3D Scene Watermarking on Blender and LLFF 32 bits
99.04Bit AccuracyGuardSplat
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| GuardSplatWatermarking Strategy Category=GuardSplat (Ours), Base Model=3DGS, 2D Watermarking Decoder=CLIP-guided (ours)2024.11 | 99.04 | 39.4 | 0.9939 | 0.0022 | |
| GaussianMarkerWatermarking Strategy Category=3DGS optimized by altering all attributes (Offsetall), Base Model=3DGS, Optimization Attributes=Offsetall2024.11 | 98.85 | 33.98 | 0.9788 | 0.0163 | |
| GuardSplat + SSLWatermarking Strategy Category=GuardSplat (Ours) + 2D Watermarking Decoders, Base Model=3DGS, 2D Watermarking Decoder=SSL2024.11 | 98.6 | 38.95 | 0.992 | 0.0028 | |
| GuardSplat + StegaStampWatermarking Strategy Category=GuardSplat (Ours) + 2D Watermarking Decoders, Base Model=3DGS, 2D Watermarking Decoder=StegaStamp2024.11 | 98.28 | 38.63 | 0.9914 | 0.003 | |
| GuardSplat + HiDDeNWatermarking Strategy Category=GuardSplat (Ours) + 2D Watermarking Decoders, Base Model=3DGS, 2D Watermarking Decoder=HiDDeN2024.11 | 95.58 | 38.32 | 0.9897 | 0.025 | |
| GuardSplat + CINWatermarking Strategy Category=GuardSplat (Ours) + 2D Watermarking Decoders, Base Model=3DGS, 2D Watermarking Decoder=CIN2024.11 | 93.35 | 37.42 | 0.9726 | 0.0109 | |
| 3DGS w/ WateRFWatermarking Strategy Category=3DGS optimized by altering all attributes (Offsetall), Base Model=3DGS, Optimization Attributes=Offsetall2024.11 | 90.15 | 29.56 | 0.9611 | 0.0492 | |
| WateRFWatermarking Strategy Category=NeRF-based Watermarking Methods, Base Model=NeRF2024.11 | 88.58 | 31.19 | 0.936 | 0.04 | |
| 3DGS + StegaStampWatermarking Strategy Category=3DGS Built on Watermarked Images, Base Model=3DGS, 2D Watermarking Decoder=StegaStamp2024.11 | 82.36 | 34.04 | 0.9601 | 0.0265 | |
| CopyRNeRFWatermarking Strategy Category=NeRF-based Watermarking Methods, Base Model=NeRF2024.11 | 78.08 | 26.13 | 0.896 | 0.041 | |
| 3DGS + SSLWatermarking Strategy Category=3DGS Built on Watermarked Images, Base Model=3DGS, 2D Watermarking Decoder=SSL2024.11 | 61.85 | 35.24 | 0.9706 | 0.0179 | |
| 3DGS + DwtDctSvdWatermarking Strategy Category=3DGS Built on Watermarked Images, Base Model=3DGS, 2D Watermarking Decoder=DwtDctSvd2024.11 | 53.15 | 32.32 | 0.9477 | 0.0547 | |
| 3DGS + CINWatermarking Strategy Category=3DGS Built on Watermarked Images, Base Model=3DGS, 2D Watermarking Decoder=CIN2024.11 | 53.13 | 31.74 | 0.9279 | 0.0944 | |
| 3DGS + HiDDeNWatermarking Strategy Category=3DGS Built on Watermarked Images, Base Model=3DGS, 2D Watermarking Decoder=HiDDeN2024.11 | 52.46 | 34.51 | 0.9682 | 0.0209 |