Foreground Rendering on DTU
28.87Average Metric Value (Mixed)Neuralangelo
Evaluation Results
| Method | Links | |||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| NeuralangeloEditing capability=implicit, Metric=PSNR2026.06 | 28.87 | 28.87 | — | — | 27.18 | 24.32 | 27.8 | 26.86 | 25.55 | 27.24 | 28.4 | 33.16 | 26.83 | 33.9 | 31.39 | 31.81 | 27.35 | 29.18 | 32.14 | |
| NeuMesh++Editing capability=editing-functional, Normal supervision=w/o normal, Metric=PSNR2026.06 | 28.46 | 28.46 | — | — | 27.3 | 23.9 | 28.62 | 28.07 | 29.21 | 27.15 | 24.86 | 29.92 | 27.56 | 33.38 | 27.05 | 29.78 | 28.14 | 29.27 | 32.66 | |
| NeuMesh++Editing capability=editing-functional, Metric=PSNR2026.06 | 28.39 | 28.39 | — | — | 27.19 | 23.85 | 28.53 | 27.88 | 29.28 | 26.83 | 25.08 | 30.13 | 27.61 | 33.41 | 26.81 | 29.84 | 27.88 | 29.39 | 32.18 | |
| NeuMesh++Editing capability=editing-functional, Interpolation mode=early interp., Metric=PSNR2026.06 | 28.37 | 28.37 | — | — | 27.14 | 23.77 | 28.32 | 28.03 | 29.36 | 26.42 | 24.98 | 29.98 | 27.57 | 33.21 | 27.07 | 29.8 | 28.02 | 29.35 | 32.51 | |
| NeuMeshEditing capability=editing-functional, Metric=PSNR2026.06 | 28.12 | 28.12 | — | — | 26.02 | 22.39 | 26.13 | 23.71 | 30.07 | 28.53 | 27.25 | 32.34 | 25.59 | 31.64 | 30.42 | 27.57 | 27.24 | 31.27 | 31.59 | |
| NeuSEditing capability=implicit, Metric=PSNR2026.06 | 26.35 | 26.35 | — | — | 23.75 | 20.89 | 24.37 | 22.31 | 29.18 | 25.49 | 26.57 | 29.88 | 24.5 | 29.8 | 28.56 | 25.81 | 24.76 | 29.14 | 30.26 | |
| NeuTexEditing capability=editing-functional, Metric=PSNR2026.06 | 26.08 | 26.08 | — | — | 18.93 | 20.13 | 23.62 | 21.38 | 28.98 | 27.08 | 25.3 | 32.33 | 23.89 | 29.3 | 28.16 | 25.73 | 26.15 | 28.97 | 31.26 | |
| BakedSDF*Editing capability=editing-functional, Metric=PSNR2026.06 | 26.08 | 26.08 | — | — | 27.11 | 22.86 | 24.32 | 26.75 | 26.77 | 24.41 | 25.14 | 26.31 | 25.09 | 29.24 | 24.52 | 26.47 | 26.98 | 26.2 | 29.08 | |
| DVGOEditing capability=implicit, Metric=PSNR2026.06 | 25.92 | 25.92 | — | — | 26.51 | 22.86 | 26.23 | 25.54 | 27.54 | 24.12 | 24.66 | 26.38 | 25.02 | 29.52 | 22.5 | 25.76 | 27.04 | 26.06 | 29.03 | |
| NeuralangeloEditing capability=implicit, Metric=SSIM2026.06 | 0.97 | — | 97 | — | 0.928 | 0.944 | 0.927 | 0.971 | 0.984 | 0.979 | 0.96 | 0.993 | 0.971 | 0.984 | 0.981 | 0.988 | 0.971 | 0.982 | 0.986 | |
| NeuMesh++Editing capability=editing-functional, Normal supervision=w/o normal, Metric=SSIM2026.06 | 0.94 | — | 94 | — | 0.896 | 0.881 | 0.89 | 0.961 | 0.96 | 0.938 | 0.928 | 0.979 | 0.938 | 0.954 | 0.954 | 0.958 | 0.929 | 0.967 | 0.973 | |
| NeuMesh++Editing capability=editing-functional, Interpolation mode=early interp., Metric=SSIM2026.06 | 0.94 | — | 94 | — | 0.892 | 0.878 | 0.883 | 0.96 | 0.961 | 0.938 | 0.933 | 0.98 | 0.939 | 0.953 | 0.954 | 0.957 | 0.932 | 0.968 | 0.973 | |
| NeuMesh++Editing capability=editing-functional, Metric=SSIM2026.06 | 0.94 | — | 94 | — | 0.894 | 0.882 | 0.889 | 0.961 | 0.96 | 0.939 | 0.931 | 0.979 | 0.938 | 0.954 | 0.953 | 0.958 | 0.925 | 0.968 | 0.972 | |
