Synthetic Image Detection on ForenSynths (test)
97.2Mean AccuracyDNA
Evaluation results
| Method | Links | |||||||||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DNA2026.01 | 97.2 | 99.9 | 100 | 96.2 | 99.9 | 97.9 | 99.9 | 95.2 | 99.2 | 99.9 | 99.9 | 99.7 | 100 | 99.6 | 99.9 | 89.2 | 97.2 | 99.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GAPLTraining Class/Num=4.7Kgens/550k2025.12 | 97.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SAFETraining Class/Num=ProGAN/144k2025.12 | 96.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 98.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| D3Training Class/Num=9gens/2M2025.12 | 93 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 97.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| STAL2026.05 | 92.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 96.9 | 96.8 | — | 97 | 95.3 | 95.9 | 96.7 | 97.7 | 95.9 | 81.7 | 97.8 | 70.8 | 84.4 | 96.4 | |
| NPR2026.01 | 92.5 | 99.8 | 100 | 96.3 | 99.8 | 97.3 | 100 | 87.5 | 94.5 | 95 | 99.5 | 99.7 | 100 | 86.6 | 88.8 | 77.4 | 86.2 | 96.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NPR2025.12 | 92.5 | 99.8 | 100 | 96.3 | 99.8 | 97.3 | 100 | 87.5 | 94.5 | 95 | 99.5 | 99.7 | 100 | 86.6 | 88.8 | 77.4 | 86.2 | 96.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CommForenTraining Class/Num=4.7Kgens/5M2025.12 | 92.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 98.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| C2P-CLIP2026.05 | 92 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 93.3 | 93.2 | — | 63.2 | 99.3 | 93.1 | 79.4 | 98.4 | 96.8 | 99.6 | 98.8 | 92.6 | 94.7 | 94.8 | |
| MoLD2026.01 | 91.4 | 99.9 | 100 | 91.1 | 99.8 | 86 | 99.8 | 98.4 | 100 | 98.1 | 99.9 | 99.1 | 100 | 99.7 | 100 | 58.7 | 96.5 | 99.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MoLD2025.12 | 91.4 | 99.9 | 100 | 91.1 | 99.8 | 86 | 99.8 | 98.4 | 100 | 98.1 | 99.9 | 99.1 | 100 | 99.7 | 100 | 58.7 | 96.5 | 99.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NPRTraining Class/Num=ProGAN/144k2025.12 | 90.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 91.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FatFormer2026.05 | 90 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 72.1 | 72.1 | — | 70.8 | 98.4 | 98.1 | 98.9 | 99.3 | 99.5 | 99.4 | 99.3 | 93 | 81.9 | 88.3 | |
| UniFDTraining Class/Num=ProGAN/720k2025.12 | 89.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 96.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| UnivFD2026.01 | 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 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| UnivFD2025.12 | 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 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AIDETraining Class/Num=ProGAN/720k2025.12 | 88.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 96 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LGrad2026.01 | 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 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LGrad2025.12 | 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 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AIDETraining Class/Num=8gens/1.3M2025.12 | 85.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 93.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SARETraining Dataset=GenImage (SDv1.4)2025.08 | 84.24 | 93.12 | — | 85.97 | — | 83.6 | — | 92.11 | — | 96.09 | — | 94.84 | — | 90.45 | — | 77.72 | — | — | — | 47.71 | 79.08 | 77.64 | 92.55 | — | — | — | — | — | — | — | — | — | — | |
