Mip-NeRF360
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Novel View Synthesis | Mip-NeRF360 | PSNR31.49 | 138 | |
| Novel View Synthesis | Mip-NeRF360 (test) | PSNR29.11 | 62 | |
| 3DGS Compression Artifact Restoration | Mip-NeRF360 (novel views) | LPIPS0.156 | 25 | |
| Novel View Synthesis | Mip-NeRF360 official (test) | PSNR28.18 | 19 | |
| 3D Gaussian Splatting Compression | Mip-NeRF360 | PSNR27.82 | 16 | |
| Novel View Synthesis | Mip-NeRF360 (room) | PSNR33.29 | 13 | |
| Novel View Synthesis | Mip-NeRF360 (novel views) | PSNR29.826 | 12 | |
| 3DGS Compression | Mip-NeRF360 | BD-Rate-18.2 | 10 | |
| 3D Stylization | Mip-NeRF360 Garden | ArtScore10.46 | 10 | |
| 3D Scene Reconstruction | Mip-NeRF360 average across four scenes | PSNR29.87 | 9 | |
| 2D-to-3D Open-Vocabulary Segmentation | Mip-NeRF360 | mIoU89.51 | 8 | |
| Novel View Synthesis | Mip-NeRF360 0.1 ratio (test) | LPIPS0.3303 | 8 | |
| Novel View Synthesis | Mip-NeRF360 0.03 ratio (test) | LPIPS0.4595 | 8 | |
| 3D Super-resolution | Mip-NeRF360 (test) | PSNR27.23 | 8 | |
| Importance score computation | Mip-NeRF360 Indoor | Computation Time (s)1.27 | 7 | |
| Importance score computation | Mip-NeRF360 Outdoor | Computation Time (s)3.73 | 7 | |
| Novel View Synthesis | Mip-NeRF360 kitchen | PSNR32.09 | 7 | |
| Novel View Synthesis | Mip-NeRF360 counter | PSNR29.479 | 7 | |
| Novel View Synthesis | Mip-NeRF360 bonsai | PSNR32.96 | 7 | |
| Keyframe Selection | Mip-Nerf360 (test) | PSNR18.73 | 7 | |
| Batch View Selection | Mip-Nerf360 (test) | PSNR20.86 | 7 | |
| Single View Selection | Mip-NeRF360 average over nine scenes 10 views | PSNR18.15 | 7 | |
| Novel View Synthesis | Mip-NeRF360 Indoor | BD-Rate-33.9 | 6 | |
| Novel View Synthesis | Mip-NeRF360 Outdoor | BD-Rate-42.63 | 6 | |
| Novel View Synthesis | Mip-NeRF360 (24 views) | PSNR24.18 | 5 |
Showing 25 of 40 rows