Novel View Synthesis on NeRF Synthetic
34.64PSNRDBS
Evaluation results
| Method | Links | ||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DBSIterations=30k2026.02 | 34.64 | 97.3 | 0.028 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Beta-SplattingColor Model=SV2025.12 | 34.53 | 97.3 | 0.032 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AugSFramework=MCMC, SH Order=32026.02 | 34.35 | 97.1 | 0.029 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Beta-SplattingColor Model=SG2025.12 | 34.26 | 97.2 | 0.033 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GSPriorClass=Explicit2026.03 | 34.21 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Spec-Gaussian2026.02 | 34.19 | 97.1 | 0.028 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Beta-SplattingColor Model=SH2025.12 | 34.15 | 97.2 | 0.033 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Beta-SplattingColor Model=SB2025.12 | 34.1 | 97.1 | 0.034 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PGSRClass=Explicit2026.03 | 34.05 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AugSFramework=MCMC, SH Order=22026.02 | 34.03 | 97 | 0.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AugSFramework=3DGS, SH Order=32026.02 | 34.02 | 96.9 | 0.031 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Stochastic Ray Traced 3DGS2026.03 | 33.99 | 97 | 0.039 | — | — | — | — | — | — | — | — | 6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Mip-Splatting (Full)#Parameters=16.79M2025.03 | 33.92 | 97 | 0.029 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| 3DGSSize=71.6 MB, Spherical Harmonics=Enabled2023.12 | 33.88 | — | 0.031 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| TriSplatMethod Category=GS-based2026.06 | 33.87 | 97 | 0.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| 3DGRT2026.03 | 33.84 | 97 | 0.038 | — | — | — | — | — | — | — | — | 10 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| 3DGS-MCMCFramework=MCMC2026.02 | 33.8 | 97 | 0.04 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| 3DGS (Full)#Parameters=17.07M2025.03 | 33.79 | 96.9 | 0.031 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Self-Organizing Gaussian GridsSize=4.1 MB, Spherical Harmonics=Enabled2023.12 | 33.7 | — | 0.031 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VoD-3DGS[L]variant=[L]2026.02 | 33.69 | 97.1 | 0.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Zip-NeRFColor Model=MLP2025.12 | 33.67 | 97.3 | 0.036 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| 2DTSImplementation=re-run using released official code2025.06 | 33.51 | 97 | 0.037 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| 3DGSImplementation=re-run using released official code2025.06 | 33.45 | 97 | 0.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GS-UDFClass=Explicit2026.03 | 33.37 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| C3DGSStorage=5.55 MB, Train Time=8m 04s, FPS=5452023.11 | 33.33 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| 3DGSStorage=68.1 MB, Train Time=6m 14s, FPS=3592023.11 | 33.32 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| 3DGSMethod Category=GS-based2026.06 | 33.32 | 96.9 | 0.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Point-NeRFOptimization Iterations=200K2022.01 | 33.31 | 97.8 | — | — | — | — | — | 0.049 | 0.027 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| 3DGS2026.02 | 33.31 | 96.9 | 0.037 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GS-PullClass=Explicit2026.03 | 33.29 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| mip-NeRF 3602023.03 | 33.25 | 96.2 | 0.039 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Mip-NeRF 3602026.02 | 33.25 | 96.2 | 0.039 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| INGP-Base2023.12 | 33.18 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| TensoRF2023.03 | 33.14 | 96.3 | 0.027 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| TensoRF2025.07 | 33.14 | 96.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Zip-NeRF2026.02 | 33.1 | 97.1 | 0.031 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PATABackbone=TensoRF2025.07 | 33.1 | 96.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| M-NeRF3602023.12 | 33.09 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MipNeRF2025.07 | 33.09 | 96.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Scaffold-GS (Full)#Parameters=2.335M2025.03 | 33.08 | 96.5 | 0.037 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| 2DGSClass=Explicit2026.03 | 33.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| 2DGSImplementation=re-run using released official code2025.06 | 33.07 | 96.8 | 0.033 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| 2DGSMethod Category=GS-based2026.06 | 33.07 | 96.8 | 0.031 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| M-NeRF360Base Model=MipNeRF [1], Implementation=results copied from original paper2025.06 | 33.05 | 96.1 | 0.067 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| JaxNeRF+2021.11 | 33 | 96.2 | 0.038 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| C3DGS+PPStorage=2.67 MB2023.11 | 32.88 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VQ-TensoRFSize=3.6 MB2023.12 | 32.86 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DVGO2023.03 | 32.8 | 96.1 | 0.027 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Instant-NGP2022.12 | 32.79 | 95.7 | 0.055 | — | — | 60 | 25.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BiRF2025.07 | 32.64 | 95.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| mip-NeRF2023.03 | 32.63 | 95.8 | 0.047 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SRes2025.07 | 32.52 | 95.