| DDA*2026.05 | 83.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 70.5 | 70.5 | — | 94.3 | 81.9 | 83.6 | 86.2 | 91.4 | 90.8 | 75.2 | 90.9 | 74.2 | 83.9 | 91.8 | |
| DRCTvariant=CLIP-L2026.01 | 82.5 | 98.4 | 99.9 | 82.8 | 95 | 74.5 | 95.4 | 87.9 | 96.7 | 92.2 | 98 | 83.2 | 95.8 | 98.5 | 99.9 | 42.4 | 78.6 | 94.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DRCTBackbone=CLIP-L2025.12 | 82.5 | 98.4 | 99.9 | 82.8 | 95 | 74.5 | 95.4 | 87.9 | 96.7 | 92.2 | 98 | 83.2 | 95.8 | 98.5 | 99.9 | 42.4 | 78.6 | 94.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DDA2026.05 | 81.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 87 | 89.7 | — | 94.7 | 92.8 | 87.8 | 90.2 | 91 | 72.5 | 72.7 | 92.7 | 76.5 | 58.6 | 52.1 | |
| B-FreeTraining Class/Num=SD2.1/360k2025.12 | 81.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 94.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PatchFor2026.01 | 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 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PatchFor2025.12 | 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 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AIDETraining Dataset=GenImage (SDv1.4)2025.08 | 79.55 | 84.24 | — | 87.71 | — | 90.58 | — | 85.67 | — | 94.55 | — | 91.06 | — | 72.56 | — | 59.72 | — | — | — | 47.57 | 93.82 | 70.03 | 77.09 | — | — | — | — | — | — | — | — | — | — | |
| DRCTTraining Dataset=GenImage (SDv1.4)2025.08 | 79.22 | 89.08 | — | 77.05 | — | 73.24 | — | 92.74 | — | 98.31 | — | 95.93 | — | 88.23 | — | 70.01 | — | — | — | 29.35 | 68.56 | 79.39 | 88.75 | — | — | — | — | — | — | — | — | — | — | |
| UnivFD2026.05 | 77.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 55.7 | 68.1 | — | 58.2 | 99.4 | 80 | 69.4 | 87.5 | 96.9 | 95.1 | 98.8 | 69.4 | 62.2 | 69.2 | |
| CNNDetTraining Class/Num=ProGAN/720k2025.12 | 75.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 91.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DIRE2026.01 | 74.6 | 98.3 | 99.9 | 72.5 | 94.3 | 66.3 | 97.7 | 59.1 | 79.2 | 66.2 | 78.2 | 92.8 | 100 | 54.9 | 72.2 | 87 | 97.1 | 89.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DRCTvariant=Conv-B2026.01 | 74.6 | 98.6 | 99.9 | 76.2 | 96.2 | 60.8 | 96.2 | 86 | 75.7 | 96.9 | 98 | 61.4 | 94.1 | 82.6 | 99.5 | 33.9 | 75.3 | 91.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DIRE2025.12 | 74.6 | 98.3 | 99.9 | 72.5 | 94.3 | 66.3 | 97.7 | 59.1 | 79.2 | 66.2 | 78.2 | 92.8 | 100 | 54.9 | 72.2 | 87 | 97.1 | 89.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DRCTBackbone=Conv-B2025.12 | 74.6 | 98.6 | 99.9 | 76.2 | 96.2 | 60.8 | 96.2 | 86 | 75.7 | 96.9 | 98 | 61.4 | 94.1 | 82.6 | 99.5 | 33.9 | 75.3 | 91.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DRCT2026.05 | 73.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 78.4 | 82.6 | — | 84.9 | 71.1 | 62.7 | 63.8 | 81.4 | 91 | 53 | 93.8 | 51.5 | 72.2 | 73.9 | |
| UnivFDTraining Dataset=GenImage (SDv1.4)2025.08 | 71.91 | 80.55 | — | 67.47 | — | 62.97 | — | 84.46 | — | 93.56 | — | 89.32 | — | 80.03 | — | 67.96 | — | — | — | 29.51 | 57.22 | 74.73 | 75.08 | — | — | — | — | — | — | — | — | — | — | |
| SARE2025.08 | 71.47 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 46.65 | 60.98 | 61.39 | 84.7 | 84.51 | 76.74 | 76.04 | 83.15 | 90.95 | 59.65 | 81.28 | 51.56 | — | — | |
| Conv-BTraining Dataset=GenImage (SDv1.4)2025.08 | 71.46 | 75.08 | — | 76.94 | — | 72.15 | — | 77.46 | — | 52.96 | — | 38.18 | — | 62.23 | — | 87.58 | — | — | — | 44.21 | 85.55 | 86.54 | 98.62 | — | — | — | — | — | — | — | — | — | — | |
| DRCT2025.08 | 68.51 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 41.69 | 51.83 | 66.67 | 79.45 | 74.59 | 68.83 | 66.04 | 83.1 | 93.11 | 62.23 | 78.87 | 55.76 | — | — | |
