Table 3.
Quantitative comparison of two representative scenes from ScanNet and 3Dmatch.
3DMatch 7-Scenes-Fire | ScanNet Scene0002_00 | |||||||
---|---|---|---|---|---|---|---|---|
PSNR↑ | SSIM↑ | LPIPS↓ | Depth-RMSE↓ | PSNR↑ | SSIM↑ | LPIPS↓ | Depth-RMSE↓ | |
Depth-NeRF w/o completion | 29.78 | 0.549 | 0.038 | 0.173 | 28.55 | 0.496 | 0.278 | 0.204 |
Depth-NeRF w/o depth loss | 30.31 | 0.572 | 0.099 | 1.115 | 29.59 | 0.534 | 0.320 | 0.524 |
Depth-NeRF w/o dynamic sampling | 30.40 | 0.564 | 0.128 | 0.498 | 29.48 | 0.531 | 0.231 | 0.489 |
Depth-NeRF | 30.41 | 0.592 | 0.026 | 0.152 | 30.03 | 0.566 | 0.186 | 0.201 |