Novel View Synthesis on Mip-NeRF360
31.7422PSNRFasterGS+Ours
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| FasterGS+OursLoss=LEGS2026.06 | 31.7422 | 92.17 | 0.1312 | — | — | — | |
| Mip-NeRF3602025.03 | 31.49 | 91.6 | — | — | 0.179 | — | |
| FA-NeRF2025.03 | 31.2 | 93.1 | — | — | 0.165 | — | |
| LEGSMapping=Nonlinear2026.06 | 31.0006 | 90.1 | 0.1533 | — | — | — | |
| 3D-GS2025.03 | 30.95 | 92.6 | — | — | 0.167 | — | |
| EGGSOriginal=true2026.06 | 30.4814 | 89.11 | 0.1687 | — | — | — | |
| LEGS-LMapping=Linear2026.06 | 30.392 | 89.27 | 0.1667 | — | — | — | |
| SNS2026.05 | 30.17 | 89.5 | 0.144 | — | — | — | |
| FasterGSOriginal=true2026.06 | 30.1022 | 89.71 | 0.1634 | — | — | — | |
| SSSruns=average of 32025.03 | 29.9 | 89.3 | 0.145 | — | — | — | |
| SSS2026.05 | 29.9 | 89.3 | 0.145 | — | — | — | |
| 3DGS-MCMC2025.03 | 29.89 | 90 | 0.19 | — | — | — | |
| 3DGS-MCMC2026.05 | 29.89 | 90 | 0.19 | — | — | — | |
| Softmax-GS-MCMCOptimization steps=30K, #GS=2593K2026.04 | 29.73 | 88.8 | 0.16 | — | — | — | |
| iNGP-BigModel size=Big2025.03 | 29.72 | 90 | — | — | 0.219 | — | |
| FastGS+OursLoss=LEGS2026.06 | 29.6358 | 87.05 | 0.2011 | — | — | — | |
| SSSOptimization steps=30K, #GS=2593K2026.04 | 29.63 | 88.5 | 0.159 | — | — | — | |
| GS-MCMCOptimization steps=30K, #GS=2593K2026.04 | 29.62 | 88.8 | 0.161 | — | — | — | |
| 3D-HGSOptimization steps=30K, #GS=2874K2026.04 | 29.61 | 87.1 | 0.178 | — | — | — | |
| 3DHGS2025.03 | 29.56 | 87.3 | 0.178 | — | — | — | |
| 3DHGS2026.05 | 29.56 | 87.3 | 0.178 | — | — | — | |
| Softmax-GSOptimization steps=30K, #GS=2495K2026.04 | 29.41 | 87.1 | 0.184 | — | — | — | |
| 3DGSOriginal=true2026.06 | 29.3242 | 87.29 | 0.1896 | — | — | — | |
| Mip-NeRF2025.03 | 29.23 | 84.4 | 0.207 | — | — | — | |
| Mip-NeRF2026.05 | 29.23 | 84.4 | 0.207 | — | — | — | |
| 3D GSOptimization steps=30K, #GS=2593K2026.04 | 29.16 | 86.9 | 0.185 | — | — | — | |
| iNGP-BaseModel size=Base2025.03 | 29.15 | 87.9 | — | — | 0.216 | — | |
| EVEROptimization steps=30K, #GS=3058K2026.04 | 29.06 | 87.1 | 0.177 | — | — | — | |
| Softmax-GSlightOptimization steps=30K, #GS=1279K2026.04 | 29.05 | 85.6 | 0.216 | — | — | — | |
| 3DGS# Points (Million)=3.3392025.05 | 29.037 | 87.2 | 0.183 | — | — | — | |
| LC-WSROptimization steps=30K, #GS=3648K2026.04 | 29.03 | 85.8 | 0.189 | — | — | — | |
| GloSplat-Amatching=exhaustive2026.03 | 28.86 | 86.2 | 0.139 | — | — | — | |
| 3DCSOptimization steps=30K, #GS=1139K2026.04 | 28.86 | 84.9 | 0.195 | — | — | — | |
| Scaffold-GS2025.03 | 28.84 | 84.8 | 0.22 | — | — | — | |
| StopThePopOptimization steps=30K, #GS=3070K2026.04 | 28.84 | 87.1 | 0.18 | — | — | — | |