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Mini-Splatting (Full)#Parameters=7.274M2025.03 | 32.39 | 96.4 | 0.034 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DVGOLoss=CF loss2023.12 | 32.24 | — | — | — | — | — | — | — | — | 17.61 | 26.36 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DVGOLoss=Distortion loss + CF loss2023.12 | 32.23 | — | — | — | — | — | — | — | — | 18.9 | 26.68 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PATABackbone=INGP-NeRF2025.07 | 32.21 | 95.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DIVeR322021.11 | 32.16 | 95.8 | 0.032 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| INGP2025.07 | 32.14 | 95.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DIVeR2022.12 | 32.12 | 95.8 | 0.033 | — | — | 74 | 68 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PAPRInitialization=Random2023.07 | 32.07 | 97.1 | — | — | — | — | — | 0.038 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| 3DGS (w/o SH)Size=19.4 MB, Spherical Harmonics=Disabled2023.12 | 32.06 | — | 0.039 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Point-NeRFOptimization Iterations=200K, Point Cloud Initialization=COLMAP2022.01 | 31.77 | 97.3 | — | — | — | — | — | 0.062 | 0.04 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Plenoxels2023.12 | 31.76 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NSVF2022.01 | 31.75 | 96.4 | — | — | — | — | — | — | 0.047 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Self-Organizing Gaussian Grids (w/o SH)Size=2.0 MB, Spherical Harmonics=Disabled2023.12 | 31.75 | — | 0.04 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NSVF2022.12 | 31.74 | 95.3 | 0.047 | — | — | 0.23 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PlenOctree2022.12 | 31.71 | 95.8 | 0.053 | — | — | 167.7 | 1,930 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SS-Tracing2026.03 | 31.67 | 95.8 | 0.05 | — | — | — | — | — | — | — | — | 24 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| JaxNeRF2025.07 | 31.65 | 95.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SteerNeRFNumerical format=FP162022.12 | 31.6 | 95.4 | 0.058 | — | — | 75.19 | 29.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DVGO2023.12 | 31.58 | — | — | — | — | — | — | — | — | 17.25 | 25.46 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NeRF-SH2021.11 | 31.57 | 95.2 | 0.063 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| EgoNeRF2023.03 | 31.51 | 95.2 | 0.037 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DVGOLoss=Distortion loss2023.12 | 31.5 | — | — | — | — | — | — | — | — | 17.93 | 25.68 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Vanilla NeRFImplementation Source=Original Repository2026.02 | 31.36 | 95 | 0.04 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NerfifyImplementation Source=Nerfify2026.02 | 31.36 | 95 | 0.04 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NeRF2022.12 | 31.01 | 94.7 | 0.081 | — | — | 0.02 | 5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NeRF2022.01 | 31.01 | 94.7 | — | — | — | — | — | 0.081 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NeRF2023.03 | 31.01 | 94.7 | 0.081 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NeRF2021.11 | 31 | 94.7 | 0.081 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| KiloNeRF2022.12 | 31 | 95 | 0.03 | — | — | 38.5 | 161 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NeRF2023.07 | 31 | 94.7 | — | — | — | — | — | 0.081 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SteerNeRFNumerical format=INT82022.12 | 30.97 | 94.8 | 0.065 | — | — | 86.97 | 27.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Point-NeRFOptimization Iterations=20K2022.01 | 30.71 | 96.7 | — | — | — | — | — | 0.081 | 0.05 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| QGSClass=Explicit2026.03 | 30.41 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NeuSClass=Implicit2026.03 | 30.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PlenoxelsLoss=CF loss2023.12 | 29.84 | — | — | — | — | — | — | — | — | 16.59 | 23.08 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Plenoxels2023.12 | 29.83 | — | — | — | — | — | — | — | — | 16.55 | 22.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ExMeshMethod Category=Mesh-driven2026.06 | 29.32 | 95.8 | 0.051 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BG-Triangle#Parameters=343.5K2025.03 | 29.16 | 93.7 | 0.05 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Mini-Splatting#Parameters=339.8K2025.03 | 28.45 | 92.8 | 0.093 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| IMLS-SplatMethod Category=Mesh-driven2026.06 | 28.38 | 95 | 0.06 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Scaffold-GS#Parameters=360.1K2025.03 | 28.36 | 93.5 | 0.081 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| IBRNet2022.01 | 28.14 | 94.2 | — | — | — | — | — | 0.072 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VolSDFClass=Implicit2026.03 | 27.96 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| EVPGSIntegration=RaDe-GS2025.03 | 27.849 | 92.43 | 0.0498 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DRAE2025.07 | 27.8 | 95 | 0.05 | — | 0.025 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Gaussian SplattingInitialization=SfM2023.07 | 27.76 | 92.9 | — | — | — | — | — | 0.084 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RaDe-GS2025.03 | 27.531 | 91.9 | 0.053 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FlexicubesMethod Category=Mesh-driven2026.06 | 27.5 | 93 | 0.08 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — |