Novel View Synthesis on DTU (test)
33.09PSNR3DGS
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| 3DGSerank regularization=true2024.06 | 33.09 | — | — | — | |
| GOFerank regularization=true2024.06 | 33.01 | — | — | — | |
| GOFerank regularization=false2024.06 | 32.88 | — | — | — | |
| 3DGSerank regularization=false2024.06 | 32.82 | — | — | — | |
| 2DGSerank regularization=true2024.06 | 32.57 | — | — | — | |
| 2DGSerank regularization=false2024.06 | 32.43 | — | — | — | |
| NeRFusion_ft-1hSettings=Per-scene optimization, Fine-tuning duration=1h2022.03 | 31.79 | 0.962 | 0.119 | — | |
| SuGaRerank regularization=true2024.06 | 31.76 | — | — | — | |
| SuGaRerank regularization=false2024.06 | 31.59 | — | — | — | |
| Mani-GSunderlying mesh=poisson reconstruction2024.05 | 31.5 | 0.943 | 0.088 | — | |
| IBRNet_ft-1.5hSettings=Per-scene optimization, Fine-tuning duration=1.5h2022.03 | 31.35 | 0.956 | 0.131 | — | |
| SuGaRunderlying mesh=poisson reconstruction2024.05 | 30.06 | 0.921 | 0.136 | — | |
| MuRFSetting=3-view small baseline2023.12 | 28.76 | 0.961 | 0.077 | — | |
| CEI-3D2026.03 | 28.63 | 0.93 | 0.112 | — | |
| MVSNeRF_ft-15minSettings=Per-scene optimization, Fine-tuning duration=15min2022.03 | 28.5 | 0.933 | 0.179 | — | |
| NeuMesh2024.05 | 28.29 | 0.921 | 0.117 | — | |
| NeuMesh2026.03 | 28.29 | 0.921 | 0.117 | — | |
| ContraNeRF2023.03 | 27.69 | 0.904 | 0.129 | — | |
| ENeRFSetting=3-view small baseline2023.12 | 27.61 | 0.956 | 0.091 | — | |
| NeRFSettings=Per-scene optimization2022.03 | 27.01 | 0.902 | 0.263 | — | |
| MatchNeRFSetting=3-view small baseline2023.12 | 26.91 | 0.934 | 0.159 | — | |
| GeoNeRFSetting=3-view small baseline2023.12 | 26.76 | 0.893 | 0.15 | — | |
| Binocular-Guided 3D Gaussian SplattingInput Views=9-view, Category=3DGS-based2024.10 | 26.7 | 0.947 | 0.052 | — | |
| MVSNeRFSettings=No per-scene optimization2022.03 | 26.63 | 0.931 | 0.168 | — | |
| MVSNeRFSetting=3-view small baseline2023.12 | 26.63 | 0.931 | 0.168 | — | |
| GeoNeRF2023.03 | 26.49 | 0.883 | 0.153 | — | |
| Neuray2023.03 | 26.47 | 0.875 | 0.158 | — | |
| Seal3D2026.03 | 26.45 | 0.896 | 0.213 | — | |
| NeRFusionSettings=No per-scene optimization2022.03 | 26.19 | 0.922 | 0.177 | — | |
| IBRNetSettings=No per-scene optimization2022.03 | 26.04 | 0.917 | 0.19 | — | |
| IBRNetSetting=3-view small baseline2023.12 | 26.04 | 0.917 | 0.19 | — | |
| IBRNet2023.03 | 25.76 | 0.861 | 0.173 | — | |
| FreeNeRFInput Views=9-view, Category=NeRF-based2024.10 | 25.38 | 0.888 | 0.102 | — | |
| MuRFInput Views=9-view, Category=NeRF-based2024.10 | 25.28 | 0.936 | 0.084 | — | |
| RegNeRFInput Views=9-view, Category=NeRF-based2024.10 | 24.93 | 0.884 | 0.089 | — | |
| ReconFusionInput Views=9-view, Category=NeRF-based2024.10 | 24.62 | 0.921 | 0.094 | — | |