| BakedSDF*Editing capability=editing-functional, Metric=SSIM2026.06 | 0.932 | — | 93.2 | — | 0.882 | 0.865 | 0.842 | 0.951 | 0.959 | 0.915 | 0.937 | 0.976 | 0.934 | 0.945 | 0.953 | 0.945 | 0.934 | 0.968 | 0.968 | |
| DVGOEditing capability=implicit, Metric=SSIM2026.06 | 0.926 | — | 92.6 | — | 0.849 | 0.847 | 0.807 | 0.922 | 0.965 | 0.954 | 0.94 | 0.979 | 0.941 | 0.949 | 0.937 | 0.94 | 0.932 | 0.963 | 0.966 | |
| NeuMeshEditing capability=editing-functional, Metric=SSIM2026.06 | 0.919 | — | 91.9 | — | 0.824 | 0.828 | 0.792 | 0.889 | 0.961 | 0.959 | 0.946 | 0.979 | 0.931 | 0.945 | 0.941 | 0.94 | 0.929 | 0.963 | 0.965 | |
| NeuSEditing capability=implicit, Metric=SSIM2026.06 | 0.909 | — | 90.9 | — | 0.789 | 0.813 | 0.755 | 0.861 | 0.96 | 0.959 | 0.943 | 0.977 | 0.93 | 0.94 | 0.934 | 0.935 | 0.912 | 0.956 | 0.963 | |
| NeuTexEditing capability=editing-functional, Metric=SSIM2026.06 | 0.893 | — | 89.3 | — | 0.718 | 0.792 | 0.739 | 0.839 | 0.953 | 0.954 | 0.915 | 0.969 | 0.915 | 0.935 | 0.926 | 0.917 | 0.91 | 0.947 | 0.96 | |
| NeuTexEditing capability=editing-functional, Metric=LPIPS (Alex)2026.06 | 0.196 | — | — | 0.196 | 0.534 | 0.272 | 0.424 | 0.197 | 0.077 | 0.11 | 0.193 | 0.052 | 0.191 | 0.151 | 0.174 | 0.142 | 0.198 | 0.125 | 0.103 | |
| NeuSEditing capability=implicit, Metric=LPIPS (Alex)2026.06 | 0.176 | — | — | 0.176 | 0.322 | 0.244 | 0.412 | 0.177 | 0.116 | 0.11 | 0.162 | 0.059 | 0.138 | 0.163 | 0.158 | 0.151 | 0.202 | 0.12 | 0.105 | |
| DVGOEditing capability=implicit, Metric=LPIPS (Alex)2026.06 | 0.117 | — | — | 0.117 | 0.203 | 0.156 | 0.257 | 0.066 | 0.075 | 0.111 | 0.141 | 0.041 | 0.103 | 0.105 | 0.128 | 0.102 | 0.105 | 0.08 | 0.079 | |
| NeuMeshEditing capability=editing-functional, Metric=LPIPS (Alex)2026.06 | 0.117 | — | — | 0.117 | 0.236 | 0.17 | 0.266 | 0.088 | 0.075 | 0.079 | 0.113 | 0.038 | 0.109 | 0.103 | 0.117 | 0.109 | 0.116 | 0.067 | 0.072 | |
| BakedSDF*Editing capability=editing-functional, Metric=LPIPS (Alex)2026.06 | 0.071 | — | — | 0.071 | 0.085 | 0.116 | 0.162 | 0.043 | 0.038 | 0.062 | 0.094 | 0.027 | 0.074 | 0.066 | 0.067 | 0.065 | 0.081 | 0.043 | 0.049 | |
| NeuMesh++Editing capability=editing-functional, Interpolation mode=early interp., Metric=LPIPS (Alex)2026.06 | 0.064 | — | — | 0.064 | 0.08 | 0.09 | 0.123 | 0.035 | 0.044 | 0.078 | 0.095 | 0.024 | 0.07 | 0.052 | 0.061 | 0.052 | 0.064 | 0.045 | 0.045 | |
| NeuMesh++Editing capability=editing-functional, Normal supervision=w/o normal, Metric=LPIPS (Alex)2026.06 | 0.062 | — | — | 0.062 | 0.072 | 0.092 | 0.12 | 0.034 | 0.04 | 0.073 | 0.101 | 0.023 | 0.067 | 0.048 | 0.06 | 0.052 | 0.066 | 0.045 | 0.043 | |
| NeuMesh++Editing capability=editing-functional, Metric=LPIPS (Alex)2026.06 | 0.062 | — | — | 0.062 | 0.074 | 0.091 | 0.12 | 0.034 | 0.041 | 0.073 | 0.098 | 0.022 | 0.067 | 0.048 | 0.061 | 0.051 | 0.069 | 0.043 | 0.044 | |
| NeuralangeloEditing capability=implicit, Metric=LPIPS (Alex)2026.06 | 0.02 | — | — | 0.02 | 0.041 | 0.032 | 0.054 | 0.027 | 0.009 | 0.015 | 0.032 | 0.003 | 0.021 | 0.007 | 0.012 | 0.008 | 0.026 | 0.01 | 0.008 |