| Scaffold-GS2026.05 | 28.84 | 84.8 | 0.22 | — | — | — | |
| SteepGS# Points (Million)=1.6062025.05 | 28.734 | 85.7 | 0.211 | — | — | — | |
| GES2026.05 | 28.72 | 79.4 | 0.25 | — | — | — | |
| 3DGS2025.03 | 28.69 | 87 | 0.182 | — | — | — | |
| 3DGSTime=24m2026.03 | 28.69 | 86.7 | 0.224 | — | — | — | |
| 3DGS2026.05 | 28.69 | 87 | 0.182 | — | — | — | |
| GESOptimization steps=30K, #GS=1407K2026.04 | 28.64 | 85.5 | 0.214 | — | — | — | |
| Beta-SplattingColor Model=SV2025.12 | 28.57 | 83.5 | 0.23 | — | — | — | |
| Zip-NeRFColor Model=MLP2025.12 | 28.55 | 82.9 | 0.218 | — | — | — | |
| ZipNeRFGPU-hr=32, Memory=903MB, FPS=0.52024.10 | 28.54 | 82.8 | 0.198 | — | — | — | |
| FastGSOriginal=true2026.06 | 28.5103 | 85.03 | 0.2283 | — | — | — | |
| InstantSfMDownsampling=4x, Rendering=3DGS2025.10 | 28.43 | 85.6 | 0.113 | — | — | — | |
| 3DGRTTime=69m2026.03 | 28.4 | 86.2 | 0.233 | — | — | — | |
| Stochastic Ray Traced 3DGSTime=33m2026.03 | 28.31 | 85.7 | 0.254 | — | — | — | |
| Improved-GSposes=COLMAP2026.03 | 28.19 | 83.6 | 0.186 | — | — | — | |
| Beta-SplattingColor Model=SG2025.12 | 28.18 | 83.3 | 0.233 | — | — | — | |
| 2DTSImplementation=re-run using released official code2025.06 | 28.18 | 84.2 | 0.218 | — | — | — | |
| Softmax-GSminiOptimization steps=30K, #GS=548K2026.04 | 28.16 | 81.7 | 0.261 | — | — | — | |
| 3DGS-MCMC# Points (Million)=1.6062025.05 | 28.149 | 85.3 | 0.204 | — | — | — | |
| Beta-SplattingColor Model=SB2025.12 | 28.12 | 83.1 | 0.238 | — | — | — | |
| DBSMemory=340MB, #Prim.=3.1M2025.12 | 28.1 | 82.9 | 0.192 | — | — | — | |
| Beta-SplattingColor Model=SH2025.12 | 28.09 | 83.3 | 0.231 | — | — | — | |
| Revising 3DGS# Points (Million)=1.6062025.05 | 28.085 | 85 | 0.212 | — | — | — | |
| DisC-GS2024.05 | 28.01 | 83.3 | 0.189 | — | — | — | |
| 3DGS-MCMCposes=COLMAP2026.03 | 28.01 | 83.5 | 0.186 | — | — | — | |
| SMERFGPU-hr=272, Memory=139MB, FPS=454†2024.10 | 27.99 | 81.8 | 0.238 | — | — | — | |
| Taming-BigTime=589.0, Number of Gaussians (NGS)=3.21M, Iterations (It.)=30k2026.04 | 27.98 | 82 | 0.211 | — | — | — | |
| TamingGSposes=COLMAP2026.03 | 27.96 | 82.2 | 0.207 | — | — | — | |
| FastGS-BigTime=208.9, Number of Gaussians (NGS)=1.16M, Iterations (It.)=30k2026.04 | 27.96 | 82 | 0.216 | — | — | — | |
| MCMCInitialization=COLMAP2026.03 | 27.91 | 83.6 | 0.154 | — | — | — | |
| 3DGS + Thres.# Points (Million)=1.6322025.05 | 27.851 | 84.8 | 0.227 | — | — | — | |
| FreGS2024.05 | 27.85 | 82.6 | 0.209 | — | — | — | |
| Fre-GS2025.03 | 27.85 | 82.6 | 0.209 | — | — | — | |
| Fre-GS2026.05 | 27.85 | 82.6 | 0.209 | — | — | — | |
| GOF2025.07 | 27.81 | 83.7 | 0.193 | — | — | — | |
