Novel View Synthesis on DTU 6-view
26PSNROurs
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| OursNumber of views=62026.06 | 26 | 93.2 | 0.069 | — | — | — | — | — | — | |
| TWINGSViews=62026.05 | 25.81 | 93 | 0.063 | 0.039 | — | — | — | — | — | |
| SPARFPre-trained=true, Setting=Optimized per Scene2024.03 | 25.76 | 92 | — | — | — | — | — | — | — | |
| DropGaussianNumber of views=62026.06 | 25.58 | 92.6 | 0.073 | — | — | — | — | — | — | |
| CVT-xRF (w/ BARF)Pre-trained=false, Setting=Optimized per Scene2024.03 | 25.5 | 91.1 | — | — | — | — | — | — | — | |
| StereoGSvariant=asterisk2026.06 | 25.41 | 93.8 | 0.063 | — | — | — | — | — | — | |
| CVT-xRF (w/ SPARF)Pre-trained=true, Setting=Optimized per Scene2024.03 | 25.14 | 92 | — | — | — | — | — | — | — | |
| ICO-GSTraining Views=62026.03 | 25.09 | 92.8 | 0.064 | — | — | — | — | — | — | |
| SPARF*Pre-trained=true, Setting=Optimized per Scene, Protocol=rerun official code2024.03 | 25.07 | 92.1 | — | — | — | — | — | — | — | |
| StereoGS2026.06 | 24.86 | 92.6 | 0.064 | — | — | — | — | — | — | |
| CVT-xRF (w/ SPARF)Pre-trained=true, Setting=Optimized per Scene2024.03 | 24.51 | 88.4 | — | — | — | — | — | — | — | |
| CoR-GSTraining Views=62026.03 | 24.51 | 91.7 | 0.068 | — | — | — | — | — | — | |
| CoR-GSViews=62026.05 | 24.51 | 91.7 | 0.068 | 0.046 | — | — | — | — | — | |
| CoR-GS2026.06 | 24.51 | 91.7 | 0.068 | — | — | — | — | — | — | |
| DropGaussianViews=62026.05 | 24.46 | 92.2 | 0.07 | 0.048 | — | — | — | — | — | |
| BinocularGSTraining Views=62026.03 | 24.31 | 91.7 | 0.073 | — | — | — | — | — | — | |
| Binocular3DGS2026.06 | 24.31 | 91.7 | 0.073 | — | — | — | — | — | — | |
| 3DGSViews=62026.05 | 24 | 90.7 | 0.076 | 0.05 | — | — | — | — | — | |
| MVPGS2026.06 | 23.98 | 92.1 | 0.066 | — | — | — | — | — | — | |
| MuRFNumber of views=62026.06 | 23.74 | 92.1 | 0.095 | — | — | — | — | — | — | |
| ReconFusionNumber of views=62026.06 | 23.62 | 90.4 | 0.105 | — | — | — | — | — | — | |
| FSGSViews=62026.05 | 23.48 | 90.8 | 0.091 | 0.057 | — | — | — | — | — | |
| SPARF*Pre-trained=true, Setting=Optimized per Scene, Protocol=rerun official code2024.03 | 23.43 | 87.9 | — | — | — | — | — | — | — | |
| CVT-xRF (w/ BARF)Pre-trained=false, Setting=Optimized per Scene2024.03 | 23.4 | 87.2 | — | — | — | — | — | — | — | |
| DNGaussianViews=62026.05 | 23.31 | 87.5 | 0.12 | 0.062 | — | — | — | — | — | |
| SparseNeRF2026.06 | 23.26 | 84.3 | 0.135 | — | — | — | — | — | — | |
| FreeNeRFPre-trained=false, Setting=Optimized per Scene2024.03 | 23.25 | 84.1 | — | — | — | — | — | — | — | |
| FreeNeRFTraining Views=62026.03 | 23.25 | 84.4 | 0.131 | — | — | — | — | — | — | |
| FreeNeRFViews=62026.05 | 23.25 | 84.4 | 0.137 | 0.068 | — | — | — | — | — | |
| FreeNeRFNumber of views=62026.06 | 23.25 | 84.4 | 0.131 | — | — | — | — | — | — | |
| FreeNeRF2026.06 | 23.25 | 84.4 | 0.131 | — | — | — | — | — | — | |
| SPARFPre-trained=true, Setting=Optimized per Scene2024.03 | 23.24 | 87 | — | — | — | — | — | — | — | |
| FlipNeRFPre-trained=false, Setting=Optimized per Scene2024.03 | 22.45 | 83.9 | — | — | — | — | — | — | — | |
| FreeNeRFPre-trained=false, Setting=Optimized per Scene2024.03 | 22.39 | 77.9 | — | — | — | — | — | — | — | |
| MixNeRFApproach=Regularization2023.02 | 22.3 | 83.5 | 0.102 | 0.066 | — | — | — | — | — | |
