Visual Watermarking on CLIC 1.0 (out-of-distribution)
99.2Bit Accuracy (Value+Value)VideoSeal 0.0 + CAT
Evaluation results
| Method | Links | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| VideoSeal 0.0 + CATModel=VideoSeal 0.0, Bits=96, Training Protocol=Compositional Adversarial Training2026.05 | 99.2 | 91.87 | 99.1 | 91.84 | 98.4 | 88.57 | 97.7 | 89.05 | 98.8 | 89.97 | 94 | 79.73 | 98.1 | 87.34 | |
| VideoSeal 0.0Model=VideoSeal 0.0, Bits=96, Training Protocol=compute-matched baseline2026.05 | 97.8 | 86.28 | 96.1 | 81.15 | 96.8 | 80.81 | 93.7 | 77.05 | 94.7 | 75.52 | 93.7 | 74.67 | 95.7 | 77.31 | |
| PixelSeal + CATModel=PixelSeal, Bits=128, Training Protocol=Compositional Adversarial Training2026.05 | 97.7 | 115.17 | 98 | 115.86 | 96.7 | 108.95 | 96.9 | 114.39 | 97 | 110.31 | 92.9 | 100.63 | 96.2 | 106.43 | |
| PixelSealModel=PixelSeal, Bits=128, Training Protocol=compute-matched baseline2026.05 | 97.3 | 111 | 93.9 | 98.69 | 96.1 | 103.61 | 90.2 | 90.4 | 92.6 | 92.72 | 92.7 | 94.93 | 94.1 | 96.2 | |
| TrustMarkModel=TrustMark, Bits=1002026.05 | 96.4 | 88.76 | 96.8 | 89.85 | 79 | 53.95 | 97.4 | 91.65 | 78.2 | 51.93 | 71 | 37.13 | 83.8 | 63.39 | |
| MBRSModel=MBRS, Bits=2562026.05 | 92.7 | 190.84 | 85.1 | 140.04 | 60.8 | 45.61 | 79.1 | 100.83 | 55.9 | 18.03 | 49.6 | 0.97 | 66 | 65.18 | |
| InvisMarkModel=InvisMark, Bits=1002026.05 | 90.2 | 72.69 | 65.3 | 27.61 | 87.5 | 68.97 | 47.4 | 0.85 | 60 | 21.29 | 88.3 | 69.5 | 81.2 | 57.96 | |
| VideoSeal 1.0Model=VideoSeal 1.0, Bits=256, Training Protocol=compute-matched baseline2026.05 | 88.1 | 124.44 | 88.6 | 127.38 | 83.2 | 98.03 | 89.5 | 133.09 | 85.4 | 106.99 | 80 | 87.42 | 83.1 | 96.97 | |
| VideoSeal 1.0 + CATModel=VideoSeal 1.0, Bits=256, Training Protocol=Compositional Adversarial Training2026.05 | 85.2 | 128.33 | 86.9 | 136.19 | 83.9 | 117.17 | 90.9 | 157.25 | 87.8 | 134.59 | 83.1 | 115.09 | 82.7 | 109.24 |