Novel View Synthesis on LLFF 3-view
22.2PSNRICO-GS
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| ICO-GSViews=32026.03 | 22.2 | 77.8 | 0.157 | — | — | |
| TWINGS2026.05 | 21.49 | 75.4 | 0.167 | — | — | |
| TWINGSTraining Views=32026.05 | 21.49 | 75.4 | — | — | — | |
| BinocularGSViews=32026.03 | 21.44 | 75.1 | 0.168 | — | — | |
| Binocular3DGSTraining Views=32026.05 | 21.44 | 75.1 | — | — | — | |
| DOC-GSCategory=3DGS-based2026.04 | 21.38 | 74.8 | 0.176 | — | — | |
| ReconFusion2025.03 | 21.34 | 72.4 | 0.203 | — | — | |
| HeroGSTraining Views=32026.03 | 21.3 | 73.9 | 0.189 | — | — | |
| ComapGSViews=32026.03 | 21.11 | 74.7 | 0.182 | — | — | |
| CoMapGS2026.05 | 21.11 | 74.7 | 0.182 | — | — | |
| CoMapGSInitialization=CoR-GS [38]2025.03 | 21.105 | 74.7 | 0.182 | — | — | |
| CuriGSViews=32025.11 | 21.1 | 73.2 | 0.193 | — | — | |
| NexusGSViews=32026.03 | 21.07 | 73.8 | 0.177 | — | — | |
| NexuGSCategory=3DGS-based2026.04 | 21.07 | 73.8 | 0.177 | — | — | |
| NexusGSTraining Views=32026.05 | 21.07 | 73.8 | — | — | — | |
| NexusGSViews=32025.11 | 21 | 73 | 0.179 | — | — | |
| CoMapGSInitialization=FSGS [41]2025.03 | 20.891 | 73.7 | 0.19 | — | — | |
| PairDropGSCategory=3DGS-based2026.05 | 20.89 | 74 | 0.182 | — | — | |
| LoopSparseGSViews=32025.11 | 20.85 | 71.7 | 0.205 | — | — | |
| DropGaussianModel Category=3DGS-based2025.04 | 20.76 | 71.3 | 0.2 | — | — | |
| DropGaussianViews=32025.11 | 20.76 | 71.3 | 0.2 | — | — | |
| DropGaussiansViews=32026.03 | 20.76 | 71.3 | 0.2 | — | — | |
| DropGaussianCategory=3DGS-based2026.04 | 20.76 | 71.3 | 0.2 | — | — | |
| DropGaussian2026.05 | 20.76 | 71.3 | 0.2 | — | — | |
| DropGaussianTraining Views=32026.05 | 20.76 | 71.3 | — | — | — | |
| PairDropGS-SCategory=3DGS-based2026.05 | 20.7 | 72.9 | 0.191 | — | — | |
| DropAnSH-GSMethod Category=3DGS-based2026.02 | 20.68 | 72.4 | 0.194 | — | — | |
| DropAnSH-GSCategory=3DGS-based2026.05 | 20.68 | 72.4 | 0.194 | — | — | |
| DropGaussianTraining Views=32026.03 | 20.55 | 71 | 0.2 | — | — | |
| CoR-GSreproduced=true2025.03 | 20.473 | 71.7 | 0.199 | — | — | |
| FSGSreproduced=true2025.03 | 20.458 | 71.3 | 0.205 | — | — | |
| CoR-GSModel Category=3DGS-based2025.04 | 20.45 | 71.2 | 0.196 | — | — | |
| CoR-GSViews=32025.11 | 20.45 | 71.2 | 0.196 | — | — | |
| CoR-GSTraining Views=32026.03 | 20.45 | 71.2 | 0.196 | — | — | |
| CoR-GSViews=32026.03 | 20.45 | 71.2 | 0.196 | — | — | |
| CoR-GSCategory=3DGS-based2026.04 | 20.45 | 71.2 | 0.196 | — | — | |
| CoR-GS2026.05 | 20.45 | 71.2 | 0.196 | — | — | |
| CoR-GSTraining Views=32026.05 | 20.45 | 71.2 | — | — | — | |
| FSGSModel Category=3DGS-based2025.04 | 20.43 | 68.2 | 0.248 | — | — | |
| FSGSViews=32025.11 | 20.43 | 68.2 | 0.248 | — | — | |
| FSGSMethod Category=3DGS-based2026.02 | 20.43 | 68.2 | 0.248 | — | — | |
| FSGSTraining Views=32026.03 | 20.43 | 68.2 | 0.248 | — | — | |
| FSGSCategory=3DGS-based2026.04 | 20.43 | 68.2 | 0.248 | — | — | |
| FSGSCategory=3DGS-based2026.05 | 20.43 | 68.2 | 0.248 | — | — | |
| FSGS2026.05 | 20.43 | 68.2 | 0.248 | — | — | |
| FSGSTraining Views=32026.05 | 20.43 | 68.2 | — | — | — | |
| CoR-GSMethod Category=3DGS-based2026.02 | 20.36 | 71 | 0.202 | — | — | |
| CoR-GSCategory=3DGS-based2026.05 | 20.36 | 71 | 0.202 | — | — | |
| DropGaussianMethod Category=3DGS-based2026.02 | 20.33 | 70.9 | 0.201 | — | — | |
| DropGaussianCategory=3DGS-based2026.05 | 20.33 | 70.9 | 0.201 | — | — | |
| FSGSViews=32026.03 | 20.31 | 65.2 | 0.288 | — | — | |
| DiffusioNeRF2025.03 | 20.13 | 63.1 | 0.344 | — | — | |