| AIDEOfficial Pre-trained=true2025.08 | 67.31 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 49.61 | 67.65 | 69.72 | 57.53 | 69.27 | 71.04 | 72.53 | 77.2 | 74.37 | 80.24 | 64.35 | 54.24 | — | — | |
| CNNDetection2026.01 | 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 | 63.9 | 92.2 | 51.7 | 62.3 | 86.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CNNDetection2025.12 | 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 | 63.9 | 92.2 | 51.7 | 62.3 | 86.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NPRTraining Dataset=GenImage (SDv1.4)2025.08 | 67.04 | 73.12 | — | 87.4 | — | 75.13 | — | 64.77 | — | 78.4 | — | 99.49 | — | 51.8 | — | 55.54 | — | — | — | 41.58 | 49.8 | 55.15 | 72.32 | — | — | — | — | — | — | — | — | — | — | |
| Co-SPYTraining Class/Num=SD1.4/320k2025.12 | 65.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 75.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DIRETraining Dataset=GenImage (SDv1.4)2025.08 | 61.16 | 55.59 | — | 52.28 | — | 52.44 | — | 45.27 | — | 47.96 | — | 51.99 | — | 45.38 | — | 84.3 | — | — | — | 43.67 | 62.66 | 93.88 | 98.45 | — | — | — | — | — | — | — | — | — | — | |
| UnivFD2025.08 | 61.06 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 38.08 | 54.64 | 64.17 | 65.53 | 67.96 | 55.81 | 52.04 | 68.55 | 69.23 | 79.89 | 56.23 | 60.56 | — | — | |
| AIDE2026.05 | 59.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 12.2 | 15.9 | — | 55.3 | 89 | 66.5 | 59 | 70.1 | 93.6 | 72.1 | 60.6 | 53.2 | 44.2 | 80.6 | |
| NPROfficial Pre-trained=true2025.08 | 57.72 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 48.79 | 48.79 | 51.67 | 58.68 | 58.11 | 65.51 | 61.65 | 58.48 | 73.77 | 63.76 | 53.55 | 49.92 | — | — | |
| DE-FAKETraining Dataset=GenImage (SDv1.4)2025.08 | 57.24 | 55.57 | — | 49.71 | — | 44.33 | — | 70.09 | — | 74.58 | — | 71.15 | — | 43.1 | — | 51.11 | — | — | — | 51.76 | 46.21 | 51.93 | 77.38 | — | — | — | — | — | — | — | — | — | — | |
| Conv-B2025.08 | 55.78 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 49.94 | 52.5 | 62.5 | 66.44 | 54.66 | 50.92 | 50.01 | 52.5 | 50.04 | 49.47 | 50.19 | 80.19 | — | — | |
| AlignedForensics2026.05 | 53.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 50.4 | 49.7 | — | 67.6 | 50.7 | 52.7 | 51.6 | 51.2 | 49.5 | 53.8 | 50.8 | 71.7 | 51.4 | 50 | |
| DE-FAKE2025.08 | 52.78 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 49.46 | 47.31 | 53.89 | 65.3 | 51.2 | 49.32 | 47.47 | 52.88 | 51.89 | 63.81 | 49.02 | 51.77 | — | — | |
| DIRE2025.08 | 52.42 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 49.42 | 49.58 | 54.17 | 73.29 | 50.06 | 50.04 | 50 | 49.88 | 49.96 | 50.05 | 49.97 | 52.56 | — | — | |
| GramNetTraining Dataset=GenImage (SDv1.4)2025.08 | 52.37 | 49 | — | 44.69 | — | 46.9 | — | 50.76 | — | 55.9 | — | 48.46 | — | 34.39 | — | 63.88 | — | — | — | 49.9 | 39.23 | 75.13 | 70.14 | — | — | — | — | — | — | — | — | — | — | |
| GramNet2025.08 | 51.64 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 47.59 | 47.5 | 65.56 | 57.99 | 49.2 | 48.62 | 48.52 | 49.73 | 49.17 | 49.07 | 48.7 | 58.02 | — | — | |
| DRCTTraining Class/Num=SD2.1/473k2025.12 | 50 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 49.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SAFE2026.05 | 49.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 50 | 50 | — | 50.9 | 50 | 50 | 50 | 52.2 | 51.9 | 50.1 | 50 | 50.1 | 41.1 | 49.8 | |
| NPR2026.05 | 47.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.4 | 5.3 | — | 48.4 | 58.7 | 57.9 | 54.6 | 53.1 | 76.6 | 67.4 | 42.2 | 35.7 | 63.6 | 58.8 |