| CommForenTraining Class/Num=4.7Kgens/5M2025.12 | 97 | 94 | — | |
| GenDEvaluation Protocol=Fine-tuned2026.06 | 96.6 | — | 95 | |
| LightningEvaluation Protocol=Fine-tuned2026.06 | 96.6 | — | 95.5 | |
| UniFDTraining Class/Num=ProGAN/720k2025.12 | 95.7 | 82.2 | — | |
| B-FreeTraining Class/Num=SD2.1/360k2025.12 | 95.3 | 87.1 | — | |
| LightningEvaluation Protocol=Zero-shot2026.06 | 91.8 | — | 90.3 | |
| XceptionEvaluation Protocol=Fine-tuned2026.06 | 89.6 | — | 88.1 | |
| COREEvaluation Protocol=Fine-tuned2026.06 | 89.1 | — | 85.7 | |
| LightningEvaluation Protocol=RTI2026.06 | 87.2 | — | 85.4 | |
| EffortEvaluation Protocol=Zero-shot2026.06 | 86.9 | — | 83.3 | |
| UCFEvaluation Protocol=Fine-tuned2026.06 | 86 | — | 83.7 | |
| F3NetEvaluation Protocol=Fine-tuned2026.06 | 85 | — | 82.4 | |
| ProDetEvaluation Protocol=Fine-tuned2026.06 | 84.8 | — | 81.9 | |
| Co-SPYTraining Class/Num=SD1.4/320k2025.12 | 84.3 | 76.8 | — | |
| GenDEvaluation Protocol=Zero-shot2026.06 | 82.8 | — | 80.3 | |
| ForAdaEvaluation Protocol=Zero-shot2026.06 | 81.7 | — | 77.4 | |
| DRCTTraining Class/Num=SD2.1/473k2025.12 | 79.2 | 70 | — | |
| EffortEvaluation Protocol=RTI2026.06 | 77.2 | — | 71.8 | |
| CNNDetTraining Class/Num=ProGAN/720k2025.12 | 71.1 | 53.1 | — | |
| GenDEvaluation Protocol=RTI2026.06 | 71 | — | 67.8 | |
| ForAdaEvaluation Protocol=RTI2026.06 | 68.3 | — | 61.9 | |
| F3NetEvaluation Protocol=Zero-shot2026.06 | 66.7 | — | 61.9 | |
| XceptionEvaluation Protocol=Zero-shot2026.06 | 63 | — | 56.2 | |
| UCFEvaluation Protocol=Zero-shot2026.06 | 63 | — | 59.5 | |
| ProDetEvaluation Protocol=Zero-shot2026.06 | 61.5 | — | 58.8 | |
| COREEvaluation Protocol=Zero-shot2026.06 | 60.1 | — | 55.1 | |
| F3NetEvaluation Protocol=RTI2026.06 | 52.4 | — | 46.6 | |
| UCFEvaluation Protocol=RTI2026.06 | 46.1 | — | 42.3 | |
| ProDetEvaluation Protocol=RTI2026.06 | 44.6 | — | 42.2 | |
| XceptionEvaluation Protocol=RTI2026.06 | 44.2 | — | 35.9 | |
| COREEvaluation Protocol=RTI2026.06 | 40.5 | — | 35.4 |