notesum.ai
Published at November 29GuardSplat: Robust and Efficient Watermarking for 3D Gaussian Splatting
cs.CV
cs.CR
Released Date: November 29, 2024
Authors: Zixuan Chen1, Guangcong Wang2, Jiahao Zhu1, Jianhuang Lai3, Xiaohua Xie3
Aff.: 1School of Computer Science and Engineering, Sun Yat-sen University, Guangzhou, China; 2School of Computing and Information Technology, Great Bay University, Dongguan, China; 3School of Computer Science and Engineering, Sun Yat-sen University, Guangzhou, China; Guangdong Province Key Laboratory of Information Security Technology, Guangzhou, China; Key Laboratory of Machine Intelligence and Advanced Computing, Ministry of Education, China

| Methods | 16 bits | 32 bits | 48 bits | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Bit Acc | PSNR | SSIM | LPIPS | Bit Acc | PSNR | SSIM | LPIPS | Bit Acc | PSNR | SSIM | LPIPS | |||
| CopyRNeRF [24] | 91.16 | 26.29 | 0.9100 | 0.0380 | 78.08 | 26.13 | 0.8960 | 0.0410 | 60.06 | 27.56 | 0.8950 | 0.0660 | ||
| WateRF [13] | 95.67 | 32.79 | 0.9480 | 0.0330 | 88.58 | 31.19 | 0.9360 | 0.0400 | 85.82 | 30.86 | 0.9300 | 0.0400 | ||
| WateRF [13] + 3DGS | 92.89 | 31.01 | 0.9678 | 0.0475 | 90.15 | 29.56 | 0.9611 | 0.0492 | 87.30 | 29.13 | 0.9562 | 0.0534 | ||
| HiDDeN [60] + 3DGS [17] | 63.07 | 31.59 | 0.9890 | 0.0171 | 52.46 | 34.51 | 0.9882 | 0.0209 | 53.08 | 33.42 | 0.9787 | 0.0299 | ||
| GuardSplat (Ours) + HiDDeN [60] | 98.75 | 40.48 | 0.9909 | 0.0025 | 95.58 | 38.32 | 0.9897 | 0.0025 | 93.29 | 38.56 | 0.9886 | 0.0032 | ||
| GuardSplat (Ours) | 99.64 | 41.55 | 0.9957 | 0.0017 | 99.04 | 39.40 | 0.9939 | 0.0022 | 98.29 | 38.90 | 0.9923 | 0.0028 | ||