notesum.ai
Published at December 10PRM: Photometric Stereo based Large Reconstruction Model
cs.CV
cs.GR
Released Date: December 10, 2024
Authors: Wenhang Ge1, Jiantao Lin1, Guibao Shen1, Jiawei Feng1, Tao Hu2, Xinli Xu1, Ying-Cong Chen3
Aff.: 1HKUST-GZ; 2National University of Singapore; 3HKUST

| Dataset | GSO | OmniObject3D | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Metric | CD | FS@0.1 | PSNR | SSIM | LPIPS | CD | FS@0.1 | PSNR | SSIM | LPIPS |
| TripoSR | 0.109 | 0.872 | 15.247 | 0.859 | 0.197 | 0.083 | 0.940 | 15.237 | 0.865 | 0.176 |
| CRM | 0.202 | 0.707 | 17.293 | 0.854 | 0.142 | 0.088 | 0.907 | 18.293 | 0.894 | 0.112 |
| LGM | 0.144 | 0.800 | 17.643 | 0.869 | 0.158 | 0.138 | 0.823 | 17.893 | 0.884 | 0.139 |
| InstantMesh | 0.076 | 0.931 | 19.988 | 0.901 | 0.096 | 0.096 | 0.892 | 18.608 | 0.903 | 0.096 |
| PRM | 0.050 | 0.981 | 25.125 | 0.929 | 0.061 | 0.053 | 0.979 | 25.063 | 0.932 | 0.063 |