Novel View Synthesis on Deep Blending (PSNR, SSIM, LPIPS, AUCfps, AUCsplats)
30.48PSNRTurbo-Scaffold-GS
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Turbo-Scaffold-GSTrain time=4.0 m, Memory=156 MB, Peak #G=0.51 M2024.12 | 30.48 | 91.1 | 0.233 | — | — | |
| Octree-GSLOD Type=Discrete2026.03 | 30.35 | 91 | 0.252 | 29.54 | 83.21 | |
| Scaffold-GSTrain time=17.25 m, Memory=54 MB, Peak #G=0.18 M2024.12 | 30.29 | 90.9 | 0.252 | — | — | |
| Mini-SplattingTrain time=18.05 m, Memory=83 MB, Peak #G=4.53 M2024.12 | 29.9 | 90.8 | 0.253 | — | — | |
| EAGLESTrain time=23.96 m, Memory=52 MB, Peak #G=1.96 M2024.12 | 29.77 | 90.7 | 0.249 | — | — | |
| Turbo-3DGSsensitivity-based pruning=true, Train time=8.03 m, Memory=219 MB, Peak #G=0.95 M2024.12 | 29.76 | 90.7 | 0.26 | — | — | |
| 3DGSTrain time=30.58 m, Memory=580 MB, Peak #G=2.46 M2024.12 | 29.75 | 90.2 | 0.241 | — | — | |
| Taming 3DGSTrain time=13.36 m, Memory=581 MB, Peak #G=2.46 M2024.12 | 29.72 | 90.3 | 0.241 | — | — | |
| MaskGaussianLOD Type=Discrete2026.03 | 29.69 | 90.7 | 0.245 | 54.96 | 78.77 | |
| Taming 3DGSSparse Adam=true, Train time=8.12 m, Memory=543 MB, Peak #G=2.3 M2024.12 | 29.65 | 90.2 | 0.248 | — | — | |
| Speedy-SplatTrain time=11.96 m, Memory=145 MB, Peak #G=1.77 M2024.12 | 29.61 | 90.3 | 0.268 | — | — | |
| CLoD-3DGSLOD Type=Continuous2026.03 | 29.54 | 90.3 | 0.247 | 69.36 | 72.33 | |
| Mip-SplattingTrain time=37.26 m, Memory=840 MB, Peak #G=3.49 M2024.12 | 29.37 | 90.3 | 0.239 | — | — | |
| FlexGaussianLOD Type=Discrete2026.03 | 29.25 | 89.9 | 0.251 | 43.61 | 75.53 | |
| Turbo-3DGSTrain time=12.13 m, Memory=667 MB, Peak #G=2.82 M2024.12 | 29.21 | 90.5 | 0.24 | — | — | |
| CLoD-GSLOD Type=Continuous2026.03 | 29.03 | 90.1 | 0.249 | 26.09 | 77.34 | |
| MGSLOD Type=Continuous2026.03 | 28.41 | 90.2 | 0.176 | 82.63 | 83.22 | |
| H3DGSLOD Type=Discrete2026.03 | 27.77 | 88.2 | 0.277 | 10.39 | 73.82 | |
| 3DGS-MCMC2026.03 | 27.63 | 89.3 | 0.204 | — | — | |
| Instant-NGP (Big)Train time=8.0 m, Memory=48 MB2024.12 | 24.96 | 81.7 | 0.39 | — | — | |
| PlenoxelsTrain time=27.82 m, Memory=2.7 GB2024.12 | 23.06 | 79.5 | 0.51 | — | — |