| GaussianEditor2026.03 | 24.5 | 0.882 | 0.261 | — | |
| FSGSInput Views=9-view, Category=3DGS-based2024.10 | 24.33 | 0.911 | 0.106 | — | |
| Binocular-Guided 3D Gaussian SplattingInput Views=6-view, Category=3DGS-based2024.10 | 24.31 | 0.917 | 0.073 | — | |
| DNGaussianInput Views=9-view, Category=3DGS-based2024.10 | 23.94 | 0.887 | 0.131 | — | |
| MVSNeRF2023.03 | 23.83 | 0.723 | 0.286 | — | |
| DietNeRFInput Views=9-view, Category=NeRF-based2024.10 | 23.83 | 0.823 | 0.173 | — | |
| MuRFInput Views=6-view, Category=NeRF-based2024.10 | 23.74 | 0.921 | 0.095 | — | |
| ReconFusionInput Views=6-view, Category=NeRF-based2024.10 | 23.62 | 0.904 | 0.105 | — | |
| FreeNeRFInput Views=6-view, Category=NeRF-based2024.10 | 23.25 | 0.844 | 0.131 | — | |
| 3DGSInput Views=9-view, Category=3DGS-based2024.10 | 22.9 | 0.816 | 0.173 | — | |
| RegNeRFInput Views=6-view, Category=NeRF-based2024.10 | 22.2 | 0.841 | 0.117 | — | |
| MuRFtraining_dataset=RealEstate10K, zero_shot=true, input_views=22023.12 | 22.19 | 0.894 | 0.211 | — | |
| SRFSetting=3-view small baseline2023.12 | 22.12 | 0.845 | 0.292 | — | |
| DNGaussianInput Views=6-view, Category=3DGS-based2024.10 | 22.1 | 0.851 | 0.148 | — | |
| FSGSInput Views=6-view, Category=3DGS-based2024.10 | 21.55 | 0.88 | 0.127 | — | |
| HDGSSetting=3DGS-based Methods, Input Views=32025.05 | 21.47 | 0.875 | 0.109 | — | |
| MuRFInput Views=3-view, Category=NeRF-based2024.10 | 21.31 | 0.885 | 0.127 | — | |
| ReconFusionInput Views=3-view, Category=NeRF-based2024.10 | 20.74 | 0.875 | 0.124 | — | |
| Binocular-Guided 3D Gaussian SplattingInput Views=3-view, Category=3DGS-based2024.10 | 20.71 | 0.862 | 0.111 | — | |
| DietNeRFInput Views=6-view, Category=NeRF-based2024.10 | 20.63 | 0.778 | 0.201 | — | |
| SCGaussianSetting=3DGS-based Methods, Input Views=32025.05 | 20.63 | 0.868 | 0.114 | — | |
| SCGaussiantraining views=32024.11 | 20.56 | 0.864 | 0.122 | 0.078 | |
| MVPGSSetting=3DGS-based Methods, Input Views=32025.05 | 20.5 | 0.871 | 0.106 | — | |
| CoR-GSSetting=3DGS-based Methods, Input Views=32025.05 | 20.36 | 0.854 | 0.14 | — | |
| 3DGSInput Views=6-view, Category=3DGS-based2024.10 | 20.33 | 0.776 | 0.223 | — | |
| EditNeRF2026.03 | 20.15 | 0.756 | 0.308 | — | |
| IPSMBase Model=3DGS, Training Strategy=Optimized per Scene2024.12 | 19.99 | 0.856 | 0.121 | 0.077 | |
| FreeNeRFtraining views=32024.11 | 19.92 | 0.787 | 0.182 | 0.098 | |
| FreeNeRFBase Model=NeRF, Training Strategy=Optimized per Scene2024.12 | 19.92 | 0.787 | 0.182 | 0.098 | |
| FreeNeRFSetting=NeRF-based Methods, Input Views=32025.05 | 19.92 | 0.787 | 0.182 | — | |
| FewViewGSSetting=3DGS-based Methods, Input Views=32025.05 | 19.74 | 0.861 | 0.127 | — | |
| SparseNeRFtraining views=32024.11 | 19.55 | 0.769 | 0.201 | 0.102 | |