| RegNeRFApproach=Regularization2023.02 | 22.2 | 84.1 | 0.117 | 0.071 | — | — | — | — | — | |
| RegNeRFSetting=Optimized per Scene2023.02 | 22.2 | 84.1 | — | 0.071 | 0.117 | — | — | — | — | |
| RegNeRFPre-trained=false, Setting=Optimized per Scene2024.03 | 22.2 | 85.4 | — | — | — | — | — | — | — | |
| RegNeRFTraining Views=62026.03 | 22.2 | 84.1 | 0.117 | — | — | — | — | — | — | |
| RegNeRFViews=62026.05 | 22.2 | 84.1 | 0.117 | 0.071 | — | — | — | — | — | |
| RegNeRF2026.06 | 22.2 | 84.1 | 0.117 | — | — | — | — | — | — | |
| DNGaussianTraining Views=62026.03 | 22.1 | 85.1 | 0.148 | — | — | — | — | — | — | |
| DNGaussianNumber of views=62026.06 | 22.1 | 85.1 | 0.148 | — | — | — | — | — | — | |
| DNGaussian2026.06 | 22.1 | 85.1 | 0.148 | — | — | — | — | — | — | |
| FSGSTraining Views=62026.03 | 21.55 | 88 | 0.127 | — | — | — | — | — | — | |
| FSGSNumber of views=62026.06 | 21.55 | 88 | 0.127 | — | — | — | — | — | — | |
| FSGS2026.06 | 21.55 | 88 | 0.127 | — | — | — | — | — | — | |
| PixelNeRF ftPre-trained=false, Setting=Trained on DTU and Finetuned per Scene2024.03 | 21.52 | 67 | — | — | — | — | — | — | — | |
| PixelNeRFPre-trained=false, Setting=Trained on DTU and Finetuned per Scene2024.03 | 21.02 | 68.4 | — | — | — | — | — | — | — | |
| MVSNeRFApproach=Pre-training, fine-tuning=false2023.02 | 20.7 | 82.3 | 0.156 | 0.113 | — | — | — | — | — | |
| MVSNeRFPre-trained=false, Setting=Trained on DTU and Finetuned per Scene2024.03 | 20.7 | 82.3 | — | — | — | — | — | — | — | |
| DietNeRFApproach=Regularization2023.02 | 20.63 | 77.8 | 0.201 | 0.101 | — | — | — | — | — | |
| DietNeRFSetting=Optimized per Scene2023.02 | 20.63 | 77.8 | — | 0.101 | 0.201 | — | — | — | — | |
| DietNeRFPre-trained=true, Setting=Optimized per Scene2024.03 | 20.63 | 77.8 | — | — | — | — | — | — | — | |
| DietNeRFTraining Views=62026.03 | 20.63 | 77.8 | 0.201 | — | — | — | — | — | — | |
| DietNeRFViews=62026.05 | 20.63 | 77.8 | 0.201 | 0.101 | — | — | — | — | — | |
| DS-NeRFOptimization Loss=KL divergence2021.07 | 20.6 | 75 | 0.29 | — | — | — | — | — | — | |
| PixelNeRFApproach=Pre-training, fine-tuning=true2023.02 | 20.56 | 75.3 | 0.223 | 0.104 | — | — | — | — | — | |
| PixelNeRF ftSetting=DTU + ft per Scene2023.02 | 20.56 | 75.3 | — | 0.104 | 0.223 | — | — | — | — | |
| PixelNeRF ftPre-trained=false, Setting=Trained on DTU and Finetuned per Scene2024.03 | 20.56 | 75.3 | — | — | — | — | — | — | — | |
| DS-NeRFOptimization Loss=MSE2021.07 | 20.5 | 73 | 0.31 | — | — | — | — | — | — | |
| MVSNeRFApproach=Pre-training, fine-tuning=true2023.02 | 20.49 | 82.3 | 0.155 | 0.113 | — | — | — | — | — | |
| MVSNERF ftSetting=DTU + ft per Scene2023.02 | 20.49 | 82.2 | — | 0.089 | 0.155 | — | — | — | — | |
| MVSNeRF ftPre-trained=false, Setting=Trained on DTU and Finetuned per Scene2024.03 | 20.49 | 82.2 | — | — | — | — | — | — | — | |
| pixelNeRF-DTUTraining=Pretrained on DTU2021.07 | 20.4 | 73 | 0.36 | — | — | — | — | — | — | |
| DiffusioNeRFSetting=Optimized per Scene2023.02 | 20.34 | 81.8 | — | 0.081 | 0.139 | — | — | — | — | |
| 3DGSTraining Views=62026.03 | 20.33 | 77.6 | 0.223 | — | — | — | — | — | — | |
| 3DGSNumber of views=62026.06 | 20.33 | 77.6 | 0.223 | — | — | — | — | — | — | |
| 3DGS2026.06 | 20.33 | 77.6 | 0.223 | — | — | — | — | — | — | |
| PixelNeRFApproach=Pre-training, fine-tuning=false2023.02 | 19.11 | 74.5 | 0.232 | 0.115 | — | — | — | — | — | |
