NeRF
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Novel View Synthesis | NeRF Synthetic | PSNR34.64 | 110 | |
| Novel View Synthesis | Synthetic-NeRF (test) | PSNR36.58 | 53 | |
| Offline rendering | NeRF Synthetic (test) | PSNR37.67 | 40 | |
| 3D Scene Reconstruction | NeRF-Synthetic | Training Time (min)6.41 | 25 | |
| Novel View Synthesis | NeRF-synthetic original (test) | PSNR33.8 | 25 | |
| 3D Super-Resolution | NeRF Synthetic | PSNR33.37 | 21 | |
| NeRF Compression | NeRF Synthetic | PSNR33.69 | 13 | |
| Depth Estimation | NeRF real-world (test) | Depth Error (%)8.15 | 12 | |
| View Synthesis | NeRF Real (2-view) | PSNR20.2 | 10 | |
| Novel View Synthesis | NeRF Synthetic 360° (test) | PSNR31.75 | 10 | |
| Novel View Synthesis | NeRF Synthetic Scene | PSNR28.19 | 9 | |
| Novel View Synthesis | NeRF-Synthetic (holdout frames) | PSNR32.51 | 9 | |
| NeRF Reconstruction | NeRF-Synthetic | SSIM (Poisoned vs Render)96.9 | 8 | |
| Multi-view Consistent Inpainting | NeRF synthetic | PSNR19.58 | 7 | |
| Novel View Synthesis and Depth Estimation | NeRF LLFF | LPIPS0.2461 | 6 | |
| 3D Scene Editing | NeRF Syn. | Editing Time1.3 | 5 | |
| Appearance Editing | NeRF Syn. | FID121 | 5 | |
| 3D Scene Rendering | NeRF Synthetic 360 | Disk Storage (MB)8.3 | 5 | |
| Novel View Synthesis | NeRF Synthetic 6-shot | PSNR22.9 | 5 | |
| 3D Object Editing | NeRF dataset | CLIP-DS13 | 4 | |
| Robustness | NeRF unseen views 49 (test) | Hamming Distance (x100)1.1 | 4 | |
| Multiview Consistency | NeRF unseen views 49 (test) | Hamming Distance2.2 | 4 | |
| Material Selection | NeRF | mIoU48 | 4 | |
| NeRF Recoloring | NeRF Synthetic | PSNR32.88 | 4 | |
| Normal Estimation | Synthetic-NeRF | Normal MAE20.71 | 4 |
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