Synthetic Image Detection on GANs dataset
98.9Mean ACCCoDA
Evaluation results
| Method | Links | ||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CoDAperturbation=Gaussian Blurring2026.05 | 98.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99.6 | |
| FatFormerRef=Ours, Supervision=4-class ProGAN2023.12 | 98.4 | 99.9 | 100 | 97.2 | 99.8 | 98.8 | 99.9 | 99.5 | 100 | 99.3 | 100 | 99.8 | 100 | 99.4 | 100 | 93.2 | 98 | 99.7 | |
| FatFormerperturbation=Original2026.05 | 98.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99.5 | |
| CoDAperturbation=Original2026.05 | 98.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99.6 | |
| CoDAperturbation=JPEG (QF=75)2026.05 | 98.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99.2 | |
| CoDAperturbation=Gaussian Noise2026.05 | 98 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99.2 | |
| FatFormerperturbation=Gaussian Blurring2026.05 | 97.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 98.4 | |
| CoDAperturbation=Random Cropping2026.05 | 97.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 98.6 | |
| FatFormerperturbation=Random Cropping2026.05 | 97.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 98.8 | |
| FatFormerperturbation=JPEG (QF=75)2026.05 | 96.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99.1 | |
| FatFormerRef=Ours, Supervision=2-class ProGAN2023.12 | 95.8 | 99.8 | 100 | 87.7 | 97.4 | 91.1 | 99.3 | 98.9 | 99.9 | 99.9 | 100 | 100 | 100 | 99.9 | 100 | 89.4 | 97.3 | 99.2 | |
| FatFormerperturbation=Gaussian Noise2026.05 | 94.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 97.8 | |
| UniFDRef=CVPR 2023, Supervision=4-class ProGAN2023.12 | 89.1 | 99.7 | 100 | 89 | 98.7 | 83.9 | 98.4 | 90.5 | 99.1 | 87.9 | 99.8 | 91.4 | 100 | 89.9 | 100 | 80.2 | 90.2 | 98.3 | |
| UFDperturbation=Original2026.05 | 89.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 98.2 | |
| UniFDRef=CVPR 2023, Supervision=2-class ProGAN2023.12 | 88.1 | 99.7 | 100 | 78.8 | 97.4 | 75.4 | 96.7 | 91.2 | 99 | 91.9 | 99.8 | 96.3 | 99.9 | 91.9 | 100 | 80 | 89.4 | 97.8 | |
| LGradRef=CVPR 2023, Supervision=2-class ProGAN2023.12 | 86.2 | 99.8 | 100 | 94.8 | 99.7 | 92.4 | 99.6 | 82.5 | 92.4 | 85.9 | 94.7 | 99.7 | 99.9 | 73.7 | 83.2 | 60.6 | 67.8 | 92.2 | |
| LGradRef=CVPR 2023, Supervision=4-class ProGAN2023.12 | 86.1 | 99.9 | 100 | 94.8 | 99.9 | 96 | 99.9 | 82.9 | 90.7 | 85.3 | 94 | 99.6 | 100 | 72.4 | 79.3 | 58 | 67.9 | 91.5 | |
| LGradperturbation=Original2026.05 | 86.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 91.6 | |
| UFDperturbation=JPEG (QF=75)2026.05 | 85.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 93.7 | |
| UFDperturbation=Random Cropping2026.05 | 84.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 94.1 | |
| LGradperturbation=Random Cropping2026.05 | 83.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 90.8 | |
| UFDperturbation=Gaussian Blurring2026.05 | 83.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 92 | |
