Novel View Synthesis on Replica
44.373PSNRMoving Least Squares (MLS) Upsampling
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Moving Least Squares (MLS) UpsamplingScene=office0, Upsampling Ratio=32x2026.05 | 44.373 | — | — | |
| Depth-Guided Point LiftingScene=office0, Upsampling Ratio=32x2026.05 | 44.281 | — | — | |
| Triangular UpsamplingScene=office0, Upsampling Ratio=32x2026.05 | 44.204 | — | — | |
| Linear UpsamplingScene=office0, Upsampling Ratio=32x2026.05 | 44.177 | — | — | |
| Depth-Guided Point LiftingScene=office0, Upsampling Ratio=16x2026.05 | 44.177 | — | — | |
| Moving Least Squares (MLS) UpsamplingScene=office0, Upsampling Ratio=16x2026.05 | 44.173 | — | — | |
| Voronoi UpsamplingScene=office0, Upsampling Ratio=32x2026.05 | 44.168 | — | — | |
| Triangular UpsamplingScene=office0, Upsampling Ratio=16x2026.05 | 44.089 | — | — | |
| Voronoi UpsamplingScene=office0, Upsampling Ratio=16x2026.05 | 44.067 | — | — | |
| Spline UpsamplingScene=office0, Upsampling Ratio=32x2026.05 | 44.039 | — | — | |
| Linear UpsamplingScene=office0, Upsampling Ratio=16x2026.05 | 44.001 | — | — | |
| Spline UpsamplingScene=office0, Upsampling Ratio=16x2026.05 | 43.967 | — | — | |
| 3DGSScene=office02026.05 | 43.505 | — | — | |
| Depth-Guided Point LiftingScene=office1, Upsampling Ratio=32x2026.05 | 42.029 | — | — | |
| Depth-Guided Point LiftingScene=office1, Upsampling Ratio=16x2026.05 | 41.812 | — | — | |
| Moving Least Squares (MLS) UpsamplingScene=office1, Upsampling Ratio=32x2026.05 | 41.689 | — | — | |
| Moving Least Squares (MLS) UpsamplingScene=office1, Upsampling Ratio=16x2026.05 | 41.538 | — | — | |
| Voronoi UpsamplingScene=office1, Upsampling Ratio=32x2026.05 | 41.437 | — | — | |
| Spline UpsamplingScene=office1, Upsampling Ratio=32x2026.05 | 41.377 | — | — | |
| Triangular UpsamplingScene=office1, Upsampling Ratio=32x2026.05 | 41.301 | — | — | |
| Spline UpsamplingScene=office1, Upsampling Ratio=16x2026.05 | 41.284 | — | — | |
| Voronoi UpsamplingScene=office1, Upsampling Ratio=16x2026.05 | 41.28 | — | — | |
| Linear UpsamplingScene=office1, Upsampling Ratio=32x2026.05 | 41.205 | — | — | |
| 3DGSScene=office12026.05 | 41.126 | — | — | |
| Linear UpsamplingScene=office1, Upsampling Ratio=16x2026.05 | 41.117 | — | — | |
| Triangular UpsamplingScene=office1, Upsampling Ratio=16x2026.05 | 41.046 | — | — | |
| Depth-Guided Point LiftingScene=room2, Upsampling Ratio=32x2026.05 | 40.364 | — | — | |
| Depth-Guided Point LiftingScene=room2, Upsampling Ratio=16x2026.05 | 40.143 | — | — | |
| Voronoi UpsamplingScene=room2, Upsampling Ratio=32x2026.05 | 40.053 | — | — | |
| Moving Least Squares (MLS) UpsamplingScene=room2, Upsampling Ratio=32x2026.05 | 40.04 | — | — | |
| Triangular UpsamplingScene=room2, Upsampling Ratio=32x2026.05 | 40.009 | — | — | |
| Voronoi UpsamplingScene=room2, Upsampling Ratio=16x2026.05 | 39.991 | — | — | |
| Linear UpsamplingScene=room2, Upsampling Ratio=32x2026.05 | 39.981 | — | — | |
