Generated Image Detection on GenImage v1.4 (test)
100Average APFerretNet
Evaluation results
| Method | Links | |||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| FerretNetVenue=NIPS 20252026.04 | 100 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 100 | |
| ForgeLensVenue=ICCV 20252026.04 | 99.99 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99.7 | |
| I2P2026.04 | 99.99 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99.72 | |
| RINEVenue=ECCV 20242026.04 | 99.92 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99.54 | |
| EffortVenue=ICML 20252026.04 | 99.82 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99.8 | |
| DIREVenue=CVPR 20232026.04 | 99.09 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 94.42 | |
| NPRVenue=CVPR 20242026.04 | 98.77 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 90.74 | |
| UniFDVenue=CVPR 20232026.04 | 97.08 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 85.47 | |
| CausalCLIPTraining Source=Stable Diffusion v1.42025.12 | 96.92 | 100 | 99.99 | 95.37 | 99.47 | 98.23 | 99.95 | 98.82 | 97.33 | 98.35 | 97.43 | 96.29 | 98.62 | 96.84 | 79.35 | 97.79 | — | |
| VIB-NetTraining Source=Stable Diffusion v1.42025.12 | 94.6 | 100 | 99.97 | 95.49 | 97.13 | 97.81 | 99.93 | 83.02 | 96.59 | 98.44 | 81.5 | 97.17 | 84.31 | 96.94 | 81.32 | 93.27 | — | |
| GSDTraining Generator=SD v1.4, Evaluation=Cross-generator2026.03 | 92.8 | 100 | 99.9 | 84.2 | 91.6 | 88.2 | 100 | 99.5 | — | — | 79.3 | — | — | — | — | — | — | |
| EffortTraining Generator=SD v1.4, Evaluation=Cross-generator2026.03 | 91.1 | 99.8 | 99.8 | 78.7 | 93.3 | 82.4 | 97.4 | 91.7 | — | — | 77.6 | — | — | — | — | — | — | |
| NPRTraining Source=Stable Diffusion v1.42025.12 | 89.98 | 100 | 99.97 | 94.7 | 95.8 | 95.5 | 100 | 86.3 | 83.3 | 94.9 | 89.6 | 72 | 82.7 | 66 | 85.3 | 95.9 | — | |
| DRCTTraining Generator=SD v1.4, Evaluation=Cross-generator2026.03 | 89.5 | 95 | 94.4 | 79.4 | 89.2 | 91.5 | 94.7 | 90 | — | — | 81.7 | — | — | — | — | — | — | |
| FatFormerTraining Generator=SD v1.4, Evaluation=Cross-generator2026.03 | 88.9 | 100 | 99.9 | 75.9 | 88 | 92.7 | 99.9 | 98.8 | — | — | 55.8 | — | — | — | — | — | — | |
| CLIPMoLETraining Generator=SD v1.4, Evaluation=Cross-generator2026.03 | 88.6 | 86.9 | 87.2 | 85.7 | 94.1 | 77.5 | 86.6 | 92 | — | — | 99 | — | — | — | — | — | — | |
| NPRTraining Generator=SD v1.4, Evaluation=Cross-generator2026.03 | 88.6 | 98.2 | 97.9 | 76.9 | 89.8 | 81 | 96.9 | 84.1 | — | — | 84.2 | — | — | — | — | — | — | |
| FreqNetTraining Generator=SD v1.4, Evaluation=Cross-generator2026.03 | 86.8 | 98.8 | 98.6 | 66.8 | 86.5 | 89.6 | 97.3 | 75.8 | — | — | 81.4 | — | — | — | — | — | — | |
| FatFormerVenue=CVPR 20242026.04 | 81.18 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 67.66 | |
| FusingTraining Source=Stable Diffusion v1.42025.12 | 81.07 | 99.9 | 97.98 | 69.3 | 94.2 | 81.2 | 99.9 | 84.6 | 67.63 | 87.79 | 64.84 | 69.37 | 91.2 | 43.08 | 72.56 | 89.42 | — | |
| CLIPpingTraining Source=Stable Diffusion v1.42025.12 | 80.87 | 93.97 | 93.1 | 68 | 87.44 | 77.34 | 86.52 | 77.17 | 88.54 | 88.44 | 61.64 | 85.33 | 77.23 | 81.56 | 61.19 | 57.37 | — | |
| UnivFDTraining Generator=SD v1.4, Evaluation=Cross-generator2026.03 | 79.5 | 96.4 | 96.1 | 58.1 | 73.4 | 91.5 | 94.5 | 67.8 | — | — | 57.7 | — | — | — | — | — | — | |
| LGardVenue=CVPR 20232026.04 | 79.15 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 76.28 | |
| LgradTraining Source=Stable Diffusion v1.42025.12 | 78.24 | 99.94 | 99.92 | 58.52 | 84 | 91.06 | 99.72 | 56.34 | 83.59 | 90.24 | 56.49 | 47.51 | 69.93 | 49.25 | 66.49 | 65.09 | — | |
| UnivfdTraining Source=Stable Diffusion v1.42025.12 | 75.31 | 96.04 | 96.26 | 66.34 | 93.73 | 91.06 | 90.98 | 74.53 | 51.77 | 63.42 | 72 | 75.81 | 54.12 | 65.99 | 70.24 | 83.34 | — | |
| Swin-TTraining Generator=SD v1.4, Evaluation=Cross-generator2026.03 | 74.8 | 99.9 | 99.8 | 49.8 | 67.6 | 62.1 | 99.1 | 62.3 | — | — | 57.6 | — | — | — | — | — | — | |
| FreqNetVenue=AAAI 20242026.04 | 74.35 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 64.27 | |
| ResNet-50Training Generator=SD v1.4, Evaluation=Cross-generator2026.03 | 72.1 | 99.9 | 99.7 | 53.5 | 61.9 | 54.9 | 98.2 | 56.6 | — | — | 52 | — | — | — | — | — | — | |
| DeiT-STraining Generator=SD v1.4, Evaluation=Cross-generator2026.03 | 71.6 | 99.9 | 99.8 | 49.8 | 58.1 | 55.6 | 98.9 | 56.9 | — | — | 53.5 | — | — | — | — | — | — | |
| GramNetTraining Generator=SD v1.4, Evaluation=Cross-generator2026.03 | 69.9 | 99.2 | 99.1 | 50.3 | 54.6 | 54.2 | 98.9 | 50.8 | — | — | 51.7 | — | — | — | — | — | — | |
| Freq-specTraining Generator=SD v1.4, Evaluation=Cross-generator2026.03 | 68.8 | 99.4 | 99.2 | 49.7 | 49.8 | 52 | 94.8 | 55.6 | — | — | 49.8 | — | — | — | — | — | — | |
| F3NetTraining Generator=SD v1.4, Evaluation=Cross-generator2026.03 | 68.7 | 99.9 | 99.9 | 49.9 | 50 | 50.1 | 99.9 | 49.9 | — | — | 49.9 | — | — | — | — | — | — | |
| CNNSpotTraining Generator=SD v1.4, Evaluation=Cross-generator2026.03 | 64.2 | 96.3 | 95.9 | 50.1 | 39.8 | 52.8 | 78.6 | 53.4 | — | — | 46.8 | — | — | — | — | — | — | |
| CNNSpotTraining Source=Stable Diffusion v1.42025.12 | 63.24 | 99.98 | 99.83 | 51.1 | 58.8 | 67.93 | 99.8 | 49.92 | 53.15 | 50.23 | 50.22 | 49.79 | 47.07 | 56.08 | 54.86 | 54.03 | — |