Novel View Synthesis on LLFF 6-view
25.37PSNRICO-GS
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| ICO-GSViews=62026.03 | 25.37 | 85.6 | 0.109 | — | — | — | |
| CoMapGSInitialization=CoR-GS [38]2025.03 | 25.204 | 85.4 | 0.108 | — | — | — | |
| ComapGSViews=62026.03 | 25.2 | 85.4 | 0.108 | — | — | — | |
| CoMapGS2026.05 | 25.2 | 85.4 | 0.108 | — | — | — | |
| TWINGS2026.05 | 24.97 | 84.4 | 0.106 | — | — | — | |
| PairDropGSCategory=3DGS-based2026.05 | 24.93 | 84.1 | 0.114 | — | — | — | |
| Ours2026.06 | 24.91 | 84 | 0.116 | — | — | — | |
| DOC-GSCategory=3DGS-based2026.04 | 24.88 | 84 | 0.112 | — | — | — | |
| BinocularGSViews=62026.03 | 24.87 | 84.5 | 0.106 | — | — | — | |
| CoMapGSInitialization=FSGS [41]2025.03 | 24.808 | 84.4 | 0.117 | — | — | — | |
| PairDropGS-SCategory=3DGS-based2026.05 | 24.78 | 83.3 | 0.117 | — | — | — | |
| CoR-GSreproduced=true2025.03 | 24.777 | 84.4 | 0.116 | — | — | — | |
| DropAnSH-GSMethod Category=3DGS-based2026.02 | 24.76 | 83.7 | 0.116 | — | — | — | |
| DropAnSH-GSCategory=3DGS-based2026.05 | 24.76 | 83.7 | 0.116 | — | — | — | |
| Flat Minima Optimization for 3DGSviews=62026.07 | 24.76 | 84 | 0.114 | — | — | — | |
| DropGaussianModel Category=3DGS-based2025.04 | 24.74 | 83.7 | 0.117 | — | — | — | |
| DropGaussiansViews=62026.03 | 24.74 | 83.7 | 0.117 | — | — | — | |
| DropGaussianCategory=3DGS-based2026.04 | 24.74 | 83.7 | 0.117 | — | — | — | |
| DropGaussian2026.05 | 24.74 | 83.7 | 0.117 | — | — | — | |
| DropGaussian2026.06 | 24.74 | 83.7 | 0.117 | — | — | — | |
| DropGaussianviews=62026.07 | 24.74 | 83.7 | 0.117 | — | — | — | |
| FSGSreproduced=true2025.03 | 24.694 | 83.9 | 0.121 | — | — | — | |
| HeroGSTraining Views=62026.03 | 24.59 | 83.7 | 0.135 | — | — | — | |
| DropGaussianMethod Category=3DGS-based2026.02 | 24.58 | 83 | 0.125 | — | — | — | |
| DropGaussianCategory=3DGS-based2026.05 | 24.58 | 83 | 0.125 | — | — | — | |
| DropGaussianTraining Views=62026.03 | 24.55 | 83.5 | 0.117 | — | — | — | |
| CoR-GSModel Category=3DGS-based2025.04 | 24.49 | 83.7 | 0.115 | — | — | — | |
| CoR-GSViews=62026.03 | 24.49 | 83.7 | 0.115 | — | — | — | |
| CoR-GSCategory=3DGS-based2026.04 | 24.49 | 83.7 | 0.115 | — | — | — | |
| CoR-GS2026.05 | 24.49 | 83.7 | 0.115 | — | — | — | |
| CoR-GS2026.06 | 24.49 | 83.7 | 0.115 | — | — | — | |
| CoR-GSviews=62026.07 | 24.49 | 83.7 | 0.115 | — | — | — | |
| CoR-GSMethod Category=3DGS-based2026.02 | 24.34 | 83.1 | 0.122 | — | — | — | |
