Novel View Synthesis on DTU (val)
27.31PSNR (full)ConvGLR (ft)
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| ConvGLR (ft)Setting=generalizable known scene, Fine-tuning=true2023.12 | 27.31 | 25.85 | 0.883 | 0.911 | 0.139 | 0.084 | |
| ConvGLRSetting=generalizable unknown scene2023.12 | 26.98 | 25.44 | 0.878 | 0.907 | 0.147 | 0.09 | |
| ConvGLR (ft)Setting=generalizable known scene, Fine-tuning=true2023.12 | 25.48 | 24.13 | 0.852 | 0.886 | 0.175 | 0.11 | |
| ConvGLRSetting=generalizable unknown scene2023.12 | 25.23 | 23.76 | 0.843 | 0.878 | 0.189 | 0.123 | |
| FlipNeRFSetting=scene-specific2023.12 | 25.12 | — | 0.882 | — | — | — | |
| MixNeRFSetting=scene-specific2023.12 | 25.03 | — | 0.879 | — | — | — | |
| FlipNeRFSetting=scene-specific2023.12 | 22.45 | — | 0.839 | — | — | — | |
| MixNeRFSetting=scene-specific2023.12 | 22.3 | — | 0.835 | — | — | — | |
| DSNeRFSetting=scene-specific2023.12 | 22.3 | — | 0.81 | — | — | — | |
| RegNeRFSetting=scene-specific2023.12 | 22.23 | 24.93 | 0.823 | 0.884 | 0.184 | 0.089 | |
| DietNeRFSetting=scene-specific2023.12 | 22.16 | 23.83 | 0.74 | 0.823 | 0.277 | 0.173 | |
| PixelNeRF (ft)Setting=generalizable known scene, Fine-tuning=true2023.12 | 21.67 | 21.83 | 0.68 | 0.781 | 0.338 | 0.203 | |
| PixelNeRF (ft)Setting=generalizable known scene, Fine-tuning=true2023.12 | 21.52 | 20.56 | 0.67 | 0.753 | 0.351 | 0.223 | |
| PixelNeRFSetting=generalizable unknown scene2023.12 | 21.02 | 19.11 | 0.745 | 0.768 | 0.323 | 0.22 | |
| mip-NeRFSetting=scene-specific2023.12 | 20.71 | 23.58 | 0.799 | 0.879 | 0.209 | 0.092 | |
| DSNeRFSetting=scene-specific2023.12 | 20.6 | — | 0.75 | — | — | — | |
| ConvGLR (ft)Setting=generalizable known scene, Fine-tuning=true2023.12 | 20.52 | 21.8 | 0.79 | 0.853 | 0.237 | 0.147 | |
| ConvGLRSetting=generalizable unknown scene2023.12 | 20.47 | 21.57 | 0.784 | 0.846 | 0.249 | 0.159 | |
| MVSNeRFSetting=generalizable unknown scene2023.12 | 20.32 | 22.4 | 0.735 | 0.853 | 0.28 | 0.135 | |
| MVSNeRF (ft)Setting=generalizable known scene, Fine-tuning=true2023.12 | 20.32 | 22.22 | 0.736 | 0.853 | 0.278 | 0.135 | |
| SRF (ft)Setting=generalizable known scene, Fine-tuning=true2023.12 | 19.97 | 20.75 | 0.678 | 0.785 | 0.325 | 0.205 | |
| FlipNeRFSetting=scene-specific2023.12 | 19.55 | — | 0.767 | — | — | — | |
| SparseNeRFSetting=scene-specific2023.12 | 19.55 | — | 0.769 | — | 0.201 | — | |
| RegNeRFSetting=scene-specific2023.12 | 19.1 | 22.2 | 0.757 | 0.841 | 0.233 | 0.117 | |
| MixNeRFSetting=scene-specific2023.12 | 18.95 | — | 0.744 | — | — | — | |
| PixelNeRFSetting=generalizable unknown scene2023.12 | 18.74 | 16.82 | 0.652 | 0.752 | 0.34 | 0.232 | |
| DietNeRFSetting=scene-specific2023.12 | 18.7 | 20.63 | 0.668 | 0.778 | 0.336 | 0.201 | |
| SRF (ft)Setting=generalizable known scene, Fine-tuning=true2023.12 | 18.69 | 18.87 | 0.657 | 0.757 | 0.353 | 0.225 | |
| SRFSetting=generalizable unknown scene2023.12 | 18.56 | 18.35 | 0.652 | 0.752 | 0.359 | 0.232 | |
| MVSNeRFSetting=generalizable unknown scene2023.12 | 18.26 | 20.7 | 0.695 | 0.823 | 0.321 | 0.156 | |
| MVSNeRF (ft)Setting=generalizable known scene, Fine-tuning=true2023.12 | 18.22 | 20.49 | 0.694 | 0.822 | 0.319 | 0.155 | |
| SRFSetting=generalizable unknown scene2023.12 | 17.77 | 17.54 | 0.616 | 0.73 | 0.401 | 0.25 | |
| PixelNeRF (ft)Setting=generalizable known scene, Fine-tuning=true2023.12 | 17.38 | 18.95 | 0.548 | 0.71 | 0.456 | 0.269 | |
| DSNeRFSetting=scene-specific2023.12 | 16.9 | — | 0.57 | — | — | — | |
| PixelNeRFSetting=generalizable unknown scene2023.12 | 16.56 | 18.35 | 0.618 | 0.695 | 0.401 | 0.27 | |
| MVSNeRFSetting=generalizable unknown scene2023.12 | 16.33 | 18.63 | 0.602 | 0.769 | 0.385 | 0.197 | |
| MVSNeRF (ft)Setting=generalizable known scene, Fine-tuning=true2023.12 | 16.26 | 18.54 | 0.601 | 0.769 | 0.384 | 0.197 | |
| SRF (ft)Setting=generalizable known scene, Fine-tuning=true2023.12 | 16.06 | 15.68 | 0.55 | 0.698 | 0.431 | 0.281 | |
| RegNeRFSetting=scene-specific2023.12 | 15.33 | 18.89 | 0.621 | 0.745 | 0.341 | 0.19 | |
| mip-NeRFSetting=scene-specific2023.12 | 14.33 | 16.54 | 0.568 | 0.741 | 0.394 | 0.198 | |
| SRFSetting=generalizable unknown scene2023.12 | 12.34 | 15.32 | 0.532 | 0.671 | 0.482 | 0.304 | |
| DietNeRFSetting=scene-specific2023.12 | 10.01 | 11.85 | 0.354 | 0.633 | 0.574 | 0.314 | |
| mip-NeRFSetting=scene-specific2023.12 | 7.64 | 8.68 | 0.227 | 0.571 | 0.655 | 0.353 |