Novel View Synthesis on NeRF Synthetic Blender (test)
36.52PSNR (Mic)mip-NeRF 360
Evaluation results
| Method | Links | |||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| mip-NeRF 360hidden units=5122023.04 | 36.52 | 33.19 | 35.65 | 37.71 | 29.9 | 25.6 | 31.26 | 36.1 | 33.24 | 96.1 | 0.042 | 98.3 | 93.1 | 97.9 | 98.2 | 98 | 94.9 | 99.1 | 89.3 | 0.018 | 0.069 | 0.022 | 0.024 | 0.018 | 0.053 | 0.011 | 0.119 | |
| mip-NeRFTraining time=~hours2022.01 | 36.51 | 33.29 | 35.14 | 37.48 | 30.71 | 25.48 | 30.41 | 35.7 | 33.09 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Mip-NeRF2023.08 | 36.51 | 33.29 | 35.14 | 37.48 | 30.71 | 25.48 | 30.41 | 35.7 | 33.09 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| mip-NeRF2023.04 | 36.51 | 33.29 | 35.14 | 37.48 | 30.71 | 25.48 | 30.41 | 35.7 | 33.09 | 96.1 | 0.043 | 98.1 | 93.2 | 98 | 98.2 | 97.8 | 95.9 | 99.1 | 88.2 | 0.021 | 0.065 | 0.02 | 0.027 | 0.021 | 0.04 | 0.009 | 0.138 | |
| Ours: HashTraining time=5 min, Encoding=Multiresolution Hash Encoding2022.01 | 36.22 | 33.51 | 35 | 37.4 | 29.78 | 26.02 | 31.1 | 36.39 | 33.176 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| INGP-BaseIterations=35K2023.08 | 36.22 | 33.51 | 35 | 37.4 | 29.78 | 26.02 | 31.1 | 36.39 | 33.18 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| mip-NeRF 360hidden units=2562023.04 | 36.22 | 32.61 | 35.03 | 37.44 | 30.31 | 25.73 | 29.98 | 36.1 | 32.93 | 96 | 0.043 | 98 | 93.4 | 97.7 | 98.1 | 98 | 95.3 | 99 | 88.3 | 0.021 | 0.064 | 0.024 | 0.027 | 0.018 | 0.047 | 0.011 | 0.135 | |
| Point-NeRF2023.08 | 35.95 | 36.13 | 35.4 | 37.3 | 29.61 | 26.06 | 30.97 | 35.04 | 33.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Ours: HashTraining time=1 min, Encoding=Multiresolution Hash Encoding2022.01 | 35.92 | 33.05 | 34.34 | 36.78 | 29.33 | 25.82 | 30.2 | 35.63 | 32.635 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CHOIR2026.06 | 35.613 | 27.65 | 35.317 | 37.454 | 29.793 | 26.43 | 27.555 | 28.299 | — | — | — | 98.6 | 93.9 | 95.2 | 98.5 | 93.3 | 95.5 | 98.7 | 92.6 | 0.017 | 0.088 | 0.078 | 0.015 | 0.088 | 0.03 | 0.013 | 0.08 | |
| 3D Gaussian SplattingIterations=30K, Initialization=100K random points2023.08 | 35.36 | 34.87 | 35.83 | 37.72 | 30 | 26.15 | 30.8 | 35.78 | 33.32 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Zip-NeRF2023.04 | 35.15 | 33.9 | 34.84 | 37.14 | 31.66 | 25.84 | 31.38 | 34.84 | 33.1 | 97.1 | 0.031 | 98.3 | 94.4 | 98.5 | 98.4 | 98 | 96.9 | 99.1 | 92.9 | 0.017 | 0.05 | 0.015 | 0.02 | 0.019 | 0.032 | 0.007 | 0.091 | |
| NeRF2023.04 | 34.78 | 30.39 | 34.17 | 36.82 | 30.03 | 25.08 | 29.3 | 33.31 | 31.74 | 95.3 | 0.05 | 97.5 | 92.5 | 96.7 | 97.9 | 96.8 | 95.3 | 98.7 | 86.9 | 0.026 | 0.071 | 0.032 | 0.03 | 0.031 | 0.047 | 0.012 | 0.15 | |
