Research map / 3D vision / NeRF and radiance fields
NeRFusion: Fusing Radiance Fields for Large-Scale Scene Reconstruction
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use recurrent neural volume fusion instead of IBRNet direct inference | ScanNet novel-view synthesis · ScanNet | PSNR: 21.19 -> 22.99 | Helped |
| Fine-tune the predicted radiance field per scene for 1h | NeRFusion · ScanNet | PSNR: 22.99 -> 26.49 | Helped |
| Fine-tune the predicted radiance field per scene for 1h | NeRFusion · NeRF Synthetic | PSNR: 25.47 -> 31.25 | Helped |
| Fine-tune the predicted radiance field per scene for 1h | NeRFusion · DTU | PSNR: 26.19 -> 31.79 | Helped |
| Use recurrent neural volume fusion instead of IBRNet direct inference | NeRFusion · NeRF Synthetic | SSIM: 0.916 -> 0.922 | Helped |
| Use recurrent neural volume fusion instead of IBRNet direct inference | NeRFusion · NeRF Synthetic | PSNR: 25.51 -> 25.47 | No clear effect |
| Use recurrent neural volume fusion instead of MVSNeRF direct inference | NeRFusion · DTU | PSNR: 26.63 -> 26.19 | Hurt |
| Increase the number of input neighboring views (ablation) | NeRFusion local volume reconstruction · Novel-view rendering | rendered detail | Helped |
Closest papers by meaning
- D-NeRF: Neural Radiance Fields for Dynamic Scenes (CVPR 2021 · similarity 0.91)
- NeRFPrior: Learning Neural Radiance Field as a Prior for Indoor Scene Reconstruction (CVPR 2025 · similarity 0.90)
- NeRF On-the-go: Exploiting Uncertainty for Distractor-free NeRFs in the Wild (CVPR 2024 · similarity 0.90)
- Language-driven Object Fusion into Neural Radiance Fields with Pose-Conditioned Dataset Updates (CVPR 2024 · similarity 0.90)
- CF-NeRF: Camera Parameter Free Neural Radiance Fields with Incremental Learning (AAAI 2024 · similarity 0.90)
- Ced-NeRF: A Compact and Efficient Method for Dynamic Neural Radiance Fields (AAAI 2024 · similarity 0.90)
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