Novel View Synthesis on Mip-NeRF 360 (PSNR, SSIM, LPIPS)
29.925PSNRDenoising-GS
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Denoising-GSVenue=Ours2026.05 | 29.925 | 0.897 | 0.142 | |
| 3DGS-MCMCVenue=NeurIPS’242026.05 | 29.893 | 0.896 | 0.186 | |
| 3D-HGSVenue=CVPR’252026.05 | 29.772 | 0.881 | 0.162 | |
| Mip-SplattingVenue=CVPR’242026.05 | 29.456 | 0.889 | 0.149 | |
| Pixel-GSVenue=ECCV’242026.05 | 29.454 | 0.886 | 0.159 | |
| GS-LPMVenue=CVPR’252026.05 | 29.378 | 0.887 | 0.16 | |
| Vanilla 3DGSVenue=ToG’232026.05 | 29.258 | 0.88 | 0.168 | |
| MMGS-BTime=6.11, NGS=0.57M2026.05 | 29.17 | 0.885 | 0.184 | |
| DashGaussianTime=10.81, NGS=2.22M2026.05 | 29.12 | 0.872 | 0.186 | |
| 3DGSTime=30.46, NGS=2.47M2026.05 | 29.06 | 0.87 | 0.185 | |
| Mini-splattingTime=26.07, NGS=0.47M2026.05 | 29.02 | 0.869 | 0.17 | |
| Taming 3DGSVenue=SIGGRAPH Asia’242026.05 | 28.93 | 0.862 | 0.204 | |
| FastGSTime=4.15, NGS=0.42M2026.05 | 28.91 | 0.864 | 0.207 | |
| Speedy-splatTime=24.34, NGS=0.52M2026.05 | 28.89 | 0.869 | 0.198 | |
| MMGSTime=4.08, NGS=0.29M2026.05 | 28.89 | 0.861 | 0.215 | |
| GESVenue=CVPR’242026.05 | 28.766 | 0.865 | 0.196 | |
| Variational-3DGSVenue=NeurIPS’242026.05 | 28.744 | 0.871 | 0.185 | |
| Taming-3dgsTime=6.78, NGS=0.66M2026.05 | 28.69 | 0.852 | 0.223 | |
| AbsGSVenue=ACM MM’242026.05 | 28.645 | 0.859 | 0.185 | |
| GADA2026.07 | 28.62 | 0.84 | 0.179 | |
| Zip-NeRF2026.06 | 28.54 | 0.828 | 0.189 | |
| GHAPTime=21.33, NGS=0.49M2026.05 | 28.52 | 0.856 | 0.219 | |
| IBGS2026.07 | 28.29 | 0.831 | 0.191 | |
| ACE-GSTime=5m 30s, FPS=745.62026.06 | 28.1 | 0.821 | 0.215 | |
| 3DGS-MCMC2026.07 | 27.98 | 0.835 | 0.224 | |
| Scaffold-GSTime=20m 57s, FPS=460.52026.06 | 27.76 | 0.812 | 0.226 | |
| Scaffold-GS2026.07 | 27.71 | 0.813 | 0.262 | |
| RadSplatTime=27.83, NGS=0.71M2026.05 | 27.54 | 0.825 | 0.239 | |
| 3DGSTime=24m 43s, FPS=241.82026.06 | 27.54 | 0.813 | 0.221 | |
| Mip-Splatting2026.07 | 27.49 | 0.815 | 0.258 | |
| AbsGS2026.07 | 27.49 | 0.82 | 0.191 | |
| 3DGS#G (M)=3.25, Ratio=1.0×, MB=734, FPS=1482026.06 | 27.48 | 0.815 | 0.214 | |
| 3DGS#G/M=3.3102026.04 | 27.46 | 81.5 | 0.215 | |
| Compact-3DGSTime=34.13, NGS=1.35M2026.05 | 27.46 | 0.816 | 0.246 | |
| 3DGS2026.07 | 27.43 | 0.814 | 0.257 | |
| Octree-GS2026.07 | 27.39 | 0.811 | 0.264 | |
| Gaussians on a Diet#G/M=0.6282026.04 | 27.3 | 80.9 | 0.234 | |
| Mini-Splatting#G/M=4.3202026.04 | 27.26 | 82.2 | 0.217 | |
| Taming 3DGS#G/M=0.6322026.04 | 27.22 | 79.5 | 0.26 | |
| Reducing-3DGS#G/M=2.7492026.04 | 27.21 | 81.1 | 0.225 | |
| 3D Gaussian Splatting2026.06 | 27.21 | 0.815 | 0.214 | |
| Taming 3DGS2026.07 | 27.21 | 0.793 | 0.305 | |
| PGSR2026.07 | 27.2 | 0.819 | 0.233 | |
| VEDAL#G (M)=0.63, Ratio=5.2×, MB=141, FPS=1852026.06 | 27.17 | 0.81 | 0.219 | |
| EAGLES#G/M=1.9282026.04 | 27.15 | 81.1 | 0.231 | |
| LightGaussianTime=27.20, NGS=0.79M2026.05 | 27.15 | 0.817 | 0.253 | |
| MaskGaussian#G (M)=0.65, Ratio=5.0×, MB=147, FPS=1882026.06 | 27.15 | 0.808 | 0.222 | |
| PUP 3D-GS#G (M)=0.68, Ratio=4.8×, MB=153, FPS=1922026.06 | 27.12 | 0.807 | 0.224 | |
| Mini-Splatting#G (M)=0.76, Ratio=4.3×, MB=172, FPS=1872026.06 | 27.05 | 0.804 | 0.228 | |