| CoR-GSCategory=3DGS-based2026.05 | 24.34 | 83.1 | 0.122 | — | — | — | |
| CoR-GSTraining Views=62026.03 | 24.29 | 82.4 | 0.135 | — | — | — | |
| Geometric BaselineSetting=Optimized per Scene2023.02 | 24.28 | 76.5 | — | 7.6 | — | 0.21 | |
| ReconFusionPretrain=true2024.12 | 24.25 | 81.5 | 0.152 | — | 0.063 | — | |
| ReconFusion2025.03 | 24.25 | 81.5 | 0.152 | — | — | — | |
| FSGSViews=62026.03 | 24.2 | 81.1 | 0.173 | — | — | — | |
| FSGSTraining Views=62026.03 | 24.15 | 82.3 | 0.128 | — | — | — | |
| FSGSModel Category=3DGS-based2025.04 | 24.09 | 82.3 | 0.145 | — | — | — | |
| FSGSMethod Category=3DGS-based2026.02 | 24.09 | 82.3 | 0.145 | — | — | — | |
| FSGSCategory=3DGS-based2026.04 | 24.09 | 82.3 | 0.145 | — | — | — | |
| FSGSCategory=3DGS-based2026.05 | 24.09 | 82.3 | 0.145 | — | — | — | |
| FSGS2026.05 | 24.09 | 82.3 | 0.145 | — | — | — | |
| FSGS2026.06 | 24.09 | 82.3 | 0.145 | — | — | — | |
| FSGSviews=62026.07 | 24.09 | 82.3 | 0.145 | — | — | — | |
| DropoutGSMethod Category=3DGS-based2026.02 | 24.02 | 81.6 | 0.144 | — | — | — | |
| DropoutGSCategory=3DGS-based2026.05 | 24.02 | 81.6 | 0.144 | — | — | — | |
| IPSMExperiments=Exp. 1, Pretrain=false2024.12 | 23.98 | 81.8 | 0.135 | — | 0.061 | — | |
| IPSMExperiments=Exp. 2, Pretrain=false2024.12 | 23.95 | 81.9 | 0.135 | — | 0.061 | — | |
| IPSMExperiments=Exp. 3, Pretrain=false2024.12 | 23.91 | 81.8 | 0.135 | — | 0.062 | — | |
| 3DGS2025.03 | 23.8 | 81.4 | 0.125 | — | — | — | |
| 3DGSModel Category=3DGS-based2025.04 | 23.8 | 81.4 | 0.125 | — | — | — | |
| 3DGSCategory=3DGS-based2026.04 | 23.8 | 81.4 | 0.125 | — | — | — | |
| 3DGS2026.05 | 23.8 | 81.4 | 0.125 | — | — | — | |
| 3DGS2026.06 | 23.8 | 81.4 | 0.125 | — | — | — | |
| 3DGSviews=62026.07 | 23.8 | 81.4 | 0.125 | — | — | — | |
| DiffusioNeRFSetting=Optimized per Scene2023.02 | 23.79 | 74.7 | — | 8.3 | — | 0.237 | |
| MixNeRFApproach=Regularization2023.02 | 23.76 | 79.1 | 0.115 | — | 0.066 | — | |
| 3DGSMethod Category=3DGS-based2026.02 | 23.74 | 80.7 | 0.162 | — | — | — | |
| 3DGSCategory=3DGS-based2026.05 | 23.74 | 80.7 | 0.162 | — | — | — | |
| FreeNeRFSetting=Optimized per Scene2023.03 | 23.73 | 77.9 | 0.195 | 7.5 | — | — | |
| FreeNeRF2025.03 | 23.73 | 77.9 | 0.195 | — | — | — | |
| FreeNeRFModel Category=NeRF-based2025.04 | 23.73 | 77.9 | 0.195 | — | — | — | |
| FreeNeRFMethod Category=NeRF-based2026.02 | 23.73 | 77.9 | 0.195 | — | — | — | |
