Novel-view synthesis on RE10K (test)
28.652PSNRGaussFusion (Full)
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| GaussFusion (Full)Venue=CVPR 2026, Infer. Speed=4.3 FPS2026.03 | 28.652 | 0.18 | 0.944 | 6.672 | |
| GaussFusion (Few-step)Venue=CVPR 2026, Infer. Speed=15.11 FPS2026.03 | 28.254 | 0.184 | 0.952 | 10.034 | |
| FreeStreamGSOnline=true, Input Views=5, Method Type=feed-forward2026.06 | 25.797 | 0.2 | 0.833 | — | |
| WorldMirrorOnline=false, Input Views=5, Method Type=feed-forward2026.06 | 25.419 | 0.203 | 0.82 | — | |
| EcoSplatprimitive ratio=40%, # GS=524K2025.12 | 25.21 | 0.162 | 0.837 | — | |
| WorldMirrorOnline=false, Input Views=10, Method Type=feed-forward2026.06 | 25.158 | 0.216 | 0.828 | — | |
| EcoSplatPercentage of Gaussians=40%, Number of input views=242025.12 | 25.11 | 0.164 | 0.835 | — | |
| EcoSplatPercentage of Gaussians=10%, Number of input views=242025.12 | 25 | 0.171 | 0.831 | — | |
| EcoSplatPercentage of Gaussians=70%, Number of input views=242025.12 | 25 | 0.166 | 0.832 | — | |
| SPFSplat# GS=1310K2025.12 | 24.97 | 0.142 | 0.838 | — | |
| EcoSplatprimitive ratio=5%, # GS=65K2025.12 | 24.78 | 0.181 | 0.825 | — | |
| GaussFusion (Single)Venue=CVPR 2026, Infer. Speed=4.3 FPS2026.03 | 24.754 | 0.215 | 0.897 | 7.496 | |
| EcoSplatPercentage of Gaussians=5%, Number of input views=242025.12 | 24.72 | 0.183 | 0.822 | — | |
| FreeStreamGSOnline=true, Input Views=10, Method Type=feed-forward2026.06 | 24.536 | 0.241 | 0.801 | — | |
| RayRoPEModel=LVSM2026.01 | 24.42 | 0.113 | 0.783 | — | |
| RoPE on raysModel=LVSM2026.01 | 24.41 | 0.113 | 0.783 | — | |
| PRoPEModel=LVSM2026.01 | 24.4 | 0.114 | 0.782 | — | |
| GTAModel=LVSM2026.01 | 24.38 | 0.123 | 0.777 | — | |
| Difix3D+Venue=CVPR 2025, Infer. Speed=12.8 FPS2026.03 | 24.347 | 0.275 | 0.868 | 13.994 | |
| ExploreGSVenue=ICCV 2025, Infer. Speed=1.2 FPS2026.03 | 24.025 | 0.272 | 0.874 | 15.629 | |
| AnySplatOnline=false, Input Views=5, Method Type=feed-forward2026.06 | 23.034 | 0.251 | 0.753 | — | |
| Plucker raymapModel=LVSM2026.01 | 22.91 | 0.157 | 0.726 | — | |
| OnTheFly-NVSOnline=true, Input Views=10, Method Type=optimization-based2026.06 | 22.881 | 0.329 | 0.759 | — | |
| Diff3RTest-time optimization (TTO)=After2026.04 | 22.806 | 0.202 | 0.767 | — | |
| DA3Test-time optimization (TTO)=After2026.04 | 22.582 | 0.205 | 0.764 | — | |
| AnySplatOnline=false, Input Views=10, Method Type=feed-forward2026.06 | 22.189 | 0.288 | 0.752 | — | |
| WorldMirrorPercentage of Gaussians=70%, Number of input views=242025.12 | 22.11 | 0.196 | 0.744 | — | |
| WorldMirror# GS=891K2025.12 | 22.07 | 0.195 | 0.741 | — | |
| Diff3RTest-time optimization (TTO)=Before2026.04 | 22.043 | 0.221 | 0.742 | — | |
| DA3Test-time optimization (TTO)=Before2026.04 | 21.981 | 0.223 | 0.741 | — | |