| Mip-Splatting2024.05 | 27.79 | 82.7 | 0.203 | — | — | — | |
| Perceptual-GSposes=COLMAP2026.03 | 27.77 | 82.9 | 0.187 | — | — | — | |
| GloSplat-FInitialization=COLMAP-free2026.03 | 27.77 | 81.8 | 0.164 | — | — | — | |
| DashG-BaseTime=323.9, Number of Gaussians (NGS)=2.16M, Iterations (It.)=30k2026.04 | 27.7 | 81.4 | 0.217 | — | — | — | |
| Mip-NeRF 3602024.11 | 27.69 | 79.2 | 0.237 | — | — | — | |
| Mip-NeRF3602024.05 | 27.69 | 79.2 | 0.237 | — | — | — | |
| M-NeRF360Size=8.6 MB2023.12 | 27.69 | — | 0.237 | — | — | — | |
| M-NeRF360Implementation=results copied from original paper2025.06 | 27.69 | 79.2 | 0.237 | — | — | — | |
| DashG-BigTime=339.7, Number of Gaussians (NGS)=2.41M, Iterations (It.)=30k2026.04 | 27.69 | 81.7 | 0.218 | — | — | — | |
| Self-Organizing Gaussian GridsSize=40.3 MB, Spherical Harmonics=Enabled2023.12 | 27.64 | — | 0.22 | — | — | — | |
| PixelGSposes=COLMAP2026.03 | 27.62 | 82.4 | 0.189 | — | — | — | |
| MiniSplatting-Dposes=COLMAP2026.03 | 27.57 | 83.2 | 0.176 | — | — | — | |
| GausSurf2025.07 | 27.57 | 83.7 | 0.198 | — | — | — | |
| 3DGSSize=785 MB, Spherical Harmonics=Enabled2023.12 | 27.55 | — | 0.222 | — | — | — | |
| FastGS-BaseTime=143.7, Number of Gaussians (NGS)=0.40M, Iterations (It.)=30k2026.04 | 27.55 | 79.7 | 0.261 | — | — | — | |
| 3DGSTime=972.9, Number of Gaussians (NGS)=2.63M, Iterations (It.)=30k2026.04 | 27.54 | 81.3 | 0.221 | — | — | — | |
| AbsGSposes=COLMAP2026.03 | 27.52 | 82 | 0.198 | — | — | — | |
| EVERGPU-hr=1.04, Memory=1134MB, FPS=362024.10 | 27.51 | 82.5 | 0.194 | — | — | — | |
| Baseline 3DGSTraining Iterations=300002024.12 | 27.5 | 81.1 | 0.224 | 3.188 | — | — | |
| LightGaussianTraining=30000 iterations + 5000 finetune iterations2024.12 | 27.5 | 80.9 | 0.232 | 1.084 | — | — | |
| MaskGaussianTraining=30000 iterations + 5000 finetune iterations2024.12 | 27.49 | 81.1 | 0.228 | 1.052 | — | — | |
| PGSR*2025.07 | 27.49 | 84.1 | 0.181 | — | — | — | |
| 3DGSGPU-hr=0.54, Memory=763MB, FPS=2242024.10 | 27.48 | 81.6 | 0.216 | — | — | — | |
| 3DGSposes=COLMAP2026.03 | 27.48 | 81.5 | 0.216 | — | — | — | |
| 3DGSInitialization=COLMAP2026.03 | 27.39 | 81.5 | 0.185 | — | — | — | |
| 2DGS2025.07 | 27.37 | 81.7 | 0.221 | — | — | — | |
| Mini-SplatTime=926.7, Number of Gaussians (NGS)=0.53M, Iterations (It.)=30k2026.04 | 27.37 | 82.1 | 0.217 | — | — | — | |
| Taming-BgtTime=277.1, Number of Gaussians (NGS)=0.67M, Iterations (It.)=30k2026.04 | 27.37 | 79.3 | 0.263 | — | — | — | |
| Textured GaussiansPercentage of Gaussians=100%2024.11 | 27.35 | 82.74 | 0.1858 | — | — | — | |
| NexelsMemory=160MB, #Prim.=0.4M2025.12 | 27.35 | 80.2 | 0.201 | — | — | — |