| FreeNeRFViews=62026.03 | 23.73 | 77.9 | 0.195 | — | — | — | |
| FreeNeRFCategory=NeRF-based2026.04 | 23.73 | 77.9 | 0.195 | — | — | — | |
| FreeNeRFCategory=NeRF-based2026.05 | 23.73 | 77.9 | 0.195 | — | — | — | |
| FreeNeRF2026.05 | 23.73 | 77.9 | 0.195 | — | — | — | |
| FreeNeRF2026.06 | 23.73 | 77.9 | 0.195 | — | — | — | |
| FreeNeRFPretrain=false2024.12 | 23.72 | 77.3 | 0.232 | — | 0.078 | — | |
| 3DGSTraining Views=62026.03 | 23.63 | 80.9 | 0.129 | — | — | — | |
| DiffusioNeRFPretrain=true2024.12 | 23.6 | 77.5 | 0.235 | — | 0.079 | — | |
| DiffusioNeRF2025.03 | 23.6 | 77.5 | 0.235 | — | — | — | |
| SparseNeRF2025.03 | 23.26 | 74.1 | 0.235 | — | — | — | |
| SparseNeRFTraining Views=62026.03 | 23.26 | 74.1 | 0.235 | — | — | — | |
| SparseNeRFViews=62026.03 | 23.26 | 74.1 | 0.235 | — | — | — | |
| RegNeRF concat. (repro.)Setting=Optimized per Scene2023.03 | 23.22 | 77 | 0.203 | 8.5 | — | — | |
| RegNeRFSetting=Optimized per Scene2023.03 | 23.1 | 76 | 0.206 | 8.6 | — | — | |
| RegNeRFApproach=Regularization2023.02 | 23.1 | 76 | 0.206 | — | 0.086 | — | |
| RegNeRF2025.03 | 23.1 | 76 | 0.206 | — | — | — | |
| RegNeRFModel Category=NeRF-based2025.04 | 23.1 | 76 | 0.206 | — | — | — | |
| RegNeRFMethod Category=NeRF-based2026.02 | 23.1 | 76 | 0.206 | — | — | — | |
| RegNeRFViews=62026.03 | 23.1 | 76 | 0.206 | — | — | — | |
| RegNeRFCategory=NeRF-based2026.04 | 23.1 | 76 | 0.206 | — | — | — | |
| RegNeRFCategory=NeRF-based2026.05 | 23.1 | 76 | 0.206 | — | — | — | |
| RegNeRF2026.05 | 23.1 | 76 | 0.206 | — | — | — | |
| RegNeRF2026.06 | 23.1 | 76 | 0.206 | — | — | — | |
| RegNeRFPretrain=false2024.12 | 23.09 | 76 | 0.243 | — | 0.084 | — | |
| SimpleNeRFPretrain=false2024.12 | 23.05 | 73.7 | 0.296 | — | 0.091 | — | |
| SimpleNeRF2025.03 | 23.05 | 73.7 | 0.296 | — | — | — | |
| mip-NeRF concat. (repro.)Setting=Optimized per Scene2023.03 | 22.91 | 75.6 | 0.213 | 9 | — | — | |
| Mip-NeRF2025.03 | 22.91 | 75.6 | 0.213 | — | — | — | |
| Mip-NeRFModel Category=NeRF-based2025.04 | 22.91 | 75.6 | 0.213 | — | — | — | |
| Mip-NeRFMethod Category=NeRF-based2026.02 | 22.91 | 75.6 | 0.213 | — | — | — | |
| Mip-NeRFTraining Views=62026.03 | 22.91 | 75.6 | 0.213 | — | — | — | |
| Mip-NeRFCategory=NeRF-based2026.04 | 22.91 | 75.6 | 0.213 | — | — | — | |
| Mip-NeRFCategory=NeRF-based2026.05 | 22.91 | 75.6 | 0.213 | — | — | — | |
| Mip-NeRF2026.05 | 22.91 | 75.6 | 0.213 | — | — | — |