| AnySplat# GS=1078K2025.12 | 21.88 | 0.173 | 0.725 | — | |
| AnySplatPercentage of Gaussians=70%, Number of input views=242025.12 | 21.85 | 0.177 | 0.723 | — | |
| FreeStreamGSOnline=true, Input Views=64, Method Type=feed-forward2026.06 | 21.562 | 0.297 | 0.749 | — | |
| SplatBright2025.12 | 21.43 | 0.168 | 0.815 | — | |
| OnTheFly-NVSOnline=true, Input Views=64, Method Type=optimization-based2026.06 | 20.985 | 0.303 | 0.767 | — | |
| OnTheFly-NVSOnline=true, Input Views=5, Method Type=optimization-based2026.06 | 20.829 | 0.29 | 0.815 | — | |
| Aleth-NeRF2025.12 | 20.74 | 0.404 | 0.721 | — | |
| GenFusionVenue=CVPR 2025, Infer. Speed=1.1 FPS2026.03 | 20.618 | 0.344 | 0.796 | 14.747 | |
| AnySplatPercentage of Gaussians=40%, Number of input views=242025.12 | 19.66 | 0.248 | 0.677 | — | |
| WorldMirrorPercentage of Gaussians=40%, Number of input views=242025.12 | 19.66 | 0.277 | 0.692 | — | |
| DepthSplat# GS=1310K2025.12 | 19.53 | 0.274 | 0.733 | — | |
| SplatfactoVenue=SIGG. 2023, Infer. Speed=(118.3 FPS)2026.03 | 19.234 | 0.457 | 0.708 | 12.623 | |
| SCI + MVSplatEnhancement First=true2025.12 | 18.23 | 0.189 | 0.809 | — | |
| MVSplat + SCIEnhancement First=false2025.12 | 18.13 | 0.228 | 0.804 | — | |
| AnySplatTest-time optimization (TTO)=Before2026.04 | 17.762 | 0.325 | 0.603 | — | |
| AnySplatTest-time optimization (TTO)=After2026.04 | 17.546 | 0.328 | 0.585 | — | |
| DLL + MVSplatEnhancement First=true2025.12 | 17.52 | 0.214 | 0.78 | — | |
| MVSplat + DLLEnhancement First=false2025.12 | 17.29 | 0.293 | 0.742 | — | |
| SPFSplat + [17]Percentage of Gaussians=70%, Number of input views=242025.12 | 16.72 | 0.257 | 0.697 | — | |
| LLFlow + MVSplatEnhancement First=true2025.12 | 16.48 | 0.208 | 0.787 | — | |
| MVSplat + LLFlowEnhancement First=false2025.12 | 16.31 | 0.218 | 0.777 | — | |
| GGNPercentage of Gaussians=40%, Number of input views=242025.12 | 15.86 | 0.408 | 0.58 | — | |
| GGN# GS=472K2025.12 | 15.81 | 0.408 | 0.578 | — | |
| GGNPercentage of Gaussians=70%, Number of input views=242025.12 | 15.71 | 0.408 | 0.577 | — | |
| EnlightenGAN + MVSplatEnhancement First=true2025.12 | 15.57 | 0.209 | 0.783 | — | |
| Zero-DCE + MVSplatEnhancement First=true2025.12 | 15.5 | 0.259 | 0.761 | — | |
| SPFSplat + [13]Percentage of Gaussians=70%, Number of input views=242025.12 | 15.32 | 0.28 | 0.671 | — | |
| MVSplat + EnlightenGANEnhancement First=false2025.12 | 15.3 | 0.228 | 0.77 | — | |
| Retinex + MVSplatEnhancement First=true2025.12 | 15.11 | 0.243 | 0.718 | — | |
| LIME + MVSplatEnhancement First=true2025.12 | 15.1 | 0.189 | 0.781 | — | |
| MVSplat + RetinexEnhancement First=false2025.12 | 14.97 | 0.254 | 0.714 | — | |
| MVSplat + LIMEEnhancement First=false2025.12 | 14.88 | 0.218 | 0.767 | — | |
