MipNeRF360
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Novel View Synthesis | MipNeRF360 | PSNR29.01 | 26 | |
| 3D Scene Reconstruction | MipNeRF360 Indoor (test) | PSNR31.72 | 22 | |
| 3D Scene Rendering | MipNeRF360 | Average Peak GPU Memory (GB)5.08 | 15 | |
| 3D Scene Reconstruction | MipNeRF360 Outdoor (test) | PSNR24.83 | 15 | |
| Novel View Synthesis | MipNeRF360 Room | PSNR32.3 | 12 | |
| 3D reconstruction | MipNeRF360 (train) | F1-Score40.6 | 9 | |
| Novel View Synthesis | MipNeRF360 K=9 view-count split | H Score8 | 8 | |
| Novel View Synthesis | MipNeRF360 K=6 view-count | H8 | 8 | |
| Novel View Synthesis | MipNeRF360 K=3 view-count | H8 | 8 | |
| Novel View Synthesis | MipNeRF360 64 Views | PSNR26 | 8 | |
| Novel View Synthesis | MipNeRF360 32 Views | PSNR25.26 | 8 | |
| Novel View Synthesis | MipNeRF360 Flowers | Size (MB)3.9 | 8 | |
| Novel View Synthesis | MipNeRF360 Bonsai | Model Size (MB)3.7 | 8 | |
| Novel View Synthesis | MipNeRF360 standard (test) | PSNR27.76 | 7 | |
| Novel View Synthesis | MipNeRF360 1 (test) | PSNR28.54 | 7 | |
| Fluid-structure plausibility | MipNeRF360 | Mean Fluid Divergence0.001 | 6 | |
| Novel View Synthesis | MipNeRF360 unseen | PSNR16.76 | 6 | |
| Novel View Synthesis | MipNeRF360 Stump | Size (MB)4.23 | 6 | |
| Viewpoint generalization | MipNeRF360 | PSNR18.3 | 5 | |
| Novel View Synthesis | MipNeRF360 36 input views (test) | LPIPS0.2239 | 5 | |
| Novel View Synthesis | MipNeRF360 20 input views (test) | LPIPS0.3421 | 5 | |
| Novel View Synthesis | MipNeRF360 12 input views (test) | LPIPS0.4503 | 5 | |
| 3D Scene Watermarking and Reconstruction | MipNeRF360 | PSNR29.16 | 5 | |
| Mesh Reconstruction | MipNeRF360 Garden scene | Aspect Ratio (AR)3.025 | 4 | |
| Visual reconstruction | MipNeRF360 real, forward-facing scenes (original train test) | PSNR15.5502 | 4 |
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