Novel-view reconstruction on RE10K
31.57PSNRiLRM
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| iLRMView Configuration=(8, H, F), #Param (M)=185, # Gaussians=131,072, Inference Time (s)=0.0282025.07 | 31.57 | 0.935 | 0.082 | |
| iLRM-MCView Configuration=(8, H, F), #Param (M)=185, # Gaussians=131,072, Inference Time (s)=0.029, Mini-batch cross-attention=true2025.07 | 31.24 | 0.933 | 0.084 | |
| iLRMView Configuration=(4, H, F), #Param (M)=185, # Gaussians=65,536, Inference Time (s)=0.0272025.07 | 30.37 | 0.923 | 0.095 | |
| iLRM-MCView Configuration=(4, H, F), #Param (M)=185, # Gaussians=65,536, Inference Time (s)=0.027, Mini-batch cross-attention=true2025.07 | 30.1 | 0.919 | 0.098 | |
| iLRMView Configuration=(2, F, F), #Param (M)=171, # Gaussians=131,072, Inference Time (s)=0.0252025.07 | 28.65 | 0.9 | 0.11 | |
| GS-LRM*#Param (M)=300, # Gaussians=131,0722025.07 | 28.1 | 0.892 | 0.114 | |
| DepthSplat#Param (M)=354, # Gaussians=131,072, Inference Time (s)=0.0652025.07 | 27.47 | 0.889 | 0.114 | |
| Gen-Den#Param (M)=28, # Gaussians=347,072, Inference Time (s)=0.2242025.07 | 27.08 | 0.879 | 0.12 | |
| MVSplatViews (#)=2, Params (M)=12.0, Evaluation Scenario=Interpolation2026.01 | 26.39 | 0.869 | 0.128 | |
| MVSplat#Param (M)=12, # Gaussians=131,072, Inference Time (s)=0.0472025.07 | 26.39 | 0.869 | 0.128 | |
| MuRFViews (#)=2, Params (M)=5.3, Evaluation Scenario=Interpolation2026.01 | 26.1 | 0.858 | 0.143 | |
| pixelSplatViews (#)=2, Params (M)=125.4, Evaluation Scenario=Interpolation2026.01 | 25.89 | 0.858 | 0.142 | |
| pixelSplat#Param (M)=125, # Gaussians=131,072, Inference Time (s)=0.1012025.07 | 25.89 | 0.858 | 0.142 | |
| studentSplatViews (#)=1, Params (M)=32.0, Evaluation Scenario=Extrapolation2026.01 | 24.98 | 0.794 | 0.156 | |
| AttnRendViews (#)=2, Params (M)=125.1, Evaluation Scenario=Interpolation2026.01 | 24.78 | 0.82 | 0.213 | |
| StreamSplat2025.06 | 24.68 | — | 0.167 | |
| pixelSplatViews (#)=2, Params (M)=125.4, Evaluation Scenario=Extrapolation2026.01 | 24.2 | 0.843 | 0.162 | |
| GPNRViews (#)=2, Params (M)=9.6, Evaluation Scenario=Interpolation2026.01 | 24.11 | 0.793 | 0.255 | |
| MVSplatViews (#)=2, Params (M)=12.0, Evaluation Scenario=Extrapolation2026.01 | 23.48 | 0.834 | 0.163 | |
| DGMarbles2025.06 | 23.4 | — | 0.33 | |
| SplatterImageViews (#)=1, Params (M)=62.1, Evaluation Scenario=Extrapolation2026.01 | 22.32 | 0.754 | 0.197 | |
| CoDeF2025.06 | 20.51 | — | 0.4 | |
| pixelNeRFViews (#)=2, Params (M)=28.2, Evaluation Scenario=Interpolation2026.01 | 20.43 | 0.589 | 0.55 | |
| pixelSplatViews (#)=1, Params (M)=125.4, Evaluation Scenario=Extrapolation2026.01 | 20.15 | 0.662 | 0.256 | |
| MVSplatViews (#)=1, Params (M)=12.0, Evaluation Scenario=Extrapolation2026.01 | 17.73 | 0.585 | 0.296 |