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Novel View Synthesis on Deep Blending (test)

30.37PSNRHyRF
22.767624.741326.71528.6887Nov 17, 2023Apr 20, 2024Sep 23, 2024Feb 26, 2025Jul 31, 2025Jan 3, 2026Jun 8, 2026

Evaluation results

MethodLinks
HyRFRender=Raster, Venue=NIPS252025.1230.370.910.24———————
LeGS2026.0530.350.9140.227—————1.05—
SOGSAnchor Size=12 dim2025.0330.290.9070.252———————
Scaffold-GSAnchor Size=32 dim2025.0330.210.9060.254———————
Normal-GSintegration=explicit integration of normals2024.1030.1870.910.252———————
FastGS2026.0530.170.9110.24—————0.65—
ScaffoldGS w/ Nutilization=implicit normal utilization2024.1030.1630.9050.263———————
ScaffoldGS2024.1030.140.9050.256———————
SpecGaussian2024.1030.1140.9050.252———————
Taming-3DGSIters=30K, NG=2.8M2026.0330.070.910.234———322.06———
DashGaussianNGs=1.94M, Optimization Time (min)=2.22025.0330.020.9070.248———————
FastGS*gradient threshold=adjusted to match LeGS Gaussian count2026.05300.9090.236—————1.12—
Taming-3DGS2026.0529.980.9090.234—————2.8—
Mini-SplattingNGs=0.34M, Optimization Time (min)=12.912025.0329.950.9070.253———————
FreGSRender=Raster, Venue=CVPR242025.1229.930.90.24———————
DashGaussianIters=30K, NG=2.8M2026.0329.840.9070.241———144.81———
Perceptual-GS2026.0529.830.9060.232—————2.89—
ConvexRender=Raster, Venue=CVPR252025.1229.810.90.24———————
3D-HGSRender=Raster, Venue=CVPR252025.1229.80.90.25———————
3DGS2026.0529.80.9070.238—————2.48—
Reduced-3DGSNGs=0.98M, Optimization Time (min)=13.742025.0329.780.9070.245———————
Mini-Splatting2-DenseIters=18K, NG=4.2M2026.0329.780.9080.222———162.38———
3DGSOfficial Implementation Retrained=true, LPM=true2024.0629.760.9080.241———————
MCMC + QNNRender=Raster2025.1229.760.910.23———————
3DGSIters=30K, NG=2.8M2026.0329.740.9070.237———963.66———
Vol3DGSRender=Raster, Venue=CVPR252025.1229.720.910.25———————
AdR-GaussianIters=30K, NG=1.4M2026.0329.720.9050.25———515.78———
Taming-3DGSNGs=2.32M, Optimization Time (min)=4.522025.0329.690.9060.245———————
GESTrain duration=30m, FPS=160, Memory=399MB2024.0229.680.9010.252———————
GESRender=Raster, Venue=CVPR242025.1229.680.90.25———————
3DGS + QNNRender=Raster2025.1229.670.910.25———————
MCMCRender=Raster, Venue=NIPS24, Retrained=false2025.1229.670.890.32———————
Stable-GSRender=Raster, Venue=ArXiv252025.1229.660.910.24———————
PixelGSOfficial Implementation Retrained=true, LPM=true2024.0629.650.910.196———————
ReviseRender=Raster, Venue=ECCV242025.1229.640.910.3———————
LiteGSIters=30K, NG=2.8M2026.0329.640.9060.247———153.14———
DARBRender=Raster, Venue=ArXiv252025.1229.630.90.24———————
MipGSOfficial Implementation Retrained=true, LPM=true2024.0629.610.910.241———————
MipGSOfficial Implementation Retrained=true2024.0629.580.910.242———————
PixelGSOfficial Implementation Retrained=true2024.0629.580.920.22———————
3DGS-MCMC2026.0529.570.9030.243—————2.95—
3DGSOfficial Implementation Retrained=true2024.0629.550.9040.245———————
MesonGS-FTFT=Yes, Lossless Format=npz2026.0129.540.9010.25529—2,023,000————
VDGSRender=Raster, Venue=CVIU252025.1229.540.910.24———————
2DGSOfficial Implementation Retrained=true, LPM=true2024.0629.520.9030.24———————
original 3D GSRatio=0.12026.0629.520.9030.242———————
