Autoregressive Visual Watermarking on RAR-XL generation
1Fidelity Score (Baseline)Base
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Base2026.05 | 1 | 0.53 | 0.04 | 0.63 | 0.77 | |
| CAT2026.05 | 1 | 0.92 | 0.35 | 0.99 | 0.98 | |
| CAT + SyncSynchronization=Enabled2026.05 | 1 | 0.86 | 0.72 | 0.99 | 0.97 | |
| BaseDescription=Standard WMAR framework2026.05 | 1 | 0.26 | 0.01 | 0.69 | 0.71 | |
| Random Aug.Augmentation=Random, Synchronization=false2026.05 | 1 | 0.94 | 0.38 | 0.92 | 0.9 | |
| CATAugmentation=Compositional Adversarial Training, Synchronization=false2026.05 | 1 | 0.94 | 0.52 | 0.89 | 0.87 | |
| Random Aug.2026.05 | 0.99 | 0.97 | 0.25 | 1 | 1 | |
| Random Aug. + SyncSynchronization=Enabled2026.05 | 0.99 | 0.95 | 0.38 | 1 | 1 | |
| Random Aug.+SyncAugmentation=Random, Synchronization=true2026.05 | 0.99 | 0.9 | 0.74 | 0.92 | 0.89 | |
| CAT+SyncAugmentation=Compositional Adversarial Training, Synchronization=true2026.05 | 0.99 | 0.89 | 0.71 | 0.89 | 0.87 |