| UFDperturbation=Gaussian Noise2026.05 | 81.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 92.6 | |
| PatchForRef=ECCV 2020, Supervision=4-class ProGAN2023.12 | 80.7 | 97.8 | 100 | 82.6 | 93.1 | 83.6 | 98.5 | 64.7 | 69.5 | 74.5 | 87.2 | 100 | 100 | 57.2 | 55.4 | 85 | 93.2 | 87.1 | |
| F3NetRef=ECCV 2020, Supervision=4-class ProGAN2023.12 | 80.4 | 99.4 | 100 | 92.6 | 99.7 | 88 | 99.8 | 65.3 | 69.9 | 76.4 | 84.3 | 100 | 100 | 58.1 | 56.7 | 63.5 | 78.8 | 86.2 | |
| FrankRef=ICML 2020, Supervision=4-class ProGAN2023.12 | 80.3 | 90.3 | 85.2 | 74.5 | 72 | 73.1 | 71.4 | 75.5 | 71.2 | 99.5 | 99.5 | 69.2 | 77.4 | 60.7 | 49.1 | 78.9 | 76.5 | 83.2 | |
| FrePGANRef=AAAI 2022, Supervision=4-class ProGAN2023.12 | 79.4 | 99 | 99.9 | 80.7 | 89.6 | 84.1 | 98.6 | 69.2 | 71.1 | 71.1 | 74.4 | 99.9 | 100 | 60.3 | 71.7 | 70.9 | 91.9 | 87.2 | |
| BiHPFRef=WACV 2022, Supervision=4-class ProGAN2023.12 | 78.6 | 90.7 | 86.2 | 76.9 | 75.1 | 76.2 | 74.7 | 84.9 | 81.7 | 81.9 | 78.9 | 94.4 | 94.4 | 69.5 | 78.1 | 54.4 | 54.6 | 77.9 | |
| F3NetRef=ECCV 2020, Supervision=2-class ProGAN2023.12 | 78.5 | 97.9 | 100 | 84.5 | 99.5 | 82.2 | 99.8 | 65.5 | 73.4 | 81.2 | 89.7 | 100 | 100 | 57 | 59.2 | 59.9 | 83 | 88.1 | |
| LGradperturbation=Gaussian Blurring2026.05 | 78.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 83.2 | |
| BiHPFRef=WACV 2022, Supervision=2-class ProGAN2023.12 | 78.4 | 87.4 | 87.4 | 71.6 | 74.1 | 77 | 81.1 | 82.6 | 80.6 | 86 | 86.6 | 93.8 | 80.8 | 75.3 | 88.2 | 53.7 | 54 | 79.1 | |
| LGradperturbation=JPEG (QF=75)2026.05 | 77.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 85.2 | |
| LGradperturbation=Gaussian Noise2026.05 | 76.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 84.4 | |
| FrePGANRef=AAAI 2022, Supervision=2-class ProGAN2023.12 | 75.1 | 99 | 99.9 | 80.8 | 92 | 72.2 | 94 | 66 | 61.8 | 69.1 | 70.3 | 98.5 | 100 | 53.1 | 51 | 62.2 | 80.6 | 81.2 | |
| FrankRef=ICML 2020, Supervision=2-class ProGAN2023.12 | 75 | 85.7 | 81.3 | 73.1 | 68.5 | 75 | 70.9 | 76.9 | 70.8 | 86.5 | 80.8 | 85 | 77 | 67.3 | 65.3 | 50.1 | 55.3 | 71.2 | |
| DurallRef=CVPR 2020, Supervision=2-class ProGAN2023.12 | 70.2 | 79 | 73.9 | 63.6 | 58.8 | 67.3 | 62.1 | 69.5 | 62.9 | 65.4 | 60.8 | 99.4 | 99.4 | 67 | 63 | 50.5 | 50.2 | 66.4 | |
| DurallRef=CVPR 2020, Supervision=4-class ProGAN2023.12 | 67.7 | 81.1 | 74.4 | 54.4 | 52.6 | 66.8 | 62 | 60.1 | 56.3 | 61.9 | 57.4 | 98.1 | 98.1 | 61.9 | 57.4 | 50.2 | 50 | 64.4 | |
| WangRef=CVPR 2020, Supervision=4-class ProGAN2023.12 | 67.1 | 91.4 | 99.4 | 63.8 | 91.4 | 76.4 | 97.5 | 52.9 | 73.3 | 72.7 | 88.6 | 63.8 | 90.8 | 69 | 64 | 51.7 | 62.3 | 86.9 | |
| BlendRef=CVPR 2022, Supervision=4-class ProGAN, Condition=trained on self-blended images of FF++2023.12 | 61.9 | 58.8 | 65.2 | 50.1 | 47.7 | 48.6 | 47.4 | 51.1 | 51.9 | 59.2 | 65.5 | 59.2 | 65.3 | 74.5 | 89.2 | 93.8 | 99.3 | 66.4 | |
| WangRef=CVPR 2020, Supervision=2-class ProGAN2023.12 | 57.3 | 64.6 | 92.7 | 52.8 | 82.8 | 75.7 | 96.6 | 51.6 | 70.5 | 58.6 | 81.5 | 51.2 | 74.3 | 53.6 | 86.6 | 50.6 | 51.5 | 79.6 |