| LightGaussianTime=36m 43s, FPS=345.82026.06 | 27.03 | 0.801 | 0.245 | |
| Compact3DGSTime=28m 06s, FPS=331.02026.06 | 27.01 | 0.798 | 0.247 | |
| Compact-3DGS#G/M=2.5902026.04 | 26.96 | 79.7 | 0.244 | |
| Compact3D#G (M)=0.72, Ratio=4.5×, MB=163, FPS=1902026.06 | 26.95 | 0.801 | 0.231 | |
| Speedy-SplatTime=14m 47s, FPS=1720.92026.06 | 26.89 | 0.782 | 0.295 | |
| LightGaussian#G (M)=0.81, Ratio=4.0×, MB=183, FPS=1852026.06 | 26.82 | 0.798 | 0.237 | |
| 2DGS2026.07 | 26.81 | 0.796 | 0.297 | |
| MeshtryoshkaMode=All Layers2026.06 | 24.34 | 0.686 | 0.367 | |
| MeshtryoshkaMode=Zero Level Set2026.06 | 24.3 | 0.684 | 0.369 | |
| Sensitivity-based 3DGS coreset pruningPrune Ratio=0.802026.07 | 20.18 | 0.664 | 0.343 | |
| GHAPPrune Ratio=0.802026.07 | 19.78 | 0.564 | 0.425 | |
| PUPPrune Ratio=0.802026.07 | 19.4 | 0.665 | 0.337 | |
| Sensitivity-based 3DGS coreset pruningPrune Ratio=0.852026.07 | 19.3 | 0.629 | 0.374 | |
| GHAPPrune Ratio=0.852026.07 | 18.54 | 0.521 | 0.454 | |
| Sensitivity-based 3DGS coreset pruningPrune Ratio=0.902026.07 | 18.16 | 0.58 | 0.417 | |
| Sensitivity-based 3DGS coreset pruningPrune Ratio=0.902026.07 | 18.16 | 0.58 | 0.417 | |
| TrimPrune Ratio=0.802026.07 | 18.01 | 0.569 | 0.384 | |
| PUPPrune Ratio=0.852026.07 | 17.75 | 0.612 | 0.375 | |
| GHAPPrune Ratio=0.902026.07 | 16.76 | 0.458 | 0.494 | |
| GHAPPrune Ratio=0.902026.07 | 16.76 | 0.458 | 0.494 | |
| Sensitivity-based 3DGS coreset pruningPrune Ratio=0.952026.07 | 16.52 | 0.506 | 0.484 | |
| TrimPrune Ratio=0.852026.07 | 16.33 | 0.501 | 0.426 | |
| PUPPrune Ratio=0.902026.07 | 15.79 | 0.535 | 0.429 | |
| PUPPrune Ratio=0.902026.07 | 15.79 | 0.535 | 0.429 | |
| Sensitivity-based 3DGS coreset pruningPrune Ratio=0.972026.07 | 15.53 | 0.463 | 0.527 | |
| UnifPrune Ratio=0.802026.07 | 14.85 | 0.487 | 0.45 | |
| TrimPrune Ratio=0.902026.07 | 14.45 | 0.413 | 0.48 | |
| TrimPrune Ratio=0.902026.07 | 14.45 | 0.413 | 0.48 | |
| GHAPPrune Ratio=0.952026.07 | 14.15 | 0.361 | 0.556 | |
| UnifPrune Ratio=0.852026.07 | 14.04 | 0.446 | 0.478 | |
| Sensitivity-based 3DGS coreset pruningPrune Ratio=0.992026.07 | 13.97 | 0.396 | 0.6 | |
| Sensitivity-based 3DGS coreset pruningPrune Ratio=0.992026.07 | 13.97 | 0.396 | 0.6 | |
| PUPPrune Ratio=0.952026.07 | 13.49 | 0.416 | 0.508 | |
| UnifPrune Ratio=0.902026.07 | 13.16 | 0.391 | 0.516 | |
| UnifPrune Ratio=0.902026.07 | 13.16 | 0.391 | 0.516 | |
| GHAPPrune Ratio=0.972026.07 | 12.53 | 0.295 | 0.595 | |
| PUPPrune Ratio=0.972026.07 | 12.33 | 0.344 | 0.554 | |
| TrimPrune Ratio=0.952026.07 | 12.19 | 0.297 | 0.555 | |
| UnifPrune Ratio=0.952026.07 | 12.02 | 0.308 | 0.569 | |
| UnifPrune Ratio=0.972026.07 | 11.45 | 0.261 | 0.596 | |
| TrimPrune Ratio=0.972026.07 | 11.06 | 0.235 | 0.598 | |
| PUPPrune Ratio=0.992026.07 | 10.67 | 0.227 | 0.624 | |
| PUPPrune Ratio=0.992026.07 | 10.67 | 0.227 | 0.624 | |
| UnifPrune Ratio=0.992026.07 | 10.27 | 0.174 | 0.642 | |
| UnifPrune Ratio=0.992026.07 | 10.27 | 0.174 | 0.642 | |
| GHAPPrune Ratio=0.992026.07 | 10.19 | 0.177 | 0.664 | |
| GHAPPrune Ratio=0.992026.07 | 10.19 | 0.177 | 0.664 | |
| TrimPrune Ratio=0.992026.07 | 9.58 | 0.136 | 0.661 | |
| TrimPrune Ratio=0.992026.07 | 9.58 | 0.136 | 0.661 |