Novel View Synthesis on DTU 3-view
22.44PSNROurs
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| OursNumber of views=32026.06 | 22.44 | 90 | 0.092 | — | — | |
| DivCon-CVTSetting=(Reg.+Frame.)-based2025.03 | 22.01 | 85.8 | 0.13 | 6.9 | — | |
| StereoGSvariant=asterisk2026.06 | 22 | 89 | 0.095 | — | — | |
| ICO-GSTraining Views=32026.03 | 21.77 | 88.8 | 0.092 | — | — | |
| TWINGSViews=32026.05 | 21.52 | 88 | 0.107 | 6.9 | — | |
| TWINGSTraining Views=32026.05 | 21.52 | 88 | — | — | — | |
| StereoGS2026.06 | 21.46 | 87.9 | 0.099 | — | — | |
| DropGaussianNumber of views=32026.06 | 21.44 | 88.8 | 0.103 | — | — | |
| MuRFNumber of views=32026.06 | 21.31 | 88.5 | 0.127 | — | — | |
| FrugalNeRFSetting=Regularization-based2025.03 | 21.06 | 79.2 | 0.16 | 8.7 | — | |
| CVT-xRFSetting=Framework-based2025.03 | 21 | 83.7 | 0.132 | 7.7 | — | |
| ReconFusionNumber of views=32026.06 | 20.74 | 87.5 | 0.124 | — | — | |
| BinocularGSTraining Views=32026.03 | 20.71 | 86.2 | 0.111 | — | — | |
| Binocular3DGSTraining Views=32026.05 | 20.71 | 86.2 | — | — | — | |
| Binocular3DGS2026.06 | 20.71 | 86.2 | 0.111 | — | — | |
| LoopSparseGSViews=32025.11 | 20.68 | 85.6 | 0.125 | — | — | |
| MVPGS2026.06 | 20.65 | 87.7 | 0.099 | — | — | |
| CuriGSViews=32025.11 | 20.45 | 87.3 | 0.129 | — | — | |
| AR-NeRFSetting=Regularization-based2025.03 | 20.36 | 78.8 | 0.187 | 9.5 | — | |
| DropoutGSNumber of views=32026.06 | 20.22 | 83 | 0.15 | — | — | |
| NexusGSViews=32025.11 | 20.21 | 86.9 | 0.102 | — | — | |
| NexusGSTraining Views=32026.03 | 20.21 | 86.9 | 0.102 | — | — | |
| NexusGSTraining Views=32026.05 | 20.21 | 86.9 | — | — | — | |
| NexusGS2026.06 | 20.21 | 86.9 | 0.102 | — | — | |
| DivCon-FlipSetting=(Reg.+Reg.)-based2025.03 | 19.95 | 76.9 | 0.163 | 9.6 | — | |
| FreeNeRFSetting=Optimized per Scene2024.03 | 19.92 | 78.7 | 0.182 | 9.8 | — | |
| FreeNeRFViews=32025.11 | 19.92 | 78.7 | 0.182 | — | — | |
| FreeNeRFViews=32026.05 | 19.92 | 78.7 | 0.182 | 9.8 | — | |
| FreeNeRFSetting=Regularization-based2025.03 | 19.92 | 78.7 | 0.147 | 9.2 | — | |
| Flat Minima Optimization for 3DGSInput Views=32026.07 | 19.84 | 85.5 | 0.129 | — | — | |
| SparseNeRFSetting=Optimized per Scene2024.03 | 19.55 | 76.9 | 0.201 | 10.2 | — | |
| SparseNeRFViews=32025.11 | 19.55 | 76.9 | 0.201 | — | — | |
| SparseNeRFViews=32026.05 | 19.55 | 76.9 | 0.201 | 10.2 | — | |
| FlipNeRFSetting=Regularization-based2025.03 | 19.55 | 76.7 | 0.18 | 10.1 | — | |
| DropGaussianInput Views=32026.07 | 19.54 | 84.6 | 0.136 | — | — | |
| FreeNeRFTraining Views=32026.03 | 19.52 | 78.7 | 0.173 | — | — | |
| FreeNeRFNumber of views=32026.06 | 19.52 | 78.7 | 0.173 | — | — | |
| FreeNeRF2026.06 | 19.52 | 78.7 | 0.173 | — | — | |
| SparseNeRFTraining Views=32026.03 | 19.47 | 82.9 | 0.183 | — | — | |
| SparseNeRFNumber of views=32026.06 | 19.47 | 82.9 | 0.183 | — | — | |
| SparseNeRF2026.06 | 19.47 | 82.9 | 0.183 | — | — | |
| DropGaussianViews=32025.11 | 19.31 | 85.7 | 0.142 | — | — | |
| pixelNeRF-DTUTraining=Pretrained on DTU2021.07 | 19.3 | 70 | 0.39 | — | — | |
| CoR-GSViews=32025.11 | 19.21 | 85.3 | 0.119 | — | — | |
| CoR-GSTraining Views=32026.03 | 19.21 | 85.3 | 0.119 | — | — | |
| CoR-GSViews=32026.05 | 19.21 | 85.3 | 0.119 | 8.7 | — | |
| CoR-GSTraining Views=32026.05 | 19.21 | 85.3 | — | — | — | |
| CoR-GS2026.06 | 19.21 | 85.3 | 0.119 | — | — | |
| PixelNeRFApproach=Pre-training, fine-tuning=true2023.02 | 18.95 | 71 | 0.269 | 12.5 | — | |
| MixNeRFApproach=Regularization2023.02 | 18.95 | 74.4 | 0.203 | 11.3 | — | |
| PixelNeRF ftSetting=DTU + ft per Scene2023.02 | 18.95 | 71 | — | 12.5 | 0.269 | |
| PixelNeRF ftSetting=Trained on DTU, Fine-tuned per Scene2024.03 | 18.95 | 71 | 0.269 | 12.5 | — | |
| PixelNeRF-ftSetting=Prior-based2025.03 | 18.95 | 71 | 0.242 | 12.1 | — | |
| MixNeRFSetting=Regularization-based2025.03 | 18.95 | 74.4 | 0.203 | 11.3 | — | |
| 3DGSInput Views=32026.07 | 18.93 | 82.4 | 0.151 | — | — | |
| DNGaussianSetting=Optimized per Scene2024.03 | 18.91 | 79 | 0.176 | 10.2 | — | |
| DNGaussianViews=32025.11 | 18.91 | 79 | 0.176 | — | — | |
| DNGaussianTraining Views=32026.03 | 18.91 | 79 | 0.176 | — | — | |
| DNGaussianViews=32026.05 | 18.91 | 79 | 0.176 | 10.1 | — | |
| DNGaussianNumber of views=32026.06 | 18.91 | 79 | 0.176 | — | — | |
| DNGaussian2026.06 | 18.91 | 79 | 0.176 | — | — | |
| RegNeRFApproach=Regularization2023.02 | 18.89 | 74.5 | 0.19 | 11.2 | — | |
| RegNeRFSetting=Optimized per Scene2023.02 | 18.89 | 74.5 | — | 11.2 | 0.19 | |
| RegNeRFSetting=Optimized per Scene2024.03 | 18.89 | 74.5 | 0.19 | 11.2 | — | |
| RegNeRFViews=32025.11 | 18.89 | 74.5 | 0.19 | — | — | |
| RegNeRFTraining Views=32026.03 | 18.89 | 74.5 | 0.19 | — | — | |
| RegNeRFViews=32026.05 | 18.89 | 74.5 | 0.19 | 11.2 | — | |
| RegNeRF2026.06 | 18.89 | 74.5 | 0.19 | — | — | |
| MVSNeRFApproach=Pre-training, fine-tuning=false2023.02 | 18.63 | 76.9 | 0.197 | 13.5 | — | |
| MVSNeRFSetting=Trained on DTU2024.03 | 18.63 | 76.9 | 0.197 | 11.3 | — | |
| MVSNeRFApproach=Pre-training, fine-tuning=true2023.02 | 18.54 | 76.9 | 0.197 | 13.5 | — | |
| MVSNERF ftSetting=DTU + ft per Scene2023.02 | 18.54 | 76.9 | — | 11.3 | 0.197 | |
| MVSNeRF ftSetting=Trained on DTU, Fine-tuned per Scene2024.03 | 18.54 | 76.9 | 0.197 | 11.3 | — | |
| MVSNeRF-ftSetting=Prior-based2025.03 | 18.54 | 76.9 | 0.168 | 10.7 | — | |
| DropGaussianViews=32026.05 | 18.41 | 84.9 | 0.136 | 9.9 | — | |
| DropGaussianTraining Views=32026.05 | 18.41 | 84.9 | — | — | — | |
| metaNeRF-DTUTraining=Pretrained on DTU2021.07 | 18.2 | 60 | 0.4 | — | — | |
| 3DGSViews=32025.11 | 17.65 | 81.6 | 0.146 | — | — | |
| 3DGSViews=32026.05 | 17.65 | 81.6 | 0.146 | 10.8 | — | |
| FSGSTraining Views=32026.03 | 17.34 | 81.8 | 0.169 | — | — | |
| FSGSNumber of views=32026.06 | 17.34 | 81.8 | 0.169 | — | — | |
| FSGS2026.06 | 17.34 | 81.8 | 0.169 | — | — | |
| FSGSViews=32026.05 | 17.24 | 82.4 | 0.158 | 11.5 | — | |
| FSGSTraining Views=32026.05 | 17.24 | 82.4 | — | — | — | |
| FSGSViews=32025.11 | 17.14 | 81.8 | 0.162 | — | — | |
| DS-NeRFOptimization Loss=KL divergence2021.07 | 16.9 | 57 | 0.45 | — | — | |
| PixelNeRFApproach=Pre-training, fine-tuning=false2023.02 | 16.82 | 69.5 | 0.27 | 14.7 | — | |
| PixelNeRFSetting=Trained on DTU2024.03 | 16.82 | 69.5 | 0.27 | 14.7 | — | |
| DS-NeRFOptimization Loss=MSE2021.07 | 16.5 | 54 | 0.48 | — | — | |
| DiffusioNeRFSetting=Optimized per Scene2023.02 | 16.2 | 69.8 | — | 14.6 | 0.207 | |
| SRFApproach=Pre-training, fine-tuning=true2023.02 | 15.68 | 69.8 | 0.281 | 16.2 | — | |
| SRF ftSetting=Trained on DTU, Fine-tuned per Scene2024.03 | 15.68 | 69.8 | 0.281 | 16.2 | — | |
| SRF-ftSetting=Prior-based2025.03 | 15.68 | 69.8 | 0.26 | 16 | — | |
| SRFApproach=Pre-training, fine-tuning=false2023.02 | 15.32 | 67.1 | 0.304 | 17.1 | — | |
| SRFSetting=Trained on DTU2024.03 | 15.32 | 67.1 | 0.304 | 17.1 | — | |
| 3DGS+Setting=Optimized per Scene, notes=same hyperparameters and neural color renderer as DNGaussian2024.03 | 14.74 | 67.2 | 0.249 | 16.9 | — | |
| Geometric BaselineSetting=Optimized per Scene2023.02 | 13.6 | 66.1 | — | 19.3 | 0.255 | |
| DietNeRFApproach=Regularization2023.02 | 11.85 | 63.3 | 0.314 | 24.3 | — | |
| DietNeRFSetting=Optimized per Scene2023.02 | 11.85 | 63.3 | — | 24.3 | 0.314 | |
| DietNeRFSetting=Optimized per Scene2024.03 | 11.85 | 63.3 | 0.314 | 24.3 | — |