Synthetic Image Detection on DRCT-2M
99.99Average ScoreLTD
Evaluation results
| Method | Links | ||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| LTD2026.03 | 99.99 | 99.99 | 100 | 100 | 99.94 | 99.98 | 99.99 | 100 | 100 | 100 | 100 | 99.99 | 99.95 | 99.98 | — | — | — | — | |
| STAL2026.05 | 99.8 | 99.9 | 99.7 | 99.6 | 99.8 | 99.8 | 99.7 | 99.9 | 99.9 | 99.9 | 99.9 | 99.9 | 99.9 | 99.9 | — | — | — | — | |
| ForgeLens2026.03 | 99.76 | 100 | 100 | 100 | 99.87 | 99.57 | 99.71 | 99.99 | 99.95 | 98.01 | 98.88 | 99.98 | 99.1 | 99.75 | — | — | — | — | |
| DDA*2026.05 | 99.7 | 99.8 | 99.5 | 99.5 | 99.7 | 99.7 | 99.7 | 99.8 | 99.8 | 99.8 | 99.8 | 99.8 | 99.8 | 99.8 | — | — | — | — | |
| DRCT2026.03 | 99.57 | 99.99 | 99.86 | 99.86 | 99.98 | 99.98 | 99.05 | 100 | 98.12 | 99.98 | 98.25 | 99.67 | 100 | 99.62 | — | — | — | — | |
| LTD2026.03 | 99.54 | 99.8 | 99.84 | 99.84 | 98.56 | 99.65 | 99.69 | 99.84 | 99.84 | 99.84 | 99.8 | 99.56 | 98.4 | 99.34 | — | — | — | — | |
| UnivFD2026.03 | 99.19 | 99.89 | 99.72 | 99.72 | 99.62 | 99.28 | 99.55 | 98.96 | 98.8 | 99.67 | 99.26 | 99.24 | 98.25 | 97.53 | — | — | — | — | |
| DEUADRCT DR=w/, DR=SDv22026.01 | 98.8 | 99.4 | 99.7 | 99.8 | 100 | 100 | 99.5 | 99.5 | 99.5 | 99.3 | 99.2 | 99.4 | 99.9 | 99.9 | 99.2 | 95.3 | 90.1 | — | |
| DEUADRCT DR=w/, DR=SDv12026.01 | 98.7 | 99.9 | 99.9 | 99.9 | 99.9 | 99.9 | 99.4 | 99.4 | 99.3 | 99.1 | 99.4 | 99.9 | 99.4 | 99.4 | 99.9 | 94.2 | 90.1 | — | |
| ForgeLens2026.03 | 98.22 | 98.56 | 100 | 98.46 | 98.09 | 97.84 | 99 | 98.1 | 97.58 | 98.01 | 97.97 | 97.2 | 97.48 | 98.56 | — | — | — | — | |
| D32026.03 | 98.08 | 99.55 | 99.98 | 99.98 | 97.38 | 99.01 | 99.45 | 82.35 | 99.22 | 99.94 | 99.37 | 99.86 | 99.62 | 99.38 | — | — | — | — | |
| DDA2026.05 | 98 | 99.2 | 98.9 | 99 | 98.3 | 98 | 96.8 | 97.9 | 94.8 | 95.9 | 98.2 | 98.7 | 99 | 99.4 | — | — | — | — | |
| DIRE2026.03 | 97.24 | 90.43 | 99.96 | 99.96 | 93.13 | 92.63 | 95.16 | 99.45 | 99.28 | 99.89 | 96.68 | 99.33 | 99.21 | 98.97 | — | — | — | — | |
| STAL2026.05 | 97 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99.8 | |
| DRCT2026.03 | 96.86 | 99.58 | 98.64 | 98.48 | 99.85 | 96.4 | 97.88 | 99.42 | 83.52 | 98.45 | 93.64 | 96.17 | 99.67 | 97.48 | — | — | — | — | |
| VIB2026.03 | 96.71 | 93.21 | 98.39 | 98.38 | 98.11 | 97.1 | 98.1 | 96.93 | 95.77 | 97.02 | 95.61 | 97.69 | 97 | 93.9 | — | — | — | — | |
| DRCT/Conv-BDRCT DR=w/, DR=SDv22026.01 | 96.6 | 99.7 | 98.6 | 98.5 | 99.9 | 96.1 | 98.7 | 99.6 | 83.3 | 98.5 | 93.8 | 96.7 | 99.9 | 97.7 | 93.9 | 99.9 | 90.4 | — | |
| CNNSpot2026.03 | 95.25 | 91.53 | 100 | 100 | 99.68 | 92.87 | 92.34 | 99.47 | 98.94 | 99.97 | 87.39 | 92.37 | 97.12 | 86.63 | — | — | — | — | |
| AlignedForensics2026.05 | 95.1 | 99.9 | 99.9 | 99.9 | 99.6 | 90.2 | 81.3 | 99.7 | 89.4 | 99.7 | 90 | 99.9 | 99.2 | 87.6 | — | — | — | — | |
