Novel View Synthesis on RealEstate10K
33.21PSNRSimple-NeRF
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Simple-NeRFNumber of views=3 views2024.04 | 33.21 | 0.8984 | 0.0726 | — | |
| Simple-NeRFNumber of views=2 views2024.04 | 33.1 | 0.8942 | 0.0635 | — | |
| MVGDConditioning views=9-view, Evaluation setting=In-domain2025.01 | 32.89 | 0.969 | 0.085 | — | |
| Simple-NeRFNumber of views=4 views2024.04 | 32.88 | 0.8987 | 0.0847 | — | |
| StereoLayersNumber of layers=42022.01 | 32.61 | 0.94 | 0.026 | 0.08 | |
| OursNumber of input views=9-view2025.03 | 32.45 | 0.955 | 0.062 | — | |
| ViP-NeRFNumber of views=2 views2024.04 | 32.32 | 0.8889 | 0.0687 | — | |
| CAT3DConditioning views=9-view, Evaluation setting=In-domain, Internal dataset pre-training=true2025.01 | 32.2 | 0.963 | 0.082 | — | |
| CAT3DNumber of input views=9-view2025.03 | 32.2 | 0.963 | 0.082 | — | |
| ViP-NeRFNumber of views=4 views2024.04 | 31.95 | 0.8968 | 0.0892 | — | |
| ViP-NeRFNumber of views=3 views2024.04 | 31.93 | 0.8967 | 0.0758 | — | |
| ReconFusionConditioning views=9-view, Evaluation setting=In-domain, Internal dataset pre-training=true2025.01 | 31.82 | 0.961 | 0.092 | — | |
| ReconFusionNumber of input views=9-view2025.03 | 31.82 | 0.961 | 0.092 | — | |
| MVGDConditioning views=6-view, Evaluation setting=In-domain2025.01 | 31.71 | 0.96 | 0.09 | — | |
| StereoLayersNumber of layers=82022.01 | 31.52 | 0.92 | 0.027 | 0.1 | |
| StereoMagNumber of layers=322022.01 | 31.4 | 0.93 | 0.031 | 0.1 | |
| LagerNVSArchitecture=Enc-dec. highway— full, Batch=5122026.03 | 31.39 | 0.928 | 0.078 | — | |
| StereoLayersNumber of layers=22022.01 | 31.29 | 0.92 | 0.025 | 0.09 | |
| CAT3DConditioning views=6-view, Evaluation setting=In-domain, Internal dataset pre-training=true2025.01 | 31.07 | 0.954 | 0.092 | — | |
| CAT3DNumber of input views=6-view2025.03 | 31.07 | 0.954 | 0.092 | — | |
| LagerNVSArchitecture=Enc-dec. highway— x-attn., Batch=5122026.03 | 31.06 | 0.924 | 0.08 | — | |
| OursNumber of input views=6-view2025.03 | 30.62 | 0.944 | 0.069 | — | |
| LagerNVSArchitecture=Enc-dec. highway— full, Batch=642026.03 | 30.48 | 0.918 | 0.086 | — | |
| IBRNet2022.01 | 30.26 | 0.9 | 0.058 | 0.1 | |
| LagerNVSArchitecture=Enc-dec. highway— x-attn., Batch=642026.03 | 30.11 | 0.912 | 0.089 | — | |
| InstantSplatNumber of views=3 views2024.04 | 30.01 | 0.8761 | 0.0925 | — | |
| ReconFusionConditioning views=6-view, Evaluation setting=In-domain, Internal dataset pre-training=true2025.01 | 29.99 | 0.951 | 0.103 | — | |
| ReconFusionNumber of input views=6-view2025.03 | 29.99 | 0.951 | 0.103 | — | |
| ReSplatw/ 3DGS=true2025.10 | 29.75 | 0.912 | 0.1 | — | |
| LVSM (dec-only)w/ 3DGS=false2025.10 | 29.67 | 0.906 | 0.098 | — | |
| LVSMArchitecture=Decoder-only, Batch=5122026.03 | 29.67 | 0.906 | 0.098 | — | |
| InstantSplatNumber of views=4 views2024.04 | 29.6 | 0.8643 | 0.1618 | — | |
| SimpleNeRFConditioning views=9-view, Evaluation setting=In-domain2025.01 | 29.55 | 0.9 | 0.236 | — | |
| InstantSplatNumber of views=2 views2024.04 | 28.97 | 0.8445 | 0.1338 | — | |
| LVSMArchitecture=Decoder-only, Batch=642026.03 | 28.89 | 0.894 | 0.108 | — | |
| SimpleNeRFConditioning views=6-view, Evaluation setting=In-domain2025.01 | 28.75 | 0.896 | 0.239 | — | |
| MVGDConditioning views=3-view, Evaluation setting=In-domain2025.01 | 28.7 | 0.925 | 0.128 | — | |
| LVSM (enc-dec)w/ 3DGS=false2025.10 | 28.58 | 0.893 | 0.114 | — | |
| LVSMArchitecture=Enc-dec. bottleneck, Batch=5122026.03 | 28.58 | 0.893 | 0.114 | — | |
| Long-LRMw/ 3DGS=true2025.10 | 28.54 | 0.895 | 0.109 | — | |
| 3DGSOverlap Level=Large (Dense)2025.12 | 28.46 | 0.9034 | 0.1477 | — | |
| MVGDNumber of input views=22025.01 | 28.41 | 0.891 | 0.107 | — | |
| SelfiOverlap Level=Large (Dense)2025.12 | 28.34 | 0.9021 | 0.1206 | — | |
| LVSMArchitecture=Enc-dec. bottleneck, Batch=642026.03 | 28.32 | 0.888 | 0.117 | — | |
| GS-LRMw/ 3DGS=true2025.10 | 28.1 | 0.892 | 0.114 | — | |
| StereoMagNumber of layers=4, Post-processing=true2022.01 | 28.06 | 0.89 | 0.066 | 0.15 | |
| IDESplatParams (M)=37.62026.01 | 27.8 | 0.893 | 0.108 | — | |
| IDESplatParams (M)=37.6, Mem. (M)=2336, Time (s)=0.1102026.01 | 27.8 | — | — | — | |
| DDP-NeRFNumber of views=2 views2024.04 | 27.79 | 0.864 | 0.129 | — | |
| StereoMagNumber of layers=82022.01 | 27.76 | 0.9 | 0.044 | 0.17 | |
| Depthsplat2026.03 | 27.61 | 0.903 | 0.099 | — | |
| SurfSplat (Ours-L)Resolution=256x256, Evaluation Protocol=Standard, Backbone=ViT-L2026.02 | 27.537 | 0.892 | 0.112 | — | |
| DepthSplatResolution=256x256, Evaluation Protocol=Standard2026.02 | 27.504 | 0.89 | 0.112 | — | |
| DepthSplatParams (M)=3542026.01 | 27.47 | 0.889 | 0.114 | — | |
| depthsplatParams (M)=354, Mem. (M)=3342, Time (s)=0.0822026.01 | 27.47 | — | — | — | |
| DepthSplatw/ 3DGS=true2025.10 | 27.47 | 0.889 | 0.114 | — | |
| DepthSplatResolution=256 × 256, Params=354M, Lat.=141ms, Thrp.=132026.03 | 27.47 | 0.889 | 0.114 | — | |
| DepthSplatTime=2 days, GPU Configuration=4× GH2002026.06 | 27.47 | 0.889 | 0.114 | — | |
| SurfSplat (Ours-B)Resolution=256x256, Evaluation Protocol=Standard, Backbone=ViT-B2026.02 | 27.447 | 0.89 | 0.113 | — | |
| FreeNeRFConditioning views=9-view, Evaluation setting=In-domain2025.01 | 27.32 | 0.843 | 0.332 | — | |
| HiSplatResolution=256x256, Evaluation Protocol=Standard2026.02 | 27.193 | 0.882 | 0.117 | — | |
| DDP-NeRFNumber of views=4 views2024.04 | 27.07 | 0.8617 | 0.1563 | — | |
| Mvsplat2026.03 | 27.03 | 0.891 | 0.106 | — | |
| SurfSplat (Ours-S)Resolution=256x256, Evaluation Protocol=Standard, Backbone=ViT-S2026.02 | 27.001 | 0.883 | 0.118 | — | |
| CAT3DConditioning views=3-view, Evaluation setting=In-domain, Internal dataset pre-training=true2025.01 | 26.78 | 0.917 | 0.132 | — | |
| CAT3DNumber of input views=3-view2025.03 | 26.78 | 0.917 | 0.132 | — | |
