3D Reconstruction on Google Scanned Objects (test)
0.03LPIPSGS-LRM
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| GS-LRMInput views=8, Resolution=Res-2562024.06 | 0.03 | 31.9 | 0.966 | — | — | |
| GS-LRMInput views=8, Resolution=Res-5122024.06 | 0.031 | 33.23 | 0.971 | — | — | |
| LRM-ZeroInput views=8, Resolution=Res-2562024.06 | 0.036 | 30.78 | 0.957 | — | — | |
| LRM-ZeroInput views=8, Resolution=Res-5122024.06 | 0.039 | 31.62 | 0.96 | — | — | |
| GS-LRM#Param(M)=3002024.12 | 0.05 | 30.52 | 0.952 | — | — | |
| Generative Densification#Param(M)=134, training_epochs=502024.12 | 0.058 | 31.06 | 0.966 | — | — | |
| Generative Densification (w/ residual)#Param(M)=134, training_epochs=50, residual_learning=true2024.12 | 0.058 | 31.23 | 0.967 | — | — | |
| LaRa#Param(M)=1252024.12 | 0.06 | 29.7 | 0.959 | — | — | |
| Generative Densification (fast)#Param(M)=134, training_epochs=302024.12 | 0.062 | 30.62 | 0.964 | — | — | |
| LGM#Param(M)=4152024.12 | 0.063 | 23.67 | 0.917 | — | — | |
| SAP3DNumber of input images=42024.04 | 0.11 | 19.6 | 0.85 | 0.023 | 67 | |
| SAP3DNumber of input images=52024.04 | 0.11 | 19.8 | 0.86 | 0.019 | 68 | |
| SAP3DNumber of input images=32024.04 | 0.14 | 18.5 | 0.83 | 0.024 | 57 | |
| MVSNeRF#Param(M)=0.522024.12 | 0.154 | 15.21 | 0.912 | — | — | |
| SAP3DNumber of input images=22024.04 | 0.16 | 18 | 0.83 | 0.041 | 51 | |
| Zero-1-to-3Number of input images=12024.04 | 0.23 | 14.1 | 0.82 | 0.168 | 25 | |
| MuRF#Param(M)=15.72024.12 | 0.279 | 12.89 | 0.885 | — | — |