| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Fake Image Detection | UniversalFakeDetect (test) | Pro-GAN Detection Rate100 | 52 | |
| Deepfake Detection | UniversalFakeDetect 1.0 (test) | Accuracy (ProGAN)100 | 42 | |
| AI-generated image detection | UniversalFakeDetect | Pro-GAN Accuracy100 | 32 | |
| Fake Image Detection | UniversalFakeDetect | mAcc94.6 | 14 | |
| Fake Image Detection | UniversalFakeDetect Mean | Accuracy96.4 | 13 | |
| Fake Image Detection | UniversalFakeDetect DALLE | Accuracy98.8 | 13 | |
| Fake Image Detection | UniversalFakeDetect LDM_200_cfg | Accuracy98.9 | 13 | |
| Fake Image Detection | UniversalFakeDetect LDM_200 | Accuracy99.5 | 13 | |
| Fake Image Detection | UniversalFakeDetect LDM_100 | Accuracy99.4 | 13 | |
| Fake Image Detection | UniversalFakeDetect Glide_100_27 | Accuracy98.5 | 13 | |
| Fake Image Detection | UniversalFakeDetect Glide_100_10 | Accuracy98.2 | 13 | |
| Fake Image Detection | UniversalFakeDetect Guided | Accuracy95.2 | 13 | |
| Synthetic Image Detection | UniversalFakeDetect GANs (test) | ProGAN Accuracy100 | 12 | |
| Synthetic Image Detection | UniversalFakeDetect Mean 49 (test) | Accuracy95.9 | 12 | |
| Synthetic Image Detection | UniversalFakeDetect Glide 100-10 49 (test) | Accuracy97.2 | 12 | |
| Synthetic Image Detection | UniversalFakeDetect Glide 50-27 49 (test) | Accuracy97.8 | 12 | |
| Synthetic Image Detection | UniversalFakeDetect Glide 100-27 49 (test) | Accuracy97.5 | 12 | |
| Synthetic Image Detection | UniversalFakeDetect LDM 100 steps 49 (test) | Accuracy99.6 | 12 | |
| Synthetic Image Detection | UniversalFakeDetect LDM 200 w/cfg 49 (test) | Accuracy99.6 | 12 | |
| Synthetic Image Detection | UniversalFakeDetect LDM 200 steps 49 (test) | Accuracy99.5 | 12 | |
| Synthetic Image Detection | UniversalFakeDetect DALL-E 49 (test) | Accuracy98.8 | 12 | |
| Synthetic Image Detection | UniversalFakeDetect Guided 49 (test) | Accuracy89.5 | 12 | |
| Forgery Detection | UniversalFakeDetect (test) | ProGAN100 | 12 | |
| Global Synthesis Detection | UniversalFakeDetect Fake Images | Accuracy74.7 | 3 | |
| Global Synthesis Detection | UniversalFakeDetect Real Images | Accuracy (%)99.9 | 3 |