| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Deep Watermarking | UltraEdit (test) | PSNR43.17 | 8 | |
| Difference Caption Generation | UltraEdit | Main Difference Score44 | 7 | |
| Edit Inspectors Questions | UltraEdit | Accuracy63 | 7 | |
| Image-to-Video Watermarking Robustness | UltraEdit via SVD-XT (test) | Bit Accuracy (None)84.96 | 5 |