| DRCT2026.05 | 94.4 | 96.7 | 96.3 | 96.3 | 94.9 | 96.2 | 93.5 | 93.4 | 92.9 | 91.2 | 95 | 95.6 | 92.7 | 92 | — | — | — | — | |
| NPR2026.03 | 94.26 | 99.6 | 99.98 | 99.98 | 97.17 | 70.99 | 76.71 | 100 | 100 | 100 | 84.86 | 99.05 | 97.81 | 99.29 | — | — | — | — | |
| DDA*Backbone=DINOv3-H+2026.05 | 94.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99.7 | |
| DRCT/UniFDDRCT DR=w/, DR=SDv22026.01 | 91.4 | 94.5 | 94.4 | 94.2 | 95.1 | 95.6 | 95.4 | 94.8 | 94.5 | 91.7 | 95.5 | 93.9 | 93.5 | 93.5 | 84.3 | 83.2 | 67.6 | — | |
| DRCT/Conv-BDRCT DR=w/, DR=SDv12026.01 | 90.8 | 99.9 | 99.9 | 99.9 | 96.3 | 83.9 | 85.6 | 91.9 | 70 | 99.7 | 78.8 | 99.9 | 95 | 81.2 | 99.9 | 95.4 | 75.4 | — | |
| DEUADRCT DR=w/o, DR=SDv12026.01 | 90.5 | 99.2 | 99.2 | 99.2 | 99.2 | 99.2 | 99.1 | 99.2 | 99.1 | 99.2 | 99.2 | 99.2 | 99.2 | 99.2 | 54.7 | 53.1 | 51.1 | — | |
| DEUADRCT DR=w/o, DR=SDv22026.01 | 90.5 | 99.2 | 99.1 | 99.2 | 99.4 | 99.4 | 99.2 | 99.3 | 99.2 | 99.1 | 99.2 | 99.2 | 99.4 | 99.4 | 54.1 | 51.2 | 52.2 | — | |
| DRCT/UniFDDRCT DR=w/, DR=SDv12026.01 | 90.5 | 96.7 | 96.3 | 96.3 | 94.9 | 96.2 | 93.5 | 93.4 | 92.9 | 91.2 | 95 | 95.6 | 92.7 | 92 | 94.1 | 69.6 | 57.4 | — | |
| DDA2026.05 | 90 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 98 | |
| UnivFD2026.03 | 89.34 | 97.93 | 95.4 | 93.73 | 93.73 | 89.25 | 91.47 | 86.2 | 84.73 | 94.64 | 89.87 | 88.71 | 80.86 | 74.89 | — | — | — | — | |
| D32026.03 | 88.41 | 79.73 | 98.91 | 98.91 | 97.38 | 82.39 | 81.24 | 82.35 | 82.35 | 97.4 | 85.75 | 93.7 | 87.12 | 82.08 | — | — | — | — | |
| LaRE2DRCT DR=w/o, DR=SDv12026.01 | 88 | 99.4 | 100 | 100 | 96.3 | 97.2 | 97.6 | 98.6 | 86.4 | 96.1 | 94.2 | 96.4 | 99.2 | 96.2 | 49.5 | 50.6 | 50 | — | |
| UnivFDDRCT DR=w/o, DR=-2026.01 | 83.5 | 98.3 | 96.2 | 96.3 | 93.8 | 91 | 93.9 | 86.4 | 85.9 | 90.4 | 89 | 90.4 | 81.1 | 89.1 | 52 | 51 | 50.5 | — | |
| AIDE2026.03 | 81.77 | 96.78 | 87.4 | 87.79 | 92.76 | 68.47 | 90.81 | 80.38 | 74.04 | 71.61 | 77 | 72.17 | 72.54 | 91.21 | — | — | — | — | |
| DIRE2026.03 | 80.66 | 57.43 | 98.95 | 98.85 | 65.87 | 59.63 | 63.95 | 89.48 | 88 | 97.42 | 70.35 | 90.28 | 85.67 | 82.67 | — | — | — | — | |
| CNNSpot2026.03 | 77.5 | 74.26 | 99.87 | 99.88 | 87.44 | 54.04 | 54.48 | 84 | 80.04 | 98.59 | 64.1 | 79.46 | 63.11 | 68.21 | — | — | — | — | |
| F3NetDRCT DR=w/o, DR=-2026.01 | 77.1 | 99.9 | 99.8 | 99.8 | 88.7 | 55.9 | 87.4 | 68.3 | 63.7 | 97.7 | 55 | 98 | 72.4 | 82 | 65.4 | 50.4 | 50.3 | — | |
| GramNetDRCT DR=w/o, DR=-2026.01 | 76.6 | 99.4 | 99 | 98.8 | 95.3 | 62.6 | 80.7 | 71.2 | 69.3 | 93.1 | 57 | 90 | 75.6 | 82.7 | 51.2 | 50 | 50.1 | — | |
| VIB2026.03 | 76.15 | 65.06 | 85.09 | 85.32 | 82.56 | 73.78 | 80.6 | 75.67 | 70.23 | 78.7 | 68.54 | 81.8 | 76.88 | 65.7 | — | — | — | — | |
| AlignedForensics2026.05 | 74.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 95.1 | |
| DRCT2026.05 | 73.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 94.4 | |