| Ours: HashTraining time=15 s, Encoding=Multiresolution Hash Encoding2022.01 | 34.76 | 32.26 | 32.95 | 35.56 | 28.25 | 25.23 | 28.56 | 33.68 | 31.407 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NSVFTraining time=~hours2022.01 | 34.27 | 31.23 | 33.19 | 37.14 | 32.68 | 25.18 | 27.93 | 32.29 | 31.739 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SL2A-INR2026.06 | 33.357 | 25.539 | 34.273 | 36.088 | 29.698 | 25.257 | 25.094 | 24.644 | — | — | — | 98.1 | 91.6 | 92.2 | 97.9 | 88.6 | 95.1 | 98.1 | 89.6 | 0.025 | 0.12 | 0.11 | 0.024 | 0.11 | 0.034 | 0.015 | 0.084 | |
| Plenoxels2023.08 | 33.26 | 31.83 | 33.98 | 36.81 | 29.14 | 25.35 | 29.62 | 34.1 | 31.76 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NeRFTraining time=~hours2022.01 | 32.91 | 30.13 | 33 | 36.18 | 29.62 | 25.01 | 28.65 | 32.54 | 31.005 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Ours: HashTraining time=5 s, Encoding=Multiresolution Hash Encoding2022.01 | 32.6 | 30.35 | 30.77 | 33.42 | 26.6 | 23.84 | 26.38 | 30.13 | 29.261 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SIREN2026.06 | 32.394 | 24.949 | 32.843 | 35.187 | 27.114 | 24.719 | 22.719 | 23.793 | — | — | — | 97.3 | 91.5 | 90.8 | 97.7 | 86.2 | 93.3 | 98 | 89.4 | 0.034 | 0.103 | 0.153 | 0.021 | 0.13 | 0.053 | 0.02 | 0.134 | |
| Ours: FrequencyTraining time=5 min, Encoding=Frequency Encoding2022.01 | 31.89 | 28.74 | 31.02 | 34.86 | 28.93 | 24.18 | 28.06 | 32.77 | 30.056 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FINER2026.06 | 31.633 | 25.472 | 32.249 | 33.901 | 26.516 | 24.553 | 25.625 | 23.7 | — | — | — | 96.7 | 90.1 | 91.1 | 97.1 | 85.4 | 92 | 97.7 | 88.6 | 0.04 | 0.112 | 0.175 | 0.03 | 0.15 | 0.055 | 0.019 | 0.13 | |
| IGA-INR2026.06 | 31.584 | 24.891 | 34.676 | 36.066 | 28.131 | 25.997 | 27.368 | 23.55 | — | — | — | 98.4 | 93 | 90.3 | 98 | 88.4 | 93.7 | 97.3 | 91.7 | 0.078 | 0.09 | 0.144 | 0.042 | 0.094 | 0.036 | 0.064 | 0.069 | |
| Gauss2026.06 | 28.354 | 25.458 | 34.115 | 36.555 | 28.877 | 24.237 | 25.235 | 20.034 | — | — | — | 97.9 | 89.3 | 90.9 | 98.1 | 76.8 | 94.4 | 96.4 | 89.5 | 0.031 | 0.174 | 0.209 | 0.021 | 0.258 | 0.045 | 0.045 | 0.129 | |
| PEMLP2026.06 | 28.281 | 24.665 | 32.576 | 31.421 | 25.319 | 25.418 | 25.277 | 25.34 | — | — | — | 97.2 | 92.1 | 90.4 | 95.9 | 90.4 | 91.8 | 96.3 | 89.3 | 0.036 | 0.097 | 0.161 | 0.048 | 0.077 | 0.086 | 0.05 | 0.093 | |
| Ours: FrequencyTraining time=1 min, Encoding=Frequency Encoding2022.01 | 26.62 | 24.72 | 28.51 | 32.61 | 26.36 | 21.33 | 24.32 | 28.88 | 26.669 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Ours: HashTraining time=1 s, Encoding=Multiresolution Hash Encoding2022.01 | 26.09 | 21.3 | 21.55 | 21.63 | 22.07 | 17.76 | 20.38 | 18.83 | 21.202 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Mip-NeRF2021.11 | — | — | — | — | — | — | — | — | 33.05 | 96.1 | 0.067 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NeRF2021.11 | — | — | — | — | — | — | — | — | 31 | 94.7 | 0.081 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| nvdiffrec2021.11 | — | — | — | — | — | — | — | — | 29.05 | 93.9 | 0.081 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PhySG2021.11 | — | — | — | — | — | — | — | — | 18.91 | 84.7 | 0.182 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — |