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Novel View Synthesis on MipNeRF 360 Indoor

32.29PSNRZip-NeRF
28.057229.156130.25531.3539Dec 5, 2023Apr 30, 2024Sep 25, 2024Feb 19, 2025Jul 17, 2025Dec 11, 2025May 8, 2026

Evaluation results

MethodLinks
Zip-NeRFReal-time=false2023.1232.290.9310.106
DBSCategory=Volumetric Primitives, Variant=†2026.0332.290.9360.22
Zip-NeRFCategory=Implicit Methods2026.0332.250.9260.167
DBS2025.1232.180.9350.169
Octree-GS-ScaffoldCategory=Volumetric Primitives2026.0332.080.9370.155
DBSTarget Primitives=1M2025.1231.980.9330.174
AdamW-GS (MC8)Base Pipeline=3DGS-MCMC, ∆Na=+6.33%2026.0131.9340.9350.172
Mip-NeRF 360Real-time=false2023.1231.720.9170.18
MipNeRF 3602024.1031.720.9170.18
MipNeRF3602024.0631.720.9170.18
MipNeRF3602024.0631.720.9170.18
MipNeRF 3602024.1131.720.9170.18
Mip-NeRF 360Method category=NeRF-based2025.1231.720.9170.18
Mip-NeRF 360Category=Implicit Methods2026.0331.720.9170.179
Mip-NeRF3602026.0531.580.9140.182
Original MCMC∆Na=-2.97%2026.0131.5020.930.182
Fourier SplattingCategory=Planar Primitives2026.0331.440.930.162
3DGS-MCMC2025.1231.340.9290.181
3DCSCategory=Volumetric Primitives2026.0331.330.9270.166
NexelsTarget Primitives=1M2025.1231.320.9260.155
DBSTarget Primitives=400K2025.1231.250.9240.192
AdamW-GS (GS8)Base Pipeline=3DGS, ∆Na=-50.4%2026.0131.2090.9250.191
3DGS2026.0231.20.9310.164
3DGS+eregularization=effective rank2024.0631.160.9530.181
3DGS-MCMCTarget Primitives=1M2025.1231.160.9260.189
BBSplatTarget Primitives=400K2025.1231.160.9260.17
3DGS2024.0631.130.920.189
vanilla 3DGS∆Na=1.331m2026.0131.080.9250.189
3DGS-MCMCCategory=Volumetric Primitives, Variant=‡2026.0331.080.9170.208
RePR∆Na=-40.6%2026.0131.0550.9240.19
HybridNeRFReal-time=true2023.1231.010.920.095
3DGS2024.1030.990.9260.199
3DGSMethod category=GS-based2025.1230.990.9260.199
MaskGaussion∆Na=-61.5%2026.0130.9880.9240.192
3D Gaussian splattingReal-time=true2023.1230.940.9270.081
NexelsTarget Primitives=400K2025.1230.940.9210.164
3DTSreproduced=true2025.1230.910.9330.141
MipSplatting2024.1130.90.9210.194
Mip-Splatting2025.1230.90.9210.194
TriaGS2025.1230.890.930.164
TriSplat2025.1230.80.9280.16
GOFMethod category=GS-based2025.1230.80.9280.167
Tri. SplattingCategory=Planar Primitives2026.0330.80.9280.16
GOF2024.1130.790.9240.184
GOF2025.1230.790.9240.184
GS-Pull2024.1030.780.9250.182
UTrice2025.1230.770.9310.146
RaDe-GS2024.1130.740.9280.165
RaDe-GS2025.1230.740.9280.165
GSM-GS2026.0230.660.9320.151
BBSplatCategory=Planar Primitives, Variant=†2026.0330.620.9210.178
VCR-GauSFPS=1282024.0630.530.9210.184
MiniSplatting2025.1230.430.9220.188
3DGSFPS=1342024.0630.410.920.189
3DGS2024.1130.410.920.189
2DGS2025.1230.410.9170.192
3D GS2025.1230.410.920.189
3DGSreproduced=false2025.1230.410.920.192
2DGSreproduced=false2025.1230.410.9160.195
3DGSCategory=Volumetric Primitives2026.0330.410.920.189
3DGSAvg. #Gaussians=3.06 M2026.0530.410.920.189
3DGS2025.1230.40.920.19
2D GS2025.1230.40.9160.195
GOF2026.0230.40.9170.189
2DGSCategory=Planar Primitives2026.0330.40.9160.195
2DGSAvg. #Gaussians=1.75 M2026.0530.40.9160.195
2DGS2024.1030.390.9240.183
2DGSMethod category=GS-based2025.1230.390.9230.183
PGSR2025.1230.360.9340.147
NeST-Splat2025.1230.350.9090.176
BBSplatTarget Primitives=100K2025.1230.340.9180.184
3DGRT2026.0530.230.92—
PGSR2026.0230.160.9290.159
3DGS-MCMCTarget Primitives=400K2025.1230.130.9070.225
3DGRTreproduced=true2025.1230.120.9160.245
2DGSFPS=272024.0630.10.9130.211
GEFMethod category=GS-based2025.1230.080.9440.084
2DGS2024.1130.060.9090.213
2DGS2026.0230.060.910.214
StopThePopAvg. #Gaussians=1.54 M2026.0530.030.9170.194
NexelsTarget Primitives=100K2025.1229.940.9060.183
Ours (SH)representation=SH2024.1129.930.9160.194
Ours (Latent)representation=Latent2024.1129.920.9060.219
Ours (GaussianRT)Avg. #Gaussians=0.96 M2026.0529.550.9110.195
SuGaR2024.1029.440.9110.216
SuGaRMethod category=GS-based2025.1229.440.9110.216
SuGaR2024.0629.430.9060.225
SuGaR2024.1129.430.9060.225
NexelsTarget Primitives=40K2025.1229.380.90.19
NexelsTarget Primitives=40K, T=2^192025.1229.190.8940.199
iNGPReal-time=false2023.1229.150.880.216
BakedSDFReal-time=true2023.1229.150.880.216
Instant-NGP2024.1029.150.880.216
Instant NGPFPS=<102024.0629.150.880.216
Instant NGP2024.0629.150.880.216
INGP2024.1129.150.880.216
Instant NGP2025.1229.150.880.216
Instant-NGPMethod category=NeRF-based2025.1229.150.880.216
BBSplatTarget Primitives=40K2025.1228.850.8860.228
SVSReal-time=false2023.1228.220.9070.16