Novel View Synthesis on NeRF Synthetic (test)
33.23PSNR3DGS
Evaluation Results
| Method | Links | ||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 3DGS2024.09 | 33.23 | 0.981 | 0.037 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Instant-NGP2024.09 | 33.18 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| EKSCapability=Editable2026.03 | 33.12 | 0.962 | 0.031 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 26 | 0.183 | |
| Zip-NeRF2026.06 | 33.1 | 0.971 | 0.031 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VM-192Precision=8-bit* (post-training quantized), Size (MB)=17.93, Grid Resolution=1922024.03 | 32.91 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| IRISCapability=Editable2026.03 | 32.65 | 0.957 | 0.034 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 51 | 6.038 | |
| VM-192 (300) + DaRe (Ours)Precision=8-bit* (post-training quantized), Size (MB)=8.91, Grid Resolution=3002024.03 | 32.42 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VM-192 (300) + DWTPrecision=8-bit* (post-training quantized), Size (MB)=0.83, Grid Resolution=3002024.03 | 31.95 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AdaptiveShells2024.09 | 31.84 | 0.957 | 0.056 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PREFPrecision=8-bit, Size (MB)=9.882024.03 | 31.56 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NeRFPrecision=8-bit* (post-training quantized), Size (MB)=1.252024.03 | 31.52 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NeuralEditorCapability=Editable2026.03 | 31.41 | 0.955 | 0.036 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 103 | 0.083 | |
| Soft MiningIterations=10k2023.11 | 31.38 | 0.95 | 0.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CEI-3D2026.03 | 31.02 | 0.955 | 0.042 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| KiloNeRFPrecision=32-bit, Size (MB)=< 1002024.03 | 31 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| QuadFields2024.09 | 31 | 0.952 | 0.069 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NeuMesh2026.03 | 30.94 | 0.951 | 0.043 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| EdgeIterations=10k2023.11 | 30.9 | 0.94 | 0.08 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MobileNeRF2024.09 | 30.9 | 0.947 | 0.06 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Soft MiningIterations=5k2023.11 | 30.76 | 0.95 | 0.08 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CCNeRF (CP)Precision=32-bit, Size (MB)=4.42024.03 | 30.55 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CNeRFPrecision=8-bit, Size (MB)=0.702024.03 | 30.49 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Uniform SamplingIterations=10k2023.11 | 30.27 | 0.94 | 0.08 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| EdgeIterations=5k2023.11 | 30.04 | 0.94 | 0.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NeuS22026.06 | 29.72 | 0.943 | 0.068 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MeshtryoshkaLayer Selection=Zero Level Set2026.06 | 29.37 | 0.939 | 0.077 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MeshtryoshkaLayer Selection=All Layers2026.06 | 29.36 | 0.939 | 0.077 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| InstantNGPCapability=Static2026.03 | 29.31 | 0.939 | 0.053 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 7 | 1.894 | |
| nvdiffrecTopology=Flexicubes2026.06 | 29.22 | 0.94 | 0.076 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NerfactoCapability=Static2026.03 | 29.19 | 0.941 | 0.095 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 9 | 0.86 | |
