Mip-NeRF360
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Novel View Synthesis | Mip-NeRF360 | PSNR31.49 | 104 | |
| Novel View Synthesis | Mip-NeRF360 (test) | PSNR29.11 | 58 | |
| 3DGS Compression Artifact Restoration | Mip-NeRF360 (novel views) | LPIPS0.156 | 25 | |
| Novel View Synthesis | Mip-NeRF360 official (test) | PSNR28.18 | 19 | |
| Novel View Synthesis | Mip-NeRF360 (room) | PSNR33.29 | 13 | |
| Novel View Synthesis | Mip-NeRF360 (novel views) | PSNR29.826 | 12 | |
| 3D Stylization | Mip-NeRF360 Garden | ArtScore10.46 | 10 | |
| 3D Scene Reconstruction | Mip-NeRF360 average across four scenes | PSNR29.87 | 9 | |
| 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 | |
| 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 | |
| 3D Gaussian Splatting Compression | Mip-NeRF360 (test) | BD-Rate-64.82 | 5 | |
| Scene Rendering | Mip-NeRF360 | PSNR (1%)22.73 | 5 | |
| 3D Scene Reconstruction | Mip-NeRF360 | Peak GPU Memory (Counter Scene) (GB)3.53 | 5 | |
| Camera Pose Estimation | Mip-NeRF360 | RPE Translation0.252 | 4 | |
| Open-vocabulary Semantic Segmentation | Mip-NeRF360 (novel views) | mPA94.7 | 4 | |
| Novel View Synthesis | Mip-NeRF360 Sparse setting (test) | PSNR16.701 | 3 | |
| Novel View Synthesis | Mip-NeRF360 Dense setting (test) | PSNR20.42 | 3 | |
| Novel View Synthesis | Mip-NeRF360 Outdoor | FPS58 | 3 | |
| Novel View Synthesis | Mip-NeRF360 Indoor | FPS40 | 3 |
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