AIGC Detection on AIGCDetectBenchmark
93.96AccuracyCINEMAE
Evaluation results
| Method | Links | ||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CINEMAEJPEG Quality Factor=Orig.2025.11 | 93.96 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CINEMAEJPEG Quality Factor=952025.11 | 93.95 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CINEMAEJPEG Quality Factor=902025.11 | 93.94 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CINEMAEJPEG Quality Factor=752025.11 | 93.92 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CINEMAEJPEG Quality Factor=502025.11 | 93.82 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AIDEJPEG Quality Factor=Orig.2025.11 | 92.77 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PatchCraftJPEG Quality Factor=Orig.2025.11 | 89.31 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LNPJPEG Quality Factor=Orig.2025.11 | 83.84 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| UnivFDJPEG Quality Factor=Orig.2025.11 | 78.43 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AIDEJPEG Quality Factor=952025.11 | 75.54 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LGradJPEG Quality Factor=Orig.2025.11 | 75.34 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AIDEJPEG Quality Factor=902025.11 | 74.21 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| UnivFDJPEG Quality Factor=952025.11 | 74.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| UnivFDJPEG Quality Factor=902025.11 | 74.02 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PatchCraftJPEG Quality Factor=952025.11 | 72.48 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PatchCraftJPEG Quality Factor=902025.11 | 71.41 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CNNSpotJPEG Quality Factor=Orig.2025.11 | 70.78 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AIDEJPEG Quality Factor=752025.11 | 70.64 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| UnivFDJPEG Quality Factor=752025.11 | 69.92 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AIDEJPEG Quality Factor=502025.11 | 69.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PatchCraftJPEG Quality Factor=752025.11 | 69.43 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DIRE-GJPEG Quality Factor=Orig.2025.11 | 68.68 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| UnivFDJPEG Quality Factor=502025.11 | 68.68 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FusingJPEG Quality Factor=Orig.2025.11 | 68.38 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PatchCraftJPEG Quality Factor=502025.11 | 67.78 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FreDectJPEG Quality Factor=902025.11 | 67.45 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FreDectJPEG Quality Factor=952025.11 | 66.95 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FreDectJPEG Quality Factor=752025.11 | 66.64 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DIRE-GJPEG Quality Factor=952025.11 | 66.49 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DIRE-GJPEG Quality Factor=902025.11 | 66.12 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FreDectJPEG Quality Factor=502025.11 | 65.33 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DIRE-GJPEG Quality Factor=752025.11 | 65.28 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DIRE-GJPEG Quality Factor=502025.11 | 64.34 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CNNSpotJPEG Quality Factor=952025.11 | 64.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FreDectJPEG Quality Factor=Orig.2025.11 | 64.