| MVSplat# GS=1310K2025.12 | 14.87 | 0.437 | 0.462 | — | |
| Gaussian-DK2025.12 | 14.54 | 0.484 | 0.632 | — | |
| KinD + MVSplatEnhancement First=true2025.12 | 14.2 | 0.29 | 0.716 | — | |
| MVSplat + KinDEnhancement First=false2025.12 | 13.66 | 0.306 | 0.708 | — | |
| FLAREOnline=false, Input Views=5, Method Type=feed-forward2026.06 | 13.485 | 0.67 | 0.262 | — | |
| NoPoSplat# GS=1310K2025.12 | 13.47 | 0.496 | 0.441 | — | |
| FLAREOnline=false, Input Views=10, Method Type=feed-forward2026.06 | 13.244 | 0.676 | 0.263 | — | |
| MVSplat + Zero-DCEEnhancement First=false2025.12 | 12.7 | 0.357 | 0.665 | — | |
| SPFSplat + [17]Percentage of Gaussians=40%, Number of input views=242025.12 | 12.01 | 0.378 | 0.522 | — | |
| SPFSplat + [13]Percentage of Gaussians=40%, Number of input views=242025.12 | 11.77 | 0.41 | 0.514 | — | |
| MVSplat + RUASEnhancement First=false2025.12 | 11.5 | 0.477 | 0.624 | — | |
| RUAS + MVSplatEnhancement First=true2025.12 | 11.49 | 0.473 | 0.632 | — | |
| AnySplatPercentage of Gaussians=10%, Number of input views=242025.12 | 10.37 | 0.513 | 0.363 | — | |
| WorldMirrorPercentage of Gaussians=10%, Number of input views=242025.12 | 10.2 | 0.552 | 0.349 | — | |
| MVSplat + [13]Percentage of Gaussians=70%, Number of input views=242025.12 | 9.26 | 0.581 | 0.245 | — | |
| MVSplat + [17]Percentage of Gaussians=70%, Number of input views=242025.12 | 9.26 | 0.58 | 0.245 | — | |
| MVSplat + [17]Percentage of Gaussians=40%, Number of input views=242025.12 | 9 | 0.59 | 0.232 | — | |
| MVSplat + [13]Percentage of Gaussians=40%, Number of input views=242025.12 | 8.71 | 0.598 | 0.224 | — | |
| SPFSplat + [13]Percentage of Gaussians=10%, Number of input views=242025.12 | 8.23 | 0.584 | 0.28 | — | |
| WorldMirrorPercentage of Gaussians=5%, Number of input views=242025.12 | 8.09 | 0.632 | 0.22 | — | |
| AnySplatPercentage of Gaussians=5%, Number of input views=242025.12 | 8.08 | 0.593 | 0.229 | — | |
| SPFSplat + [17]Percentage of Gaussians=10%, Number of input views=242025.12 | 7.61 | 0.536 | 0.256 | — | |
| SPFSplat + [13]Percentage of Gaussians=5%, Number of input views=242025.12 | 7.44 | 0.624 | 0.231 | — | |
| MVSplat2025.12 | 6.72 | 0.348 | 0.264 | — | |
| MVSplat + [17]Percentage of Gaussians=10%, Number of input views=242025.12 | 6.66 | 0.678 | 0.096 | — | |
| SPFSplat + [17]Percentage of Gaussians=5%, Number of input views=242025.12 | 6.48 | 0.589 | 0.167 | — | |
| MVSplat + [13]Percentage of Gaussians=10%, Number of input views=242025.12 | 6.41 | 0.696 | 0.085 | — | |
| MVSplat + [17]Percentage of Gaussians=5%, Number of input views=242025.12 | 5.86 | 0.699 | 0.051 | — | |
| MVSplat + [13]Percentage of Gaussians=5%, Number of input views=242025.12 | 5.82 | 0.717 | 0.053 | — |