Watermark Purification on Mip-NeRF 360 (test)
24.43Bicycle Scene PSNRSplats in Splats
Evaluation results
| Method | Links | |||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Splats in SplatsWatermarking Framework=Splats in Splats2025.11 | 24.43 | 28.99 | 30.95 | 25.83 | 30.93 | 23.36 | 20.69 | 29.01 | 22.16 | 22.79 | 26.83 | 29.01 | 25.41 | 28.81 | 28.64 | 22.52 | 30.7 | 28.35 | 0 | |
| SecureGSWatermarking Framework=SecureGS2025.11 | 24.24 | 21.8 | 30.5 | 21.37 | 31.22 | 21.58 | 20.57 | 23.84 | 22.22 | 23.78 | 26.62 | 26.88 | 25.52 | 24.62 | 28.5 | 20.85 | 29.78 | 23.24 | 0 | |
| Gaussian NoiseWatermarking Framework=SecureGS2025.11 | 23.62 | 21.63 | 28.52 | 20.51 | 30.24 | 20.94 | 20.08 | 23.37 | 21.82 | 23.27 | 25.64 | 26.55 | 24.89 | 24.18 | 26.92 | 20.55 | 27.99 | 22.57 | -0.55 | |
| GSPureWatermarking Framework=SecureGS2025.11 | 23.44 | 15.3 | 26.81 | 14.81 | 30.35 | 20.25 | 19.34 | 16.1 | 21.38 | 15.79 | 26.29 | 20.93 | 24.52 | 17.35 | 27.55 | 15.13 | 27.73 | 14.77 | 5.03 | |
| GSPureWatermarking Framework=Splats in Splats2025.11 | 23.2 | 8.27 | 26.48 | 9.33 | 30.24 | 8.19 | 19.54 | 11.13 | 21.4 | 13.84 | 25.1 | 9.42 | 23.88 | 9.3 | 28.6 | 10.14 | 27.59 | 10.49 | 15.21 | |
| GS-HiderWatermarking Framework=GS-Hider2025.11 | 23.2 | 19.43 | 31.06 | 25.28 | 30.94 | 23 | 20.36 | 23.08 | 19.59 | 20.51 | 25.11 | 24.68 | 24.84 | 25 | 26.97 | 20.48 | 29.8 | 24.35 | 0 | |
| GSPureWatermarking Framework=GS-Hider2025.11 | 23.11 | 11.6 | 29.55 | 9.76 | 30.06 | 13.95 | 20.25 | 14.18 | 19.48 | 14.56 | 24.91 | 13.88 | 24.69 | 14.26 | 26.17 | 3.29 | 27.49 | 12.83 | 10.16 | |
| Gaussian NoiseWatermarking Framework=GS-Hider2025.11 | 22.68 | 17.1 | 25.9 | 23.32 | 27.56 | 20.43 | 19.36 | 22.05 | 19.2 | 20.51 | 23.68 | 23.15 | 22.07 | 21.6 | 25.6 | 19.92 | 27.78 | 18.78 | 0.11 | |
| Random PruningWatermarking Framework=Splats in Splats2025.11 | 22.35 | 26.96 | 26.31 | 23.68 | 27.31 | 20.78 | 18.85 | 26.99 | 20.72 | 20.73 | 23.75 | 26.72 | 23.24 | 26.89 | 25.6 | 20.71 | 24.97 | 25.51 | -0.88 | |
| Random PruningWatermarking Framework=SecureGS2025.11 | 21.6 | 20.27 | 24.89 | 19.45 | 26.78 | 19.61 | 18.6 | 21.54 | 20.51 | 21.55 | 22.54 | 24.4 | 22.85 | 22.52 | 24.99 | 19.25 | 23.3 | 20.71 | -1.59 | |
| Random PruningWatermarking Framework=GS-Hider2025.11 | 21.25 | 15.4 | 27.19 | 21.31 | 28.39 | 20.17 | 18.37 | 19.3 | 18.51 | 18.98 | 22 | 21.29 | 22.99 | 21.73 | 24.79 | 18.93 | 25.22 | 19.51 | 0.68 | |
| Feature scalingWatermarking Framework=GS-Hider2025.11 | 20.64 | 17.11 | 26.04 | 23.48 | 24.36 | 21.46 | 19.26 | 22.44 | 17.84 | 19.32 | 24.08 | 23.45 | 23.77 | 23.89 | 22.68 | 19.84 | 27.49 | 21.99 | -1.42 | |
| Gaussian NoiseWatermarking Framework=Splats in Splats2025.11 | 19.9 | 29.33 | 21.08 | 26.36 | 21.01 | 24.14 | 17.93 | 29.42 | 18.64 | 23.24 | 20.55 | 29.46 | 20.23 | 29.29 | 20.75 | 22.93 | 20.81 | 29.1 | -7.15 | |
| Feature scalingWatermarking Framework=SecureGS2025.11 | 19.3 | 16.71 | 21.96 | 13.09 | 22.6 | 14.19 | 17 | 16.79 | 17.17 | 17.37 | 20.31 | 18.8 | 20.24 | 17.45 | 20.7 | 16.39 | 21.73 | 15.6 | 0.39 | |
| GOFWatermarking Framework=Splats in Splats2025.11 | 18.56 | 16.66 | 18.43 | 13.55 | 19.47 | 12.6 | 14.58 | 18.34 | 17.09 | 17.87 | 19.34 | 12.89 | 19.7 | 20.44 | 16.58 | 11.79 | 19.05 | 16.5 | 2.24 | |
| Feature scalingWatermarking Framework=Splats in Splats2025.11 | 18.03 | 29.33 | 18.83 | 26.36 | 18.43 | 24.14 | 16.47 | 29.42 | 17.21 | 23.24 | 17.72 | 29.46 | 17.9 | 29.29 | 18.01 | 22.93 | 18.24 | 29.1 | -9.38 | |
| GOFWatermarking Framework=SecureGS2025.11 | 17.57 | 11.49 | 14.21 | 11.67 | 14.47 | 9.83 | 12.13 | 11.51 | 12.69 | 13.29 | 17.16 | 10.8 | 17.87 | 10.33 | 15.34 | 11.37 | 17.08 | 11.28 | 0.64 | |
| GOFWatermarking Framework=GS-Hider2025.11 | 11.91 | 11.42 | 17.61 | 10.96 | 18.96 | 14.71 | 11.56 | 14.15 | 14.39 | 16.25 | 14.05 | 13.71 | 14.97 | 14.22 | 17.6 | 10.42 | 15.3 | 12.83 | -0.93 |