Novel View Synthesis on Blender (test)
35.02PSNRABLE-NeRF
Evaluation results
| Method | Links | ||||||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ABLE-NeRFLE=true2023.03 | 35.02 | 97.5 | 0.035 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ABLE-NeRFLE=false2023.03 | 34.05 | 96.3 | 0.041 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Ref-NeRFDirectional Encoding=IDE2021.12 | 33.99 | 96.6 | 0.038 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Ref-NeRF2023.03 | 33.99 | 96.6 | 0.038 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Ref-NeRFDirectional Encoding=PE2021.12 | 33.9 | 96.5 | 0.039 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Mip-NeRF2021.12 | 33.09 | 96.1 | 0.043 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Mip-NeRF2023.03 | 33.09 | 96.1 | 0.043 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| TiNeuVox-BReposable=No, Training Time=28 mins2023.05 | 32.67 | 97 | 0.04 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NeRF2021.12 | 32.38 | 95.7 | 0.046 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NeRF2023.03 | 32.38 | 95.7 | 0.043 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Mip-SplattingTraining Resolution=Full, Testing Resolution=Average2023.11 | 31.97 | 97.4 | 0.024 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NSVF2021.12 | 31.74 | 95.3 | 0.047 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NSVF2023.03 | 31.74 | 95.3 | 0.046 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| K-Plane hybridReposable=No, Training Time=52min2023.05 | 31.61 | 97 | 0.04 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MipNeRFTraining Resolution=Full, Testing Resolution=Average2023.11 | 31.31 | 96.5 | 0.041 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| HexplaneReposable=No, Training Time=11.5 mins2023.05 | 31.04 | 97 | 0.04 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Instant-NGPTraining Resolution=Full, Testing Resolution=Average2023.11 | 30.57 | 96.1 | 0.049 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| D-NeRFReposable=No, Training Time=20 hours2023.05 | 30.5 | 95 | 0.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| TensoRFTraining Resolution=Full, Testing Resolution=Average2023.11 | 30.48 | 96.1 | 0.048 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NeRFTraining Resolution=Full, Testing Resolution=Average2023.11 | 30.23 | 95.6 | 0.053 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Tri-MipRFTraining Resolution=Full, Testing Resolution=Average2023.11 | 29.47 | 94.7 | 0.05 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| 3DGS + EWATraining Resolution=Full, Testing Resolution=Average2023.11 | 29.4 | 96 | 0.034 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Articulated Neural Point CloudsReposable=Yes, Training Time=2.5 hours, Excluded Scene=Bouncing balls2023.05 | 29.1 | 94 | 0.06 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VolSDF2021.12 | 27.96 | 93.2 | 0.096 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VolSDF2023.03 | 27.96 | 93.2 | 0.096 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| 3DGSTraining Resolution=Full, Testing Resolution=Average2023.11 | 24.84 | 89 | 0.063 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Binocular-Guided 3D Gaussian SplattingNumber of input views=82024.10 | 24.71 | 87.2 | 0.101 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DNGaussianNumber of input views=82024.10 | 24.31 | 88.6 | 0.088 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FreeNeRFNumber of input views=82024.10 | 24.26 | 88.3 | 0.098 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RegNeRFNumber of input views=82024.10 | 23.86 | 85.2 | 0.105 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Watch-It-Move (WIM)Reposable=Yes, Training Time=11 hours, Excluded Scene=Bouncing balls2023.05 | 23.81 | 91 | 0.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FSGSNumber of input views=82024.10 | 22.76 | 82.9 | 0.157 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DietNeRFNumber of input views=82024.10 | 22.5 | 82.3 | 0.124 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SparseNeRFNumber of input views=82024.10 | 22.41 | 86.1 | 0.199 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| 3DGSNumber of input views=82024.10 | 22.23 | 85.8 | 0.114 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PhySGrequires object masks=true2021.12 | 20.6 | 86.1 | 0.144 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PhySG2023.03 | 20.6 | 86.1 | 0.144 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Classical NeRFParameters=590k2026.01 | — | — | — | — | — | — | — | — | — | — | — | — | 95.8 | — | 93.9 | 95.5 | — | 97.3 | 96.4 | — | — | — | — | — | — | — | — | — | — | — | |
| Dual-Branch QNeRFParameters=297k2026.01 | — | — | — | — | — | — | — | — | — | — | — | — | 95.3 | — | 92.6 | 95.4 | — | 96.6 | 96.4 | — | — | — | — | — | — | — | — | — | — | — | |
| DVGOFramework=DVGO, Fourier reparameterization=false2024.01 | — | — | — | 31.91 | 34.07 | 25.39 | 32.66 | 36.77 | 34.65 | 29.59 | 33.15 | 29.02 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DVGO + FRFramework=DVGO, Fourier reparameterization=true2024.01 | — | — | — | 32.03 | 34.16 | 25.45 | 32.89 | 36.86 | 34.78 | 29.73 | 33.26 | 29.08 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Full QNeRFParameters=222k2026.01 | — | — | — | — | — | — | — | — | — | — | — | — | 97.2 | — | 95.5 | 96.7 | — | 98.4 | 98.34 | — | — | — | — | — | — | — | — | — | — | — | |
| InstantNGPFramework=InstantNGP, Fourier reparameterization=false2024.01 | — | — | — | 33.18 | 35.55 | 25.85 | 34.19 | 37.28 | 36.04 | 29.61 | 36.37 | 30.51 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| InstantNGP + FRFramework=InstantNGP, Fourier reparameterization=true2024.01 | — | — | — | 33.31 | 35.64 | 25.88 | 34.23 | 37.39 | 36.1 | 29.63 | 36.66 | 30.92 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NeRFOpacity Formulation=Constant2023.10 | — | — | — | 30.61 | 32.54 | 24.79 | 29.63 | 36.08 | 32.01 | 29.31 | 32.55 | 27.95 | 94.3 | 96.6 | 91.8 | 96 | 97.5 | 95.9 | 94.3 | 97.8 | 84.6 | 5.17 | 3.19 | 7.97 | 4.14 | 2.48 | 2.33 | 4.32 | 2.16 | 14.8 | |
| NeRFFramework=original, Fourier reparameterization=false2024.01 | — | — | — | 30.5 | 32.72 | 25.06 | 26.83 | 36.38 | 32.55 | 29.55 | 32.92 | 27.95 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NeRF + FRFramework=original, Fourier reparameterization=true2024.01 | — | — | — | 31 | 32.73 | 25.12 | 30.15 | 36.45 | 32.59 | 29.56 | 33.07 | 28.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PL-NeRFOpacity Formulation=Linear2023.10 | — | — | — | 31.1 | 32.92 | 25.07 | 30.18 | 36.46 | 32.9 | 29.52 | 33.08 | 28.71 | 94.8 | 96.9 | 92.3 | 96.5 | 97.7 | 96.6 | 94.8 | 98.1 | 85.7 | 4.39 | 2.85 | 7.1 | 3.03 | 2.28 | 1.81 | 3.21 | 1.73 | 13.1 |