Visual Watermarking on CLIC (out-of-distribution)
99.9Identity Bit AccuracyVideoSeal 0.0 + CAT
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| VideoSeal 0.0 + CATModel bits=96, Training=Compositional Adversarial Training2026.05 | 99.9 | 95.18 | 97.4 | 86.34 | 98.2 | 87.96 | 95.7 | 79.74 | 86 | 61.83 | 96.1 | 81.84 | |
| VideoSeal 0.0Model bits=96, Training=random augmentation training2026.05 | 99.8 | 94.59 | 98.6 | 89.85 | 97.7 | 86.11 | 94.8 | 76.61 | 84.4 | 57.95 | 95.6 | 80.25 | |
| TrustMarkModel bits=1002026.05 | 99.3 | 98.39 | 95.9 | 87.6 | 89.4 | 78.18 | 75.3 | 50.21 | 94.7 | 84.07 | 87.8 | 73.03 | |
| PixelSeal + CATModel bits=128, Training=Compositional Adversarial Training2026.05 | 99.2 | 121.32 | 94.6 | 101.38 | 94.8 | 99.94 | 89.9 | 83.02 | 84.2 | 72.27 | 91.6 | 89.44 | |
| InvisMarkModel bits=1002026.05 | 99 | 96.02 | 87.6 | 72.93 | 69.1 | 35.1 | 82.5 | 62.83 | 58.2 | 19.23 | 76.4 | 51.59 | |
| MBRSModel bits=2562026.05 | 98.7 | 243.37 | 92.2 | 191.47 | 84.8 | 162.21 | 64.8 | 74.77 | 77.5 | 105.06 | 78.6 | 128.44 | |
| VideoSeal 1.0 + CATModel bits=256, Training=Compositional Adversarial Training2026.05 | 94.6 | 179.81 | 85.3 | 129.33 | 88.4 | 140.37 | 84 | 118.13 | 72.3 | 81.29 | 84.6 | 123 | |
| PixelSealModel bits=128, Training=random augmentation training2026.05 | 92.1 | 77.6 | 90 | 70.26 | 87.1 | 61.44 | 82.2 | 49.03 | 74.8 | 40.15 | 84.4 | 55.26 | |
| VideoSeal 1.0Model bits=256, Training=random augmentation training2026.05 | 90 | 136.47 | 88.3 | 125.61 | 86.9 | 117.38 | 82.4 | 95.59 | 76.6 | 78.96 | 84.2 | 105 |