| SparseNeRFFPS=9e-2, Time=1.5 h, GPU Mem=12 GB2024.03 | 19.95 | 59.8 | 0.334 | — | — | |
| SparseNeRFFPS=9e-2, Time=0.5 h, GPU Mem=12 GB2024.03 | 19.94 | 58.5 | 0.341 | — | — | |
| FrugalNeRFTraining Views=32026.03 | 19.92 | 63.4 | 0.297 | — | — | |
| Geometric BaselineSetting=Optimized per Scene2023.02 | 19.88 | 59 | — | 0.129 | 0.312 | |
| SparseNeRFFPS=9e-2, Time=1.5 h, GPU Mem=32 GB2024.03 | 19.86 | 62.4 | 0.328 | — | — | |
| SparseNeRFSetting=Optimized per Scene2024.03 | 19.86 | 62.4 | 0.328 | 0.127 | — | |
| SparseNeRF2025.03 | 19.86 | 71.4 | 0.243 | — | — | |
| SparseNeRFModel Category=NeRF-based2025.04 | 19.86 | 62.4 | 0.328 | — | — | |
| SparseNeRFViews=32025.11 | 19.86 | 62.4 | 0.328 | — | — | |
| SparseNeRFTraining Views=32026.03 | 19.86 | 62.4 | 0.328 | — | — | |
| SparseNeRFViews=32026.03 | 19.86 | 71.4 | 0.243 | — | — | |
| SparseNeRFCategory=NeRF-based2026.04 | 19.86 | 62.4 | 0.328 | — | — | |
| SparseNeRFCategory=NeRF-based2026.05 | 19.86 | 62.4 | 0.328 | — | — | |
| SparseNeRF2026.05 | 19.86 | 62.4 | 0.328 | — | — | |
| DiffusioNeRFSetting=Optimized per Scene2023.02 | 19.79 | 56.8 | — | 0.136 | 0.338 | |
| FreeNeRFFPS=9e-2, Time=2.3 h, GPU Mem=24 GB2024.03 | 19.71 | 60.3 | 0.322 | — | — | |
| FreeNeRFFPS=9e-2, Time=1.0 h, GPU Mem=24 GB2024.03 | 19.66 | 57.4 | 0.357 | — | — | |
| FreeNeRFFPS=9e-2, Time=2.3 h, GPU Mem=4x48 GB2024.03 | 19.63 | 61.2 | 0.308 | — | — | |
| FreeNeRFSetting=Optimized per Scene2024.03 | 19.63 | 61.2 | 0.308 | 0.134 | — | |
| FreeNeRF2025.03 | 19.63 | 61.2 | 0.308 | — | — | |
| FreeNeRFModel Category=NeRF-based2025.04 | 19.63 | 61.2 | 0.308 | — | — | |
| FreeNeRFViews=32025.11 | 19.63 | 61.2 | 0.308 | — | — | |
| FreeNeRFMethod Category=NeRF-based2026.02 | 19.63 | 61.2 | 0.308 | — | — | |
| FreeNeRFViews=32026.03 | 19.63 | 61.2 | 0.308 | — | — | |
| FreeNeRFCategory=NeRF-based2026.04 | 19.63 | 61.2 | 0.308 | — | — | |
| FreeNeRFCategory=NeRF-based2026.05 | 19.63 | 61.2 | 0.308 | — | — | |
| FreeNeRF2026.05 | 19.63 | 61.2 | 0.308 | — | — | |
| EdgeNeRFSetting=Optimized per Scene2026.01 | 19.42 | 69.9 | 0.317 | — | — | |
| DropoutGSMethod Category=3DGS-based2026.02 | 19.39 | 63.2 | 0.279 | — | — | |
| DropoutGSCategory=3DGS-based2026.05 | 19.39 | 63.2 | 0.279 | — | — | |
| MixNeRFApproach=Regularization2023.02 | 19.27 | 62.9 | 0.236 | 0.124 | — | |
| SimpleNeRF2025.03 | 19.24 | 62.3 | 0.375 | — | — | |
| 3DGSTraining Views=32026.03 | 19.24 | 64.9 | 0.237 | — | — | |
| 3DGS2025.03 | 19.22 | 64.9 | 0.229 | — | — | |
| 3DGSModel Category=3DGS-based2025.04 | 19.22 | 64.9 | 0.229 | — | — | |
| 3DGSCategory=3DGS-based2026.04 | 19.22 | 64.9 | 0.229 | — | — | |
| 3DGS2026.05 | 19.22 | 64.9 | 0.229 | — | — | |
| 3DGSMethod Category=3DGS-based2026.02 | 19.17 | 64.6 | 0.268 | — | — | |
| 3DGSCategory=3DGS-based2026.05 | 19.17 | 64.6 | 0.268 | — | — | |
| DNGaussianFPS=300, Time=3.5 min, GPU Mem=2 GB2024.03 | 19.12 | 59.1 | 0.294 | — | — | |
| DNGaussianSetting=Optimized per Scene2024.03 | 19.12 | 59.1 | 0.294 | 0.132 | — | |
| DNGaussian2025.03 | 19.12 | 59.1 | 0.294 | — | — | |
| DNGaussianModel Category=3DGS-based2025.04 | 19.12 | 59.1 | 0.294 | — | — | |
| DNGaussianViews=32025.11 | 19.12 | 59.1 | 0.294 | — | — | |
| DNGaussianMethod Category=3DGS-based2026.02 | 19.12 | 59.1 | 0.294 | — | — | |
| DNGaussianTraining Views=32026.03 | 19.12 | 59.1 | 0.294 | — | — | |
| DNGaussianViews=32026.03 | 19.12 | 59.1 | 0.294 | — | — | |
| DNGaussianCategory=3DGS-based2026.04 | 19.12 | 59.1 | 0.294 | — | — |