Video Watermarking on SAV OOD (test)
95.1Bit Accuracy (Overall)VideoSeal 0.0
Evaluation results
| Method | Links | ||||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| VideoSeal 0.0Model=VideoSeal 0.0, Bits=96, Training Strategy=Compositional Adversarial Training (CAT)2026.05 | 95.1 | 90.5 | 56.81 | 95.8 | 73.96 | 87.7 | 51.74 | 95.3 | 72.46 | 93.5 | 67.3 | 95.6 | 73.34 | 92 | 63.76 | 72.13 | — | — | — | — | — | — | — | — | — | — | — | — | |
| PixelSealModel=PixelSeal, Bits=128, Training Strategy=Compositional Adversarial Training (CAT)2026.05 | 94.8 | 89.7 | 73.02 | 95.6 | 98.8 | 85.5 | 64.09 | 95.1 | 96.65 | 92.8 | 88.32 | 95.7 | 99.07 | 90.8 | 83.58 | 96.18 | — | — | — | — | — | — | — | — | — | — | — | — | |
| VideoSeal 0.0Model=VideoSeal 0.0, Bits=96, Training Strategy=random augmentation training2026.05 | 94.7 | 92.1 | 61.62 | 96 | 75.47 | 77.7 | 32.79 | 95.7 | 74.38 | 93.9 | 69.05 | 95.9 | 75.16 | 86.6 | 53 | 72.21 | — | — | — | — | — | — | — | — | — | — | — | — | |
| VideoSeal 0.0Model=VideoSeal 0.0, Bits=96, Training Method=CAT2026.05 | 91.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 59.97 | 95.2 | 70.46 | 90.8 | 57.43 | 88.9 | 53.14 | 92.3 | 63.18 | 92.6 | 63.3 | 79.4 | 29.14 | |
| VideoSeal 0.0Model=VideoSeal 0.0, Bits=96, Training Method=random augmentation training2026.05 | 90.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 58.21 | 94.5 | 68.05 | 91.4 | 57.84 | 83.4 | 43.75 | 93.3 | 65.09 | 89.7 | 57.69 | 71.6 | 16.33 | |
| PixelSealModel=PixelSeal, Bits=128, Training Strategy=random augmentation training2026.05 | 89.1 | 83.2 | 53.45 | 91.5 | 83.98 | 65.3 | 20.14 | 90.7 | 80.49 | 87.5 | 70.21 | 91.4 | 83.08 | 77.3 | 50.66 | 78.13 | — | — | — | — | — | — | — | — | — | — | — | — | |
| VideoSeal 1.0Model=VideoSeal 1.0, Bits=256, Training Strategy=random augmentation training2026.05 | 84.8 | 82.3 | 87.24 | 86.4 | 110.45 | 65.6 | 33.32 | 86.2 | 109.44 | 83.4 | 95.91 | 86.4 | 110.56 | 74.4 | 65.24 | 104.3 | — | — | — | — | — | — | — | — | — | — | — | — | |
| VideoSeal 1.0Model=VideoSeal 1.0, Bits=256, Training Strategy=Compositional Adversarial Training (CAT)2026.05 | 84.4 | 82.7 | 89.13 | 85 | 101.99 | 78.2 | 69.44 | 84.8 | 101.16 | 82.7 | 91.11 | 84.9 | 101.94 | 81.4 | 85.39 | 99.05 | — | — | — | — | — | — | — | — | — | — | — | — | |
| VideoSeal 1.0Model=VideoSeal 1.0, Bits=256, Training Method=CAT2026.05 | 82.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 90.53 | 84.1 | 95.59 | 82.7 | 89.13 | 80.8 | 82.13 | 83.4 | 94.25 | 83.2 | 93.66 | 75.2 | 55.46 | |
| RivaGANModel=RivaGAN, Bits=32, Training Strategy=random augmentation training2026.05 | 81.6 | 75.7 | 12.04 | 80.4 | 14.42 | 76.5 | 12.57 | 79.1 | 13.93 | 84.4 | 16.31 | 88.6 | 19.91 | 92.9 | 23.94 | 15.71 | — | — | — | — | — | — | — | — | — | — | — | — | |
| RivaGANModel=RivaGAN, Bits=32, Training Method=random augmentation training2026.05 | 81.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 15.68 | 94.1 | 25.13 | 74 | 13.02 | 77.6 | 13.66 | 81.2 | 14.94 | 86.8 | 19.17 | 50.2 | 2.05 | |
| VideoSeal 1.0Model=VideoSeal 1.0, Bits=256, Training Method=random augmentation training2026.05 | 81.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 88.22 | 85.1 | 101.68 | 82.3 | 87.24 | 73.9 | 63.77 | 84.2 | 100.1 | 80.4 | 87.9 | 59.9 | 9.54 | |
| PixelSealModel=PixelSeal, Bits=128, Training Method=CAT2026.05 | 73.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 25.85 | 79.8 | 36.1 | 69.1 | 16.93 | 70.4 | 20.66 | 76.5 | 30.26 | 75 | 28 | 55.2 | 2.45 | |
| PixelSealModel=PixelSeal, Bits=128, Training Method=random augmentation training2026.05 | 72.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 24.72 | 79.8 | 36.26 | 68.7 | 16.19 | 67.1 | 17.79 | 76.3 | 29.82 | 73.3 | 26.26 | 52.5 | 0.95 |