3D Scene Watermarking on Blender and LLFF 48 bits
98.29Bit AccGuardSplat
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| GuardSplatWatermarking Strategy Category=GuardSplat (Ours), Base Model=3DGS, 2D Watermarking Decoder=CLIP-guided (ours)2024.11 | 98.29 | 38.9 | 0.9923 | 0.0028 | |
| GaussianMarkerWatermarking Strategy Category=3DGS optimized by altering all attributes (Offsetall), Base Model=3DGS, Optimization Attributes=Offsetall2024.11 | 98.25 | 32.12 | 0.9723 | 0.0234 | |
| GuardSplat + SSLWatermarking Strategy Category=GuardSplat (Ours) + 2D Watermarking Decoders, Base Model=3DGS, 2D Watermarking Decoder=SSL2024.11 | 98.14 | 38.51 | 0.9909 | 0.003 | |
| GuardSplat + StegaStampWatermarking Strategy Category=GuardSplat (Ours) + 2D Watermarking Decoders, Base Model=3DGS, 2D Watermarking Decoder=StegaStamp2024.11 | 97.23 | 38.27 | 0.9892 | 0.0037 | |
| GuardSplat + HiDDeNWatermarking Strategy Category=GuardSplat (Ours) + 2D Watermarking Decoders, Base Model=3DGS, 2D Watermarking Decoder=HiDDeN2024.11 | 93.29 | 38.56 | 0.9886 | 0.0032 | |
| GuardSplat + CINWatermarking Strategy Category=GuardSplat (Ours) + 2D Watermarking Decoders, Base Model=3DGS, 2D Watermarking Decoder=CIN2024.11 | 92.77 | 37.1 | 0.9689 | 0.0124 | |
| 3DGS w/ WateRFWatermarking Strategy Category=3DGS optimized by altering all attributes (Offsetall), Base Model=3DGS, Optimization Attributes=Offsetall2024.11 | 87.3 | 29.13 | 0.9562 | 0.0534 | |
| WateRFWatermarking Strategy Category=NeRF-based Watermarking Methods, Base Model=NeRF2024.11 | 85.82 | 30.86 | 0.93 | 0.04 | |
| 3DGS + StegaStampWatermarking Strategy Category=3DGS Built on Watermarked Images, Base Model=3DGS, 2D Watermarking Decoder=StegaStamp2024.11 | 83.97 | 32.54 | 0.9523 | 0.0406 | |
| CopyRNeRFWatermarking Strategy Category=NeRF-based Watermarking Methods, Base Model=NeRF2024.11 | 60.06 | 27.56 | 0.895 | 0.066 | |
| 3DGS + SSLWatermarking Strategy Category=3DGS Built on Watermarked Images, Base Model=3DGS, 2D Watermarking Decoder=SSL2024.11 | 58.79 | 35.88 | 0.971 | 0.0123 | |
| 3DGS + CINWatermarking Strategy Category=3DGS Built on Watermarked Images, Base Model=3DGS, 2D Watermarking Decoder=CIN2024.11 | 55.78 | 30.25 | 0.9139 | 0.112 | |
| 3DGS + HiDDeNWatermarking Strategy Category=3DGS Built on Watermarked Images, Base Model=3DGS, 2D Watermarking Decoder=HiDDeN2024.11 | 53.08 | 33.42 | 0.9687 | 0.0299 | |
| 3DGS + DwtDctSvdWatermarking Strategy Category=3DGS Built on Watermarked Images, Base Model=3DGS, 2D Watermarking Decoder=DwtDctSvd2024.11 | 51.83 | 31.09 | 0.9302 | 0.0704 |