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FusingJPEG Quality Factor=952025.11 | 62.43 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CNNSpotJPEG Quality Factor=902025.11 | 62.26 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FusingJPEG Quality Factor=902025.11 | 61.39 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CNNSpotJPEG Quality Factor=752025.11 | 60.65 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CNNSpotJPEG Quality Factor=502025.11 | 59.66 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FusingJPEG Quality Factor=752025.11 | 59.34 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FusingJPEG Quality Factor=502025.11 | 57.41 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LNPJPEG Quality Factor=902025.11 | 54.09 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LNPJPEG Quality Factor=952025.11 | 53.58 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LNPJPEG Quality Factor=752025.11 | 53.02 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LNPJPEG Quality Factor=502025.11 | 52.85 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LGradJPEG Quality Factor=952025.11 | 51.55 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LGradJPEG Quality Factor=902025.11 | 51.39 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LGradJPEG Quality Factor=752025.11 | 50 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LGradJPEG Quality Factor=502025.11 | 50 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AIDETraining Set=LSUN+ProGAN2025.11 | — | 100 | 99.6 | 84 | 98.5 | 99.9 | 73.3 | 98 | 94.2 | 93.4 | 95.1 | 77.2 | 93 | 92.9 | 95.2 | 93.6 | 96.6 | 92.8 | — | — | |
| AIDE2026.05 | — | 89 | 66.5 | 70.1 | 93.6 | 72.1 | 60.6 | 59 | 80.6 | 52.9 | 60.2 | 49.8 | 51.6 | 51 | 69.3 | 54.5 | 51.1 | 63.6 | 49.6 | — | |
| AIDEProtocol=Protocol II2026.06 | — | 99.99 | 99.64 | 83.95 | 98.48 | 99.91 | 73.25 | 98 | 94.2 | 93.43 | 95.09 | 77.2 | 93 | 92.85 | 95.16 | 93.55 | 96.6 | 91.25 | — | 67.01 | |
| AlignedForensics2026.05 | — | 50.7 | 52.7 | 51.2 | 49.5 | 53.8 | 50.8 | 51.6 | 50 | 51.6 | 55.6 | 96.2 | 99.7 | 99.6 | 72.1 | 99.6 | 52 | 66.6 | 95.1 | — | |
| C2P-CLIP2026.05 | — | 99.3 | 93.1 | 98.4 | 96.8 | 99.6 | 98.8 | 79.4 | 94.8 | 71.6 | 73.5 | 56.6 | 77.5 | 76.9 | 73.7 | 79.4 | 52.3 | 81.4 | 62.3 | — | |
| CINEMAETraining Set=LSUN+ProGAN2025.11 | — | 99.9 | 98.5 | 92.9 | 94.3 | 98.5 | 92.4 | 95.2 | 88.4 | 93.2 | 92.7 | 91.7 | 92.9 | 92.9 | 92.6 | 92.7 | 94.7 | 93.96 | — | — | |
| CNNSpotTraining Set=LSUN+ProGAN2025.11 | — | 100 | 90.2 | 71.2 | 87.6 | 94.6 | 81.4 | 86.9 | 91.7 | 60.4 | 58.1 | 51.4 | 50.6 | 50.5 | 56.5 | 51 | 50.5 | 70.8 | — | — | |
| CNNSpotProtocol=Protocol II2026.06 | — | 100 | 90.17 | 71.17 | 87.62 | 94.6 | 81.42 | 86.91 | 91.65 | 60.39 | 58.07 | 51.39 | 50.57 | 50.53 | 56.46 | 51.03 | 50.45 | 69.57 | — | 50.27 | |
| DDA2026.05 | — | 92.8 | 87.8 | 91 | 72.5 | 72.7 | 92.7 | 90.2 | 52.1 | 89.5 | 89.6 | 95.6 | 98.7 | 98.6 | 76.6 | 98.8 | 94.6 | 87.8 | 99.4 | — | |
| DDA*Backbone=DINOv3-H+2026.05 | — | 81.8 | 83.5 | 91.3 | 90.8 | 75.2 | 90.9 | 86.2 | 91.8 | 97 | 97.5 | 96.8 | 97.8 | 97.7 | 97.9 | 97.8 | 98.8 | 92.4 | 98.8 | — | |
| DIRE-GTraining Set=LSUN+ProGAN2025.11 | — | 95.2 | 83 | 70.1 | 74.2 | 95.5 | 67.8 | 75.3 | 58.1 | 75.8 | 71.8 | 58 | 49.7 | 49.8 | 53.7 | 54.5 | 66.5 | 68.7 | — | — | |
| DIRE-GProtocol=Protocol II2026.06 | — | 95.19 | 83.03 | 70.12 | 74.19 | 95.47 | 67.79 | 75.31 | 58.05 | 75.78 | 71.75 | 58.01 | 49.74 | 49.83 | 53.68 | 54.46 | 66.48 | 68.68 | — | 50.94 | |