| NPR2026.03 | 71.81 | 50.31 | 99.7 | 99.65 | 54.51 | 50.01 | 50.17 | 99.3 | 99.61 | 99.92 | 50.17 | 61.47 | 53.99 | 64.76 | — | — | — | — | |
| DIREDRCT DR=w/o, DR=SDv12026.01 | 71.2 | 98.2 | 99.9 | 100 | 68.2 | 53.8 | 71.9 | 58.9 | 54.4 | 99.8 | 59.7 | 99.7 | 64.2 | 59.1 | 52 | 50 | 50 | — | |
| C2P-CLIP2026.05 | 64.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 58.9 | |
| UnivFD2026.05 | 62.6 | 85.4 | 56.8 | 56.4 | 58.2 | 63.2 | 55 | 56.5 | 53 | 54.5 | 65.9 | 68 | 65.4 | 75.9 | — | — | — | — | |
| FatFormer2026.05 | 61.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 50.1 | |
| AIDE2026.05 | 61.2 | 64.4 | 74.9 | 75.1 | 58.5 | 53.5 | 66.3 | 52.8 | 52.8 | 70 | 54.3 | 65.9 | 53.6 | 53.9 | — | — | — | — | |
| C2P-CLIP2026.05 | 58.9 | 83 | 51.7 | 51.7 | 52.9 | 51.9 | 64.6 | 51.7 | 50.6 | 52 | 66.1 | 56.9 | 54.7 | 77.8 | — | — | — | — | |
| AIDE2026.03 | 58.52 | 80.2 | 62.05 | 62.99 | 71.07 | 50.21 | 58.45 | 53.72 | 52.1 | 52.37 | 50.02 | 53.95 | 52.49 | 61.19 | — | — | — | — | |
| UnivFD2026.05 | 57.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 62.6 | |
| AIDE2026.05 | 54.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 61.2 | |
| LGrad2026.03 | 51.3 | 52.63 | 60.23 | 59.36 | 57.18 | 44.3 | 51.36 | 50.3 | 46.5 | 49.86 | 39.04 | 49.61 | 51.94 | 54.58 | — | — | — | — | |
| LGrad2026.03 | 50.72 | 52.07 | 51.46 | 51.49 | 50.38 | 50.16 | 50.27 | 50.07 | 50.91 | 50.24 | 49.99 | 50.1 | 50.47 | 51.77 | — | — | — | — | |
| SAFE2026.05 | 50.4 | 50.3 | 50.1 | 50 | 50 | 49.9 | 50.1 | 50 | 50 | 50.1 | 50 | 49.9 | 50 | 54.7 | — | — | — | — | |
| FatFormer2026.05 | 50.1 | 55.9 | 48.2 | 48.2 | 48.2 | 48.2 | 48.3 | 48.2 | 48.2 | 48.3 | 50.6 | 49.7 | 49.9 | 59.8 | — | — | — | — | |
| SAFE2026.05 | 46 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 50.4 | |
| NPR2026.05 | 45.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 30.4 | |
| NPR2026.05 | 30.4 | 33 | 29.1 | 29 | 35.1 | 33.2 | 28.4 | 27.9 | 27.9 | 29.4 | 30.2 | 28.4 | 28.3 | 34.7 | — | — | — | — | |
| AIDE2026.05 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 64.6 | |
| Aligned2026.05 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 95.5 | |
| C2P-CLIP2026.05 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 59.2 | |
| DDA2026.05 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 98.1 | |
| DDAre-implementation=via DINO-v3-L2026.05 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 98.9 | |
| DRCT2026.05 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 90.5 | |
| FatFormer2026.05 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 52.2 | |
| NPR2026.05 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 37.3 | |
| SAFE2026.05 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 59.3 | |
| Separate Expert Fusion (SEF)2026.05 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99 | |
| UnivFD2026.05 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 61.8 |