MipNeRF 360
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Novel View Synthesis | MipNeRF 360 Outdoor | PSNR26.4 | 123 | |
| 3D Gaussian Splatting Pruning | MipNeRF 360 | Time (s)2.55 | 20 | |
| 3D Reconstruction | MipNeRF-360 24-view | PSNR24.17 | 14 | |
| Cross-view intrinsic consistency | MipNeRF-360 Outdoor | Albedo0.043 | 13 | |
| Cross-view intrinsic consistency | MipNeRF-360 Indoor | Albedo0.258 | 13 | |
| Novel View Synthesis | MipNeRF 360 Moderate Data | PSNR25.716 | 9 | |
| Novel View Synthesis | MipNeRF-360 24 Views (test) | PSNR23.88 | 9 | |
| Novel View Synthesis | MipNeRF-360 Extrapolation Scenarios | SSIM0.267 | 8 | |
| Novel View Synthesis | MipNeRF-360 4K (test) | SSIM0.805 | 6 | |
| Novel View Synthesis | MipNeRF-360 Mixed Degradation (test) | PSNR17.86 | 6 | |
| Novel View Synthesis | MipNeRF-360 Color Degradation (test) | PSNR18.41 | 6 | |
| Novel View Synthesis | MipNeRF-360 Lightness Variation (test) | PSNR18.93 | 6 | |
| Sparse-view 3D Reconstruction | MipNeRF-360 12-view | PSNR20.11 | 5 | |
| Novel View Synthesis | MipNeRF-360 4K | SSIM80.5 | 4 | |
| Segmentation | MipNeRF 360 (test) | mIoU82 | 4 | |
| Robustness | MIPNeRF-360 unseen views 2 (test) | Hamming Distance (x100)1.2 | 4 | |
| Multiview Consistency | MIPNeRF-360 unseen views 2 (test) | Hamming Distance0.012 | 4 | |
| 3D Super-resolution | MipNeRF-360 bicycle and stump scenes | PSNR25.64 | 3 | |
| 3D Reconstruction | MipNeRF-360 (Reconfusion split) | PSNR (3-view)26.78 | 3 |
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