| DRCT2026.05 | — | 71.1 | 62.7 | 81.4 | 91 | 53 | 93.8 | 63.8 | 73.9 | 79.9 | 89.2 | 85.5 | 91.4 | 91 | 88.6 | 90.8 | 89.2 | 81.4 | 88.3 | — | |
| FatFormer2026.05 | — | 98.5 | 98 | 99.2 | 99.5 | 99.4 | 99.1 | 98.8 | 88.3 | 80.2 | 91.1 | 54.4 | 67.5 | 67.2 | 88 | 75.6 | 68.5 | 85 | 71.7 | — | |
| FreDectTraining Set=LSUN+ProGAN2025.11 | — | 99.4 | 78 | 82 | 78.8 | 94.6 | 80.6 | 66.2 | 50.8 | 63.4 | 54.1 | 45.9 | 38.8 | 39.2 | 77.8 | 40.3 | 34.7 | 64 | — | — | |
| FreDectProtocol=Protocol II2026.06 | — | 99.36 | 78.02 | 81.97 | 78.77 | 94.62 | 80.57 | 66.19 | 50.75 | 63.42 | 54.13 | 45.87 | 38.79 | 39.21 | 77.8 | 40.3 | 34.7 | 62.25 | — | 33.85 | |
| FusingTraining Set=LSUN+ProGAN2025.11 | — | 100 | 85.2 | 77.4 | 87 | 97 | 77 | 83.3 | 66.8 | 49 | 57.2 | 52.2 | 51 | 51.4 | 55.1 | 51.7 | 52.8 | 68.4 | — | — | |
| FusingProtocol=Protocol II2026.06 | — | 100 | 85.2 | 77.4 | 87 | 97 | 77 | 83.3 | 66.8 | 49 | 57.2 | 52.2 | 51 | 51.4 | 55.1 | 51.7 | 52.8 | 67.29 | — | 49.77 | |
| Gram-NetProtocol=Protocol II2026.06 | — | 99.99 | 87.05 | 67.33 | 86.07 | 95.05 | 69.35 | 87.28 | 86.8 | 58.61 | 54.5 | 50.02 | 51.7 | 52.16 | 52.86 | 50.76 | 49.25 | 69.64 | — | 48.12 | |
| LGradTraining Set=LSUN+ProGAN2025.11 | — | 99.8 | 91.1 | 85.6 | 86.9 | 99.3 | 78.5 | 85.3 | 55.7 | 67.2 | 66.1 | 65.4 | 63 | 63.7 | 73 | 59.6 | 65.5 | 75.3 | — | — | |
| LNPTraining Set=LSUN+ProGAN2025.11 | — | 99.7 | 91.8 | 77.8 | 84.1 | 99.9 | 75.4 | 94.6 | 70.9 | 84.7 | 80.5 | 65.6 | 85.6 | 85.7 | 74.5 | 82.1 | 88.8 | 83.8 | — | — | |
| LNPProtocol=Protocol II2026.06 | — | 99.95 | 92.64 | 88.43 | 79.07 | 100 | 79.17 | 93.82 | 50 | 83.91 | 83.5 | 69.55 | 89.33 | 88.81 | 85.03 | 86.39 | 92.45 | 83.39 | — | 55.74 | |
| NPRTraining Set=LSUN+ProGAN2025.11 | — | 99.8 | 97.7 | 84.4 | 96.1 | 99.4 | 82.5 | 98.4 | 65.8 | 69.7 | 78.4 | 77.9 | 78.6 | 78.9 | 78.1 | 76.1 | 64.9 | 82.9 | — | — | |
| NPR2026.05 | — | 58.7 | 57.9 | 53.1 | 76.6 | 67.4 | 42.2 | 54.6 | 58.8 | 43.8 | 41.2 | 53.4 | 55.1 | 55 | 48.4 | 57.4 | 20 | 53.1 | 59.6 | — | |
| NPRProtocol=Protocol II2026.06 | — | 99.79 | 97.7 | 84.35 | 96.1 | 99.35 | 82.5 | 98.38 | 65.8 | 69.69 | 78.36 | 77.85 | 78.63 | 78.89 | 78.13 | 76.11 | 64.9 | 81.16 | — | 53.18 | |
| PANetProtocol=Protocol II2026.06 | — | 99.99 | 99.19 | 90.61 | 96.33 | 99.77 | 86.43 | 98.38 | 97.5 | 93.79 | 94.29 | 81.22 | 93.56 | 93.29 | 93.97 | 93.79 | 94.6 | 92.68 | — | 68.91 | |
| PatchCr.Training Set=LSUN+ProGAN2025.11 | — | 100 | 92.8 | 95.8 | 70.2 | 100 | 71.6 | 89.6 | 85.8 | 82.2 | 83.8 | 90.1 | 95.4 | 95.3 | 88.9 | 91.1 | 96.6 | 89.3 | — | — | |
| PatchCraftProtocol=Protocol II2026.06 | — | 100 | 92.77 | 95.8 | 70.17 | 99.97 | 71.58 | 89.55 | 85.8 | 82.17 | 83.79 | 90.12 | 95.38 | 95.3 | 88.91 | 91.07 | 96.6 | 89.31 | — | 59.27 | |
| SAFE2026.05 | — | 50 | 50 | 52.2 | 51.9 | 50.1 | 50 | 50 | 49.8 | 49.5 | 53 | 49 | 49.7 | 49.8 | 50.2 | 50.3 | 49.5 | 50.3 | 49.8 | — | |
| STAL2026.05 | — | 95.3 | 95.9 | 97.7 | 95.9 | 81.7 | 97.8 | 96.7 | 96.4 | 97.3 | 98 | 98.2 | 99.5 | 99.3 | 99.4 | 99.4 | 98.4 | 96.9 | 99.8 | — | |
| UnivFDTraining Set=LSUN+ProGAN2025.11 | — | 99.8 | 84.9 | 95.1 | 98.3 | 95.8 | 99.5 | 75 | 86.9 | 66.9 | 62.5 | 56.1 | 63.7 | 63.5 | 85.3 | 70.9 | 50.8 | 78.4 | — | — | |
| UnivFD2026.05 | — | 99.4 | 80 | 87.5 | 96.9 | 95.1 | 98.8 | 69.4 | 69.2 | 62.5 | 61.3 | 55.1 | 55.6 | 55.7 | 76.9 | 61.1 | 50 | 72.5 | 58.2 | — | |
| UnivFDProtocol=Protocol II2026.06 | — | 99.81 | 84.93 | 95.08 | 98.33 | 95.75 | 99.47 | 74.96 | 86.9 | 66.87 | 62.46 | 56.13 | 63.66 | 63.49 | 85.31 | 70.93 | 50.75 | 76.8 | — | 50.78 |