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Novel View Synthesis on LLFF 9-view

26.731PSNRCoMapGS
24.1819624.8437325.505526.16727Feb 17, 2023Sep 10, 2023Apr 2, 2024Oct 24, 2024May 17, 2025Dec 8, 2025Jul 1, 2026

Evaluation results

MethodLinks
CoMapGSInitialization=CoR-GS [38]2025.0326.7310.8860.082———
ComapGSViews=92026.0326.730.8860.082———
CoMapGS2026.0526.730.8860.082———
CoR-GSreproduced=true2025.0326.4750.8810.086———
ICO-GSViews=92026.0326.450.8810.096———
PairDropGSCategory=3DGS-based2026.0526.310.880.087———
CoMapGSInitialization=FSGS [41]2025.0326.2920.8790.092———
Ours2026.0626.270.8750.088———
DropAnSH-GSMethod Category=3DGS-based2026.0226.240.8750.088———
DropAnSH-GSCategory=3DGS-based2026.0526.240.8750.088———
DOC-GSCategory=3DGS-based2026.0426.230.8760.087———
TWINGS2026.0526.230.8760.085———
Flat Minima Optimization for 3DGSviews=92026.0726.230.8750.088———
PairDropGS-SCategory=3DGS-based2026.0526.220.8790.092———
DropGaussianModel Category=3DGS-based2025.0426.210.8740.088———
DropGaussiansViews=92026.0326.210.8740.088———
DropGaussianCategory=3DGS-based2026.0426.210.8740.088———
DropGaussian2026.0526.210.8740.088———
DropGaussian2026.0626.210.8740.088———
DropGaussianviews=92026.0726.210.8740.088———
BinocularGSViews=92026.0326.170.8770.09———
CoR-GSModel Category=3DGS-based2025.0426.060.8740.089———
CoR-GSViews=92026.0326.060.8740.089———
CoR-GSCategory=3DGS-based2026.0426.060.8740.089———
CoR-GS2026.0526.060.8740.089———
CoR-GS2026.0626.060.8740.089———
CoR-GSviews=92026.0726.060.8740.089———
FSGSreproduced=true2025.0326.0060.8750.095———
CoR-GSMethod Category=3DGS-based2026.0225.940.8720.088———
CoR-GSCategory=3DGS-based2026.0525.940.8720.088———
DropGaussianMethod Category=3DGS-based2026.0225.850.8640.093———
DropGaussianCategory=3DGS-based2026.0525.850.8640.093———
3DGS2025.0325.440.860.096———
3DGSModel Category=3DGS-based2025.0425.440.860.096———
3DGSMethod Category=3DGS-based2026.0225.440.860.096———
3DGSCategory=3DGS-based2026.0425.440.860.096———
3DGSCategory=3DGS-based2026.0525.440.860.096———
3DGS2026.0525.440.860.096———
3DGS2026.0625.440.860.096———
3DGSviews=92026.0725.440.860.096———
FSGSViews=92026.0325.320.8560.136———
FSGSModel Category=3DGS-based2025.0425.310.860.122———
FSGSMethod Category=3DGS-based2026.0225.310.860.122———
FSGSCategory=3DGS-based2026.0425.310.860.122———
FSGSCategory=3DGS-based2026.0525.310.860.122———
FSGS2026.0525.310.860.122———
FSGS2026.0625.310.860.122———
FSGSviews=92026.0725.310.860.122———
ReconFusionPretrain=true2024.1225.210.8480.134—0.054—
ReconFusion2025.0325.210.8480.134———
MixNeRFApproach=Regularization2023.0225.20.8330.087—0.052—
IPSMPretrain=false, Experiments=Exp. 22024.1225.20.8560.111—0.05—
IPSMPretrain=false, Experiments=Exp. 32024.1225.190.8560.11—0.05—
FreeNeRFSetting=Optimized per Scene2023.0325.130.8270.160.064——
IPSMPretrain=false, Experiments=Mean2024.1225.130.8550.111—0.051—
FreeNeRF2025.0325.130.8270.16———
FreeNeRFModel Category=NeRF-based2025.0425.130.8270.16———
FreeNeRFMethod Category=NeRF-based2026.0225.130.8270.16———
DropoutGSMethod Category=3DGS-based2026.0225.130.8690.099———
FreeNeRFViews=92026.0325.130.8270.16———
FreeNeRFCategory=NeRF-based2026.0425.130.8270.16———
FreeNeRFCategory=NeRF-based2026.0525.130.8270.16———
DropoutGSCategory=3DGS-based2026.0525.130.8690.099———
FreeNeRF2026.0525.130.8270.16———
FreeNeRF2026.0625.130.8270.16———
FreeNeRFPretrain=false2024.1225.120.820.193—0.063—
Geometric BaselineSetting=Optimized per Scene2023.0225.10.802——0.0660.189
DiffusioNeRFSetting=Optimized per Scene2023.0225.020.785——0.0710.212
IPSMPretrain=false, Experiments=Exp. 12024.1225.020.8540.113—0.051—
mip-NeRF concat. (repro.)Setting=Optimized per Scene2023.0324.880.8260.160.066——
RegNeRF concat. (repro.)Setting=Optimized per Scene2023.0324.880.8260.1590.065——
Mip-NeRF2025.0324.880.8260.16———
Mip-NeRFModel Category=NeRF-based2025.0424.880.8260.17———
Mip-NeRFMethod Category=NeRF-based2026.0224.880.8260.17———
Mip-NeRFCategory=NeRF-based2026.0424.880.8260.17———
Mip-NeRFCategory=NeRF-based2026.0524.880.8260.17———
Mip-NeRF2026.0524.880.8260.16———
RegNeRFSetting=Optimized per Scene2023.0324.860.820.1610.067——
RegNeRFApproach=Regularization2023.0224.860.820.161—0.067—
RegNeRFSetting=Optimized per Scene2023.0224.860.82——0.0670.161
RegNeRF2025.0324.860.820.161———
RegNeRFModel Category=NeRF-based2025.0424.860.820.161———
RegNeRFMethod Category=NeRF-based2026.0224.860.820.161———
RegNeRFViews=92026.0324.860.820.161———
RegNeRFCategory=NeRF-based2026.0424.860.820.161———
RegNeRFCategory=NeRF-based2026.0524.860.820.161———
RegNeRF2026.0524.860.820.161———
RegNeRF2026.0624.860.820.161———
RegNeRFPretrain=false2024.1224.840.820.196—0.065—
DiffusioNeRFPretrain=true2024.1224.620.8070.216—0.069—
DiffusioNeRF2025.0324.620.8070.216———
DietNeRFSetting=Optimized per Scene2023.0324.280.8010.1830.073——
DietNeRFApproach=Regularization2023.0224.280.8010.183—0.073—
DietNeRFSetting=Optimized per Scene2023.0224.280.801——0.0730.183
DietNeRF2025.0324.280.8010.183———
DietNeRFModel Category=NeRF-based2025.0424.280.8010.183———
DietNeRFMethod Category=NeRF-based2026.0224.280.8010.183———
DietNeRFViews=92026.0324.280.8010.183———
DietNeRFCategory=NeRF-based2026.0424.280.8010.183———
DietNeRFCategory=NeRF-based2026.0524.280.8010.183———