| TranSplatResolution=256x256, Evaluation Protocol=Standard2026.02 | 26.687 | 0.875 | 0.125 | — | |
| MonoSplatParams (M)=30.32026.01 | 26.68 | 0.875 | 0.123 | — | |
| MonoSplatParams (M)=30.3, Mem. (M)=1606, Time (s)=0.0622026.01 | 26.68 | — | — | — | |
| DDP-NeRFNumber of views=3 views2024.04 | 26.67 | 0.8587 | 0.1518 | — | |
| DS-NeRFNumber of views=4 views2024.04 | 26.65 | 0.7999 | 0.3103 | — | |
| DS-NeRFNumber of views=3 views2024.04 | 26.5 | 0.8004 | 0.2893 | — | |
| eFreeSplat2026.01 | 26.45 | 0.865 | 0.126 | — | |
| EvoNet-DResolution=256 × 256, Params=44M, Lat.=88ms, Thrp.=272026.03 | 26.41 | 0.871 | 0.127 | — | |
| MVSplatNumber of input views=22025.01 | 26.39 | 0.869 | 0.128 | — | |
| MVSplatParams (M)=122026.01 | 26.39 | 0.869 | 0.128 | — | |
| MVSplatParams (M)=12.0, Mem. (M)=1940, Time (s)=0.0542026.01 | 26.39 | — | — | — | |
| MVSplatw/ 3DGS=true2025.10 | 26.39 | 0.869 | 0.128 | — | |
| MVSplatResolution=256 × 256, Params=12M, Lat.=62ms2026.03 | 26.39 | 0.869 | 0.128 | — | |
| MVSplatResolution=256x256, Evaluation Protocol=Standard2026.02 | 26.359 | 0.868 | 0.129 | — | |
| SurfSplat (Ours-L)Resolution=512x512, Evaluation Protocol=HRRC, Backbone=ViT-L2026.02 | 26.331 | 0.866 | 0.217 | — | |
| Plücker2026.06 | 26.33 | 0.849 | 0.135 | — | |
| SurfSplat (Ours-B)Resolution=512x512, Evaluation Protocol=HRRC, Backbone=ViT-B2026.02 | 26.28 | 0.866 | 0.218 | — | |
| DS-NeRFNumber of views=2 views2024.04 | 26.26 | 0.7983 | 0.2709 | — | |
| SurfSplat (Ours-L)Resolution=Average, Backbone=ViT-L2026.02 | 26.255 | 0.867 | 0.216 | — | |
| SurfSplat (Ours-B)Resolution=Average, Backbone=ViT-B2026.02 | 26.157 | 0.865 | 0.217 | — | |
| ACEsplatTime=20 min (Stage 2) 25 min total, GPU Configuration=1× A402026.06 | 26.11 | 0.876 | 0.202 | — | |
| MuRFNumber of input views=22025.01 | 26.1 | 0.858 | 0.143 | — | |
| MuRFParams (M)=5.32026.01 | 26.1 | 0.858 | 0.143 | — | |
| MuRFResolution=256 × 2562026.03 | 26.1 | 0.858 | 0.143 | — | |
| pixelSplatParams (M)=125.42026.01 | 26.09 | 0.863 | 0.136 | — | |
| pixelSplatParams (M)=125.4, Mem. (M)=4108, Time (s)=0.1202026.01 | 26.09 | — | — | — | |
| pixelSplatResolution=256x256, Evaluation Protocol=Standard2026.02 | 26.049 | 0.862 | 0.137 | — | |
| URoPE2026.04 | 26.02 | 0.827 | 0.08 | — | |
| SurfSplat (Ours-S)Resolution=512x512, Evaluation Protocol=HRRC, Backbone=ViT-S2026.02 | 25.989 | 0.86 | 0.223 | — | |
| PixelSplatNumber of input views=22025.01 | 25.89 | 0.858 | 0.142 | — | |
| pixelSplatw/ 3DGS=true2025.10 | 25.89 | 0.858 | 0.142 | — | |
| pixelSplatResolution=256 × 256, Params=119M, Lat.=162ms2026.03 | 25.89 | 0.858 | 0.142 | — | |
| SurfSplat (Ours-S)Resolution=Average, Backbone=ViT-S2026.02 | 25.842 | 0.859 | 0.222 | — | |
| ReconFusionConditioning views=3-view, Evaluation setting=In-domain, Internal dataset pre-training=true2025.01 | 25.84 | 0.91 | 0.144 | — |