| Moving Least Squares (MLS) UpsamplingScene=room2, Upsampling Ratio=16x2026.05 | 39.972 | — | — | |
| Triangular UpsamplingScene=room2, Upsampling Ratio=16x2026.05 | 39.964 | — | — | |
| Spline UpsamplingScene=room2, Upsampling Ratio=32x2026.05 | 39.928 | — | — | |
| Spline UpsamplingScene=room2, Upsampling Ratio=16x2026.05 | 39.918 | — | — | |
| Linear UpsamplingScene=room2, Upsampling Ratio=16x2026.05 | 39.846 | — | — | |
| LightGaussianRemaining G (%)=50%, Method Category=Scene-Specific / Image-Driven, Refinement=Yes2026.04 | 39.78 | 0.974 | 0.125 | |
| PUP-3DGSRemaining G (%)=50%, Method Category=Scene-Specific / Image-Driven, Refinement=Yes2026.04 | 39.67 | 0.973 | 0.121 | |
| 3DGSScene=room22026.05 | 39.642 | — | — | |
| Moving Least Squares (MLS) UpsamplingScene=office4, Upsampling Ratio=32x2026.05 | 39.534 | — | — | |
| Voronoi UpsamplingScene=room1, Upsampling Ratio=32x2026.05 | 39.519 | — | — | |
| Spline UpsamplingScene=room1, Upsampling Ratio=32x2026.05 | 39.41 | — | — | |
| 3DGS (Dense)Remaining G (%)=100%2026.04 | 39.4 | 0.974 | 0.122 | |
| Spline UpsamplingScene=room1, Upsampling Ratio=16x2026.05 | 39.32 | — | — | |
| Voronoi UpsamplingScene=room1, Upsampling Ratio=16x2026.05 | 39.313 | — | — | |
| Voronoi UpsamplingScene=office4, Upsampling Ratio=32x2026.05 | 39.309 | — | — | |
| Moving Least Squares (MLS) UpsamplingScene=office4, Upsampling Ratio=16x2026.05 | 39.288 | — | — | |
| Moving Least Squares (MLS) UpsamplingScene=room1, Upsampling Ratio=16x2026.05 | 39.272 | — | — | |
| Voronoi UpsamplingScene=office4, Upsampling Ratio=16x2026.05 | 39.244 | — | — | |
| Depth-Guided Point LiftingScene=room1, Upsampling Ratio=16x2026.05 | 39.233 | — | — | |
| Depth-Guided Point LiftingScene=office4, Upsampling Ratio=16x2026.05 | 39.222 | — | — | |
| Moving Least Squares (MLS) UpsamplingScene=room1, Upsampling Ratio=32x2026.05 | 39.214 | — | — | |
| Linear UpsamplingScene=office4, Upsampling Ratio=16x2026.05 | 39.186 | — | — | |
| Triangular UpsamplingScene=office4, Upsampling Ratio=32x2026.05 | 39.131 | — | — | |
| Triangular UpsamplingScene=room1, Upsampling Ratio=16x2026.05 | 39.125 | — | — | |
| Triangular UpsamplingScene=room1, Upsampling Ratio=32x2026.05 | 39.121 | — | — | |
| Depth-Guided Point LiftingScene=office4, Upsampling Ratio=32x2026.05 | 39.07 | — | — | |
| Spline UpsamplingScene=office4, Upsampling Ratio=32x2026.05 | 39.032 | — | — | |
| Linear UpsamplingScene=room1, Upsampling Ratio=16x2026.05 | 38.983 | — | — | |
| Triangular UpsamplingScene=office4, Upsampling Ratio=16x2026.05 | 38.968 | — | — | |
| 3DGSScene=room12026.05 | 38.965 | — | — | |
| Linear UpsamplingScene=office4, Upsampling Ratio=32x2026.05 | 38.962 | — | — | |
| Linear UpsamplingScene=room1, Upsampling Ratio=32x2026.05 | 38.945 | — | — | |
| MonoGS2026.05 | 38.94 | 0.968 | 0.07 | |
| Spline UpsamplingScene=office4, Upsampling Ratio=16x2026.05 | 38.912 | — | — | |
