Video Watermarking on Movie-Gen-Bench ID
97.6Bit Accuracy (Overall)PixelSeal
Evaluation Results
| Method | Links | ||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| PixelSealModel=PixelSeal, Bits=128, Training Strategy=Compositional Adversarial Training (CAT)2026.05 | 97.6 | 92.9 | 85.54 | 97.8 | 111.36 | 93.5 | 87.67 | 97.5 | 109.22 | 95.9 | 102.94 | 98.2 | 113.45 | 96.4 | 103.51 | 110.1 | — | — | — | — | — | — | — | — | — | — | |
| VideoSeal 0.0Model=VideoSeal 0.0, Bits=96, Training Strategy=Compositional Adversarial Training (CAT)2026.05 | 97.2 | 93.7 | 66.09 | 97.3 | 80.01 | 93.7 | 65.17 | 97.4 | 80.32 | 96 | 75.96 | 97.6 | 81.39 | 96 | 74.65 | 79.52 | — | — | — | — | — | — | — | — | — | — | |
| VideoSeal 0.0Model=VideoSeal 0.0, Bits=96, Training Strategy=random augmentation training2026.05 | 96.7 | 94.7 | 69.2 | 97.8 | 82.26 | 82.5 | 40.55 | 97.5 | 81.26 | 96.1 | 76.52 | 97.8 | 82.34 | 90.4 | 60.87 | 79.19 | — | — | — | — | — | — | — | — | — | — | |
| PixelSealModel=PixelSeal, Bits=128, Training Strategy=random augmentation training2026.05 | 95.6 | 92.6 | 82.75 | 97.9 | 111.32 | 68.4 | 26.08 | 97.4 | 108.33 | 95.1 | 100.14 | 98.1 | 112.26 | 81.2 | 64.48 | 104.64 | — | — | — | — | — | — | — | — | — | — | |
| VideoSeal 0.0Model=VideoSeal 0.0, Bits=96, Training Method=CAT2026.05 | 87 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 44.8 | 95.2 | 70.04 | 93.4 | 63.67 | 91.5 | 59 | 94.6 | 68.95 | 94.1 | 67.57 | |
| VideoSeal 1.0Model=VideoSeal 1.0, Bits=256, Training Strategy=Compositional Adversarial Training (CAT)2026.05 | 85.5 | 82.9 | 89.9 | 86 | 107.49 | 80.9 | 78.77 | 85.7 | 105.42 | 83.5 | 95.19 | 85.9 | 106.48 | 83.5 | 93.55 | 104.51 | — | — | — | — | — | — | — | — | — | — | |
| VideoSeal 1.0Model=VideoSeal 1.0, Bits=256, Training Strategy=random augmentation training2026.05 | 85.3 | 82.3 | 87.28 | 86.9 | 113.11 | 65.8 | 33.7 | 86.7 | 112.26 | 83.9 | 99.39 | 86.9 | 113.42 | 74.9 | 66.8 | 106.9 | — | — | — | — | — | — | — | — | — | — | |
| VideoSeal 1.0Model=VideoSeal 1.0, Bits=256, Training Method=CAT2026.05 | 79.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 69.22 | 84.9 | 100.44 | 82.9 | 89.9 | 82.8 | 89.43 | 84.3 | 98.74 | 84.7 | 100.01 | |
| RivaGANModel=RivaGAN, Bits=32, Training Strategy=random augmentation training2026.05 | 75.8 | 70.1 | 8.57 | 74 | 10.03 | 71.5 | 9.03 | 74 | 10.01 | 77.2 | 11.05 | 82 | 14.54 | 87.3 | 18.98 | 11.39 | — | — | — | — | — | — | — | — | — | — | |
| VideoSeal 0.0Model=VideoSeal 0.0, Bits=96, Training Method=random augmentation training2026.05 | 72.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 16.74 | 95.1 | 69.97 | 93 | 62.37 | 84.3 | 45.8 | 94.2 | 67.88 | 90.5 | 59.74 | |
| PixelSealModel=PixelSeal, Bits=128, Training Method=CAT2026.05 | 65.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 10.65 | 80.6 | 37.84 | 72.8 | 21.93 | 72.6 | 23.98 | 79.6 | 36.62 | 77.8 | 33.62 | |
| VideoSeal 1.0Model=VideoSeal 1.0, Bits=256, Training Method=random augmentation training2026.05 | 60.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 9.66 | 86.1 | 107.64 | 82.3 | 87.28 | 74.2 | 65.12 | 84.8 | 103.34 | 80.9 | 90.11 | |
| PixelSealModel=PixelSeal, Bits=128, Training Method=random augmentation training2026.05 | 56.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 2.6 | 80.5 | 37.54 | 71.9 | 20.34 | 68.3 | 19.89 | 78.9 | 34.95 | 75.4 | 30.59 | |
| RivaGANModel=RivaGAN, Bits=32, Training Method=random augmentation training2026.05 | 51.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 1.27 | 88.9 | 20.36 | 69.1 | 9.42 | 72.6 | 9.86 | 74.7 | 10.39 | 80.9 | 14.43 |