3D Scene Watermarking on Blender and LLFF (16 bits)
99.64Bit AccuracyGuardSplat
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| GuardSplatWatermarking Strategy Category=GuardSplat (Ours), Base Model=3DGS, 2D Watermarking Decoder=CLIP-guided (ours)2024.11 | 99.64 | 41.55 | 0.9957 | 0.0017 | |
| GuardSplat + SSLWatermarking Strategy Category=GuardSplat (Ours) + 2D Watermarking Decoders, Base Model=3DGS, 2D Watermarking Decoder=SSL2024.11 | 99.5 | 40.92 | 0.9935 | 0.002 | |
| GaussianMarkerWatermarking Strategy Category=3DGS optimized by altering all attributes (Offsetall), Base Model=3DGS, Optimization Attributes=Offsetall2024.11 | 99.36 | 34.42 | 0.9822 | 0.0124 | |
| GuardSplat + StegaStampWatermarking Strategy Category=GuardSplat (Ours) + 2D Watermarking Decoders, Base Model=3DGS, 2D Watermarking Decoder=StegaStamp2024.11 | 99 | 38.55 | 0.9903 | 0.0035 | |
| GuardSplat + HiDDeNWatermarking Strategy Category=GuardSplat (Ours) + 2D Watermarking Decoders, Base Model=3DGS, 2D Watermarking Decoder=HiDDeN2024.11 | 98.75 | 40.48 | 0.9909 | 0.0025 | |
| GuardSplat + CINWatermarking Strategy Category=GuardSplat (Ours) + 2D Watermarking Decoders, Base Model=3DGS, 2D Watermarking Decoder=CIN2024.11 | 95.75 | 37.88 | 0.9762 | 0.0092 | |
| WateRFWatermarking Strategy Category=NeRF-based Watermarking Methods, Base Model=NeRF2024.11 | 95.67 | 32.79 | 0.948 | 0.033 | |
| 3DGS w/ WateRFWatermarking Strategy Category=3DGS optimized by altering all attributes (Offsetall), Base Model=3DGS, Optimization Attributes=Offsetall2024.11 | 92.89 | 31.01 | 0.9678 | 0.0475 | |
| CopyRNeRFWatermarking Strategy Category=NeRF-based Watermarking Methods, Base Model=NeRF2024.11 | 91.16 | 26.29 | 0.91 | 0.038 | |
| 3DGS + StegaStampWatermarking Strategy Category=3DGS Built on Watermarked Images, Base Model=3DGS, 2D Watermarking Decoder=StegaStamp2024.11 | 79.72 | 35.52 | 0.9697 | 0.0181 | |
| 3DGS + HiDDeNWatermarking Strategy Category=3DGS Built on Watermarked Images, Base Model=3DGS, 2D Watermarking Decoder=HiDDeN2024.11 | 63.07 | 31.59 | 0.979 | 0.0171 | |
| 3DGS + SSLWatermarking Strategy Category=3DGS Built on Watermarked Images, Base Model=3DGS, 2D Watermarking Decoder=SSL2024.11 | 58.94 | 36.51 | 0.9737 | 0.0094 | |
| 3DGS + CINWatermarking Strategy Category=3DGS Built on Watermarked Images, Base Model=3DGS, 2D Watermarking Decoder=CIN2024.11 | 56.73 | 31.95 | 0.9194 | 0.1027 | |
| 3DGS + DwtDctSvdWatermarking Strategy Category=3DGS Built on Watermarked Images, Base Model=3DGS, 2D Watermarking Decoder=DwtDctSvd2024.11 | 55.44 | 34.78 | 0.9582 | 0.0399 |