| SparseNeRFBase Model=NeRF, Training Strategy=Optimized per Scene2024.12 | 19.55 | 0.769 | 0.201 | 0.102 | |
| SparseNeRFSetting=NeRF-based Methods, Input Views=32025.05 | 19.55 | 0.769 | 0.201 | — | |
| FreeNeRFInput Views=3-view, Category=NeRF-based2024.10 | 19.52 | 0.787 | 0.173 | — | |
| SparseNeRFInput Views=3-view, Category=NeRF-based2024.10 | 19.47 | 0.829 | 0.183 | — | |
| PixelNeRF2023.03 | 19.4 | 0.463 | 0.447 | — | |
| PixelNeRFSettings=No per-scene optimization2022.03 | 19.31 | 0.789 | 0.382 | — | |
| PixelNeRFSetting=3-view small baseline2023.12 | 19.31 | 0.789 | 0.382 | — | |
| PixelNeRFTraining Strategy=Fine-tuned per Scene2024.12 | 18.95 | 0.71 | 0.269 | 0.125 | |
| DNGaussianInput Views=3-view, Category=3DGS-based2024.10 | 18.91 | 0.79 | 0.176 | — | |
| DNGaussiantraining views=32024.11 | 18.91 | 0.79 | 0.176 | 0.102 | |
| DNGaussianBase Model=3DGS, Training Strategy=Optimized per Scene2024.12 | 18.91 | 0.79 | 0.176 | 0.102 | |
| RegNeRFInput Views=3-view, Category=NeRF-based2024.10 | 18.89 | 0.745 | 0.19 | — | |
| RegNeRFBase Model=NeRF, Training Strategy=Optimized per Scene2024.12 | 18.89 | 0.745 | 0.19 | 0.112 | |
| RegNeRFSetting=NeRF-based Methods, Input Views=32025.05 | 18.89 | 0.745 | 0.19 | — | |
| MVSNeRFTraining Strategy=Trained on DTU2024.12 | 18.63 | 0.769 | 0.197 | 0.113 | |
| MVSNeRFSetting=NeRF-based Methods, Input Views=32025.05 | 18.63 | 0.769 | 0.197 | — | |
| MVSNeRFTraining Strategy=Fine-tuned per Scene2024.12 | 18.54 | 0.769 | 0.197 | 0.113 | |
| DNGaussianSetting=3DGS-based Methods, Input Views=32025.05 | 18.23 | 0.78 | 0.184 | — | |
| FSGSBase Model=3DGS, Training Strategy=Optimized per Scene2024.12 | 17.69 | 0.825 | 0.145 | 0.101 | |
| FSGSInput Views=3-view, Category=3DGS-based2024.10 | 17.34 | 0.818 | 0.169 | — | |
| PixelNeRFTraining Strategy=Trained on DTU2024.12 | 16.82 | 0.695 | 0.27 | 0.147 | |
| PixelNeRFSetting=NeRF-based Methods, Input Views=32025.05 | 16.82 | 0.695 | 0.27 | — | |
| NoPo + LightGausbeta=0.4, trained_on=RE10K2026.07 | 16.26 | 0.5033 | 0.3547 | — | |
| AdaptiveSplatbeta=0.4, trained_on=RE10K2026.07 | 16.19 | 0.4746 | 0.4073 | — | |
| NoPoSplatbeta=0.4, trained_on=RE10K2026.07 | 16.18 | 0.516 | 0.4053 | — | |
| AdaptiveSplatbeta=0.5, trained_on=RE10K2026.07 | 16.14 | 0.4693 | 0.4153 | — | |
| AdaptiveSplatbeta=0.6, trained_on=RE10K2026.07 | 16.02 | 0.4606 | 0.4252 | — | |
| AdaptiveSplatbeta=0.7, trained_on=RE10K2026.07 | 15.81 | 0.4513 | 0.4368 | — | |
| SRFTraining Strategy=Fine-tuned per Scene2024.12 | 15.68 | 0.698 | 0.281 | 0.162 | |
| AdaptiveSplatbeta=0.8, trained_on=RE10K2026.07 | 15.38 | 0.4389 | 0.4519 | — | |
| SRFTraining Strategy=Trained on DTU2024.12 | 15.32 | 0.671 | 0.304 | 0.171 | |
| NoPoSplatbeta=0.5, trained_on=RE10K2026.07 | 15.22 | 0.4678 | 0.4453 | — |