| 3DGSScene=office42026.05 | 38.902 | — | — | |
| Depth-Guided Point LiftingScene=room1, Upsampling Ratio=32x2026.05 | 38.876 | — | — | |
| PUP-3DGSRemaining G (%)=30%, Method Category=Scene-Specific / Image-Driven, Refinement=Yes2026.04 | 38.64 | 0.968 | 0.13 | |
| LightGaussianRemaining G (%)=30%, Method Category=Scene-Specific / Image-Driven, Refinement=Yes2026.04 | 38.63 | 0.97 | 0.135 | |
| Depth-Guided Point LiftingScene=office2, Upsampling Ratio=32x2026.05 | 38.406 | — | — | |
| Depth-Guided Point LiftingScene=office2, Upsampling Ratio=16x2026.05 | 38.393 | — | — | |
| Voronoi UpsamplingScene=office2, Upsampling Ratio=32x2026.05 | 38.305 | — | — | |
| Moving Least Squares (MLS) UpsamplingScene=office2, Upsampling Ratio=32x2026.05 | 38.266 | — | — | |
| Moving Least Squares (MLS) UpsamplingScene=office2, Upsampling Ratio=16x2026.05 | 38.242 | — | — | |
| Spline UpsamplingScene=office2, Upsampling Ratio=32x2026.05 | 38.223 | — | — | |
| Spline UpsamplingScene=office2, Upsampling Ratio=16x2026.05 | 38.203 | — | — | |
| Moving Least Squares (MLS) UpsamplingScene=office3, Upsampling Ratio=32x2026.05 | 38.171 | — | — | |
| Moving Least Squares (MLS) UpsamplingScene=room0, Upsampling Ratio=32x2026.05 | 38.16 | — | — | |
| Voronoi UpsamplingScene=office2, Upsampling Ratio=16x2026.05 | 38.148 | — | — | |
| Triangular UpsamplingScene=office2, Upsampling Ratio=16x2026.05 | 38.136 | — | — | |
| Triangular UpsamplingScene=office2, Upsampling Ratio=32x2026.05 | 38.128 | — | — | |
| Spline UpsamplingScene=room0, Upsampling Ratio=32x2026.05 | 38.104 | — | — | |
| Linear UpsamplingScene=office2, Upsampling Ratio=16x2026.05 | 38.099 | — | — | |
| Moving Least Squares (MLS) UpsamplingScene=room0, Upsampling Ratio=16x2026.05 | 38.095 | — | — | |
| Spline UpsamplingScene=office3, Upsampling Ratio=32x2026.05 | 38.087 | — | — | |
| Triangular UpsamplingScene=room0, Upsampling Ratio=32x2026.05 | 38.063 | — | — | |
| Linear UpsamplingScene=room0, Upsampling Ratio=32x2026.05 | 38.059 | — | — | |
| Triangular UpsamplingScene=room0, Upsampling Ratio=16x2026.05 | 38.057 | — | — | |
| Moving Least Squares (MLS) UpsamplingScene=office3, Upsampling Ratio=16x2026.05 | 38.041 | — | — | |
| Linear UpsamplingScene=room0, Upsampling Ratio=16x2026.05 | 38.037 | — | — | |
| Linear UpsamplingScene=office2, Upsampling Ratio=32x2026.05 | 38.035 | — | — | |
| Spline UpsamplingScene=room0, Upsampling Ratio=16x2026.05 | 38.032 | — | — | |
| Voronoi UpsamplingScene=room0, Upsampling Ratio=32x2026.05 | 38.03 | — | — | |
| Voronoi UpsamplingScene=room0, Upsampling Ratio=16x2026.05 | 38.027 | — | — | |
| Voronoi UpsamplingScene=office3, Upsampling Ratio=32x2026.05 | 38.002 | — | — | |
| Spline UpsamplingScene=office3, Upsampling Ratio=16x2026.05 | 37.97 | — | — | |
| Depth-Guided Point LiftingScene=room0, Upsampling Ratio=32x2026.05 | 37.948 | — | — | |
| 3DGSScene=office22026.05 | 37.941 | — | — |