notesum.ai
Published at December 4Splats in Splats: Embedding Invisible 3D Watermark within Gaussian Splatting
cs.CV
eess.IV
Released Date: December 4, 2024
Authors: Yijia Guo1, Wenkai Huang2, Yang Li1, Gaolei Li2, Hang Zhang3, Liwen Hu1, Jianhua Li2, Tiejun Huang1, Lei Ma1
Aff.: 1Peking University; 2Shanghai Jiao Tong University; 3Cornell University

| Method | Type | SIBR Viewer | Rendering FPS | Bicycle | Flowers | Garden | Stump | Treehill | Room | Counter | Kitchen | Bonsai | Average |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 3DGS+SH | Scene | ✓ | 100+ | 23.365 | 18.998 | 24.897 | 22.818 | 21.479 | 29.311 | 26.893 | 28.150 | 26.286 | 24.689 |
| Message | ✓ | 100+ | 23.548 | 25.080 | 28.450 | 24.067 | 20.619 | 22.231 | 20.997 | 22.758 | 21.340 | 23.232 | |
| 3DGS+Decoder | Scene | ✓ | 30+ | 23.914 | 19.877 | 24.284 | 24.134 | 21.200 | 27.502 | 26.561 | 26.013 | 27.674 | 24.573 |
| Message | ✗ | 30+ | 20.611 | 20.540 | 25.287 | 19.933 | 19.848 | 21.668 | 20.670 | 22.367 | 20.318 | 21.249 | |
| 3DGS+StegaNeRF[19] | Scene | ✓ | 30+ | 22.789 | 19.811 | 23.140 | 24.260 | 21.465 | 28.659 | 26.400 | 25.039 | 25.521 | 24.120 |
| Message | ✗ | 30+ | 15.990 | 14.753 | 16.615 | 16.513 | 17.543 | 17.213 | 16.706 | 17.534 | 17.259 | 16.681 | |
| GS-Hider [40] | Scene | ✗ | 30+ | 24.018 | 20.109 | 26.753 | 24.573 | 21.503 | 28.865 | 27.445 | 29.447 | 29.643 | 25.817 |
| Message | ✗ | 30+ | 28.219 | 26.389 | 32.348 | 25.161 | 20.276 | 22.885 | 20.792 | 26.690 | 23.846 | 25.179 | |
| Ours | Scene | ✓ | 100+ | 24.431 | 20.685 | 26.831 | 25.414 | 22.156 | 30.930 | 28.642 | 30.699 | 30.953 | 26.749 |
| Message | ✓ | 100+ | 28.988 | 29.006 | 29.013 | 28.811 | 22.794 | 23.355 | 22.514 | 28.345 | 25.826 | 26.517 |