| Uniform SamplingIterations=5k2023.11 | 29.16 | 0.93 | 0.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| 7-Meshnumber of meshes=72024.09 | 28.88 | 0.96 | 0.081 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| nvdiffrecTopology=DMTet2026.06 | 28.8 | 0.938 | 0.078 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| 9-Meshnumber of meshes=92024.09 | 28.79 | 0.96 | 0.082 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| 5-Meshnumber of meshes=52024.09 | 28.77 | 0.959 | 0.081 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Soft MiningIterations=1k2023.11 | 28.57 | 0.93 | 0.12 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| 3-Meshnumber of meshes=32024.09 | 28.5 | 0.958 | 0.083 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GeoNeRFInput=RGB + Geometry2023.03 | 28.33 | 0.938 | 0.06 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Seal3D2026.03 | 28.32 | 0.926 | 0.075 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NeurayInput=RGB + Geometry2023.03 | 28.29 | 0.927 | 0.08 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PermutoSDF2024.09 | 28.05 | 0.966 | 0.065 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ContraNeRFInput=RGB only2023.03 | 27.92 | 0.93 | 0.078 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Volumetric Surfaces2026.06 | 27.33 | 0.919 | 0.11 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| EdgeIterations=1k2023.11 | 27.24 | 0.9 | 0.17 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GaussianEditor2026.03 | 26.89 | 0.913 | 0.102 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| IBRNet2023.03 | 26.73 | 0.908 | 0.101 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Uniform SamplingIterations=1k2023.11 | 26.5 | 0.9 | 0.15 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MVSNeRF2023.03 | 25.15 | 0.853 | 0.159 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| 3DGS-MVS-WKTime (s)=532.1, Gaussian Count=50k2026.01 | 24.47 | 0.887 | 0.128 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PocketGSTime (s)=101.4, Gaussian Count=47k2026.01 | 24.32 | 0.858 | 0.144 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PixelNeRF2023.03 | 22.65 | 0.808 | 0.202 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| 3DGS-SFM-WKTime (s)=83.7, Gaussian Count=12k2026.01 | 21.75 | 0.8 | 0.243 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| EditNeRF2026.03 | 15.31 | 0.684 | 0.552 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| 2D-GSPrimitive Count (Num)=107K, Model Size=25.0M2024.12 | — | — | — | 34.88 | — | — | 36.89 | — | — | 34.82 | — | — | 34.38 | — | — | 32.96 | — | — | 25.67 | 35.8 | 30.14 | 31.09 | — | — | |
| 3D-GSPrimitive Count (Num)=131K, Model Size=31.1M2024.12 | — | — | — | 35.83 | — | — | 37.72 | — | — | 35.78 | — | — | 35.36 | — | — | 33.32 | — | — | 26.15 | 34.87 | 30 | 30.8 | — | — | |
| 3D-HGSPrimitive Count (Num)=83K, Model Size=20.0M2024.12 | — | — | — | 34.29 | — | — | 37.54 | — | — | 33.92 | — | — | 36.58 | — | — | 33.13 | — | — | 26.29 | 35.45 | 29.88 | 31.1 | — | — | |
| BARFinitial poses=noisy2024.12 | — | — | — | 28.55 | 0.93 | 0.06 | 30.12 | 0.95 | 0.04 | 22.54 | 0.79 | 0.12 | 30.37 | 0.96 | 0.05 | 23.09 | 0.84 | 0.18 | — | — | — | — | — | — | |
| CRAYMinitial poses=noisy2024.12 | — | — | — | 34.18 | 0.98 | 0.02 | 36.42 | 0.98 | 0.02 | 31.6 | 0.96 | 0.03 | 31.02 | 0.97 | 0.05 | 30.34 | 0.95 | 0.05 | — | — | — | — | — | — | |
| DRKPrimitive Count (Num)=158K, Model Size=46.6M2024.12 | — | — | — | 35.61 | — | — | 38.17 | — | — | 36.25 | — | — | 36 | — | — | 33.82 | — | — | 26.13 | 36.5 | 30.48 | 31.42 | — | — | |
| DRK (S1)Primitive Count (Num)=75K, Model Size=22.0M2024.12 | — | — | — | 35.28 | — | — | 37.84 | — | — | 35.38 | — | — | 35.7 | — | — | 33.5 | — | — | 26.12 | 36.27 | 30.14 | 31.28 | — | — | |
| DRK (S2)Primitive Count (Num)=32K, Model Size=9.6M2024.12 | — | — | — | 34.38 | — | — | 37.19 | — | — | 33.9 | — | — | 35.17 | — | — | 32.79 | — | — | 25.9 | 35.56 | 29.38 | 30.84 | — | — | |
| GESPrimitive Count (Num)=73K, Model Size=17.4M2024.12 | — | — | — | 34.05 | — | — | 37.13 | — | — | 33.73 | — | — | 35.73 | — | — | 32.83 | — | — | 26.05 | 35.27 | 29.74 | 30.94 | — | — | |
| L2G-NeRFinitial poses=noisy2024.12 | — | — | — | 30.99 | 0.95 | 0.05 | 34.56 | 0.97 | 0.03 | 27.71 | 0.91 | 0.06 | 30.91 | 0.97 | 0.05 | 28.62 | 0.93 | 0.07 | — | — | — | — | — | — | |
| NeRFinitial poses=noisy2024.12 | — | — | — | 16.69 | 0.77 | 0.39 | 15.07 | 0.74 | 0.42 | 11.11 | 0.6 | 0.58 | 13.08 | 0.73 | 0.53 | 13.29 | 0.68 | 0.49 | — | — | — | — | — | — | |
| SPARFinitial poses=noisy2024.12 | — | — | — | 23.8 | 0.87 | 0.19 | 29.1 | 0.93 | 0.13 | 22.47 | 0.8 | 0.25 | 28.36 | 0.91 | 0.17 | 23.9 | 0.84 | 0.23 | — | — | — | — | — | — |