| PixelNeRFPre-trained=false, Setting=Trained on DTU and Finetuned per Scene2024.03 | 19.11 | 74.5 | — | — | — | — | — | — | — | |
| RegNeRFPre-trained=false, Setting=Optimized per Scene2024.03 | 19.1 | 75.7 | — | — | — | — | — | — | — | |
| SRFApproach=Pre-training, fine-tuning=true2023.02 | 18.87 | 75.7 | 0.225 | 0.114 | — | — | — | — | — | |
| metaNeRF-DTUTraining=Pretrained on DTU2021.07 | 18.8 | 61 | 0.41 | — | — | — | — | — | — | |
| DietNeRFPre-trained=true, Setting=Optimized per Scene2024.03 | 18.7 | 66.8 | — | — | — | — | — | — | — | |
| NeRF2021.07 | 18.6 | 72 | 0.35 | — | — | — | — | — | — | |
| MVSNeRFPre-trained=false, Setting=Trained on DTU and Finetuned per Scene2024.03 | 18.26 | 60.2 | — | — | — | — | — | — | — | |
| NeRFPre-trained=false, Setting=Optimized per Scene2024.03 | 18.23 | 75.8 | — | — | — | — | — | — | — | |
| MVSNeRF ftPre-trained=false, Setting=Trained on DTU and Finetuned per Scene2024.03 | 18.22 | 60.1 | — | — | — | — | — | — | — | |
| SRFApproach=Pre-training, fine-tuning=false2023.02 | 17.54 | 73 | 0.25 | 0.132 | — | — | — | — | — | |
| Mip-NeRFViews=62026.05 | 16.84 | 75.4 | 0.197 | 0.144 | — | — | — | — | — | |
| mip-NeRFApproach=N/A2023.02 | 16.54 | 74.1 | 0.198 | 0.148 | — | — | — | — | — | |
| mip-NeRFSetting=Optimized per Scene2023.02 | 16.54 | 74.1 | — | 0.148 | 0.198 | — | — | — | — | |
| mip-NeRFPre-trained=false, Setting=Optimized per Scene2024.03 | 16.54 | 74.1 | — | — | — | — | — | — | — | |
| Geometric BaselineSetting=Optimized per Scene2023.02 | 16.43 | 75.9 | — | 0.123 | 0.182 | — | — | — | — | |
| NeRFPre-trained=false, Setting=Optimized per Scene2024.03 | 15.32 | 62.6 | — | — | — | — | — | — | — | |
| mip-NeRFPre-trained=false, Setting=Optimized per Scene2024.03 | 14.33 | 56.8 | — | — | — | — | — | — | — | |
| CVT-xRF (w/ BARF)Pre-trained=false, Setting=Optimized per Scene2024.03 | — | — | — | — | — | 0.119 | 0.058 | 0.072 | 0.039 | |
| CVT-xRF (w/ SPARF)Pre-trained=true, Setting=Optimized per Scene2024.03 | — | — | — | — | — | 0.111 | 0.051 | 0.065 | 0.038 | |
| DietNeRFPre-trained=true, Setting=Optimized per Scene2024.03 | — | — | — | — | — | 0.336 | 0.149 | 0.201 | 0.101 | |
| FreeNeRFPre-trained=false, Setting=Optimized per Scene2024.03 | — | — | — | — | — | 0.24 | 0.094 | 0.137 | 0.068 | |
| mip-NeRFPre-trained=false, Setting=Optimized per Scene2024.03 | — | — | — | — | — | 0.394 | 0.231 | 0.198 | 0.148 | |
| MVSNeRFPre-trained=false, Setting=Trained on DTU and Finetuned per Scene2024.03 | — | — | — | — | — | 0.321 | 0.146 | 0.156 | 0.088 | |
| MVSNeRF ftPre-trained=true, Setting=Trained on DTU and Finetuned per Scene2024.03 | — | — | — | — | — | 0.319 | 0.146 | 0.155 | 0.089 | |
| PixelNeRFPre-trained=false, Setting=Trained on DTU and Finetuned per Scene2024.03 | — | — | — | — | — | 0.34 | 0.119 | 0.232 | 0.115 | |
| PixelNeRF ftPre-trained=true, Setting=Trained on DTU and Finetuned per Scene2024.03 | — | — | — | — | — | 0.351 | 0.121 | 0.223 | 0.104 | |
| RegNeRFPre-trained=false, Setting=Optimized per Scene2024.03 | — | — | — | — | — | 0.233 | 0.118 | 0.117 | 0.071 | |
| SPARFPre-trained=true, Setting=Optimized per Scene2024.03 | — | — | — | — | — | 0.12 | 0.059 | 0.06 | 0.036 | |
| SPARF*Pre-trained=true, Setting=Optimized per Scene, Note=Rerun with official code2024.03 | — | — | — | — | — | 0.112 | 0.056 | 0.06 | 0.037 |