PUPRatio=0.12026.0629.520.9030.242———————
REFINERatio=0.12026.0629.520.9030.242———————
original 3D GSRatio=0.32026.0629.520.9030.242———————
original 3D GSRatio=0.52026.0629.520.9030.242———————
original 3D GSRatio=0.72026.0629.520.9030.242———————
ProjectRender=Raster, Venue=ECCV242025.1229.51—————————
PUPRatio=0.32026.0629.510.9030.243———————
3DGSNGs=2.82M, Optimization Time (min)=17.272025.0329.50.9040.244———————
3DGSRender=Raster, Venue=SIGG23, Retrained=true2025.1229.50.90.24———————
REFINERatio=0.32026.0629.490.9030.243———————
POTR-FTFT=Yes, Lossless Format=npz2026.0129.440.9020.2513.2—585,000————
POTR-FTFT=Yes, Lossless Format=zstd2026.0129.440.9020.2511.8—585,000————
BaselineFT=No2026.0129.430.8980.246738—2,976,000————
3D Gaussian Splattingstatus=uncompressed2023.1129.410.9030.243703.77——————
3D Gaussians-30KTrain duration=36m, FPS=137, Memory=676MB2024.0229.410.9030.243———————
3DGS2024.0629.410.9030.243———————
3DGSRender=Raster, Venue=SIGG23, Retrained=false2025.1229.410.90.24———————
ShorterSplattingIters=30K, NG=2.8M2026.0329.410.8970.249———80.68———
3DGSsource=results quoted from paper2024.1029.4050.9030.243———————
Mip-NeRF360Train duration=48h, FPS=0.09, Memory=8.6MB2024.0229.40.9010.245———————
Mip-NeRF 3602024.0629.40.9010.245———————
Mip-NeRFRender=Ray, Venue=CVPR222025.1229.40.90.25———————
Compressed 3D Gaussian Splattingstatus=compressed2023.1129.3810.8980.25325.327.81—————
2DGSOfficial Implementation Retrained=true2024.0629.350.8990.262———————
C3DGSFT=Yes, Lossless Format=npz2026.0129.350.9010.25626.7—2,613,000————
MCMCRender=Raster, Venue=NIPS24, Retrained=true2025.1229.320.910.24———————
POTRFT=No, Lossless Format=npz2026.0129.310.8970.25318.6—785,000————
POTRFT=No, Lossless Format=zstd2026.0129.310.8970.25316.5—785,000————
PUPRatio=0.52026.0629.280.8990.248———————
REFINERatio=0.52026.0629.280.8990.249———————
3DGRTRender=Ray, Venue=SIGG252025.1229.230.90.32———————
LightGaussianFT=Yes, Lossless Format=npz2026.0129.160.8940.26147.9—1,012,000————
PUPRatio=0.72026.0629.140.8940.256———————
EDGSIters=5K, NG=2.3M2026.0329.080.8980.26———214.76———
MesonGSRatio=0.12026.0629.080.90.246———————
MesonGSRatio=0.32026.0629.060.8990.246———————
MesonGSRatio=0.52026.06290.8990.248———————
Pixel-GS2026.0528.970.8960.248—————4.65—
LightGaussianRatio=0.12026.0628.910.8990.245———————
LightGaussianRatio=0.32026.0628.790.8960.247———————
MesonGSFT=No, Lossless Format=npz2026.0128.70.890.27129—2,023,000————
MesonGSRatio=0.72026.0628.490.890.261———————
Textured-GSRender=Raster, Venue=CVPR252025.1228.330.890.36———————
REFINERatio=0.72026.0627.930.8710.282———————
3D Gaussians-7KTrain duration=4.5m, FPS=172, Memory=386MB2024.0227.780.8750.317———————
LightGaussianRatio=0.52026.0627.140.8740.26———————
INGPTrain duration=8m, FPS=2.79, Memory=48MB2024.0224.960.8170.39———————
INGP-Big2024.0624.960.8170.39———————
INGP-BigRender=Ray, Venue=SIGG222025.1224.960.820.39———————
GHAPRatio=0.32026.0623.180.7670.459———————
GHAPRatio=0.52026.0623.160.7630.464———————
GHAPRatio=0.12026.0623.120.7680.456———————
PlenoxelsTrain duration=28m, FPS=11.2, Memory=2.7GB2024.0223.060.7950.51———————
Plenoxels2024.0623.060.7950.51———————