Research map / 3D vision / NeRF and radiance fields
NeurMiPs: Neural Mixture of Planar Experts for View Synthesis
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use learnable slanted planar experts with per-plane radiance fields instead of volumetric NeRF rendering | NeurMiPs · Replica hard viewpoints | PSNR: 29.02 -> 30.05 | Helped |
| Use learnable slanted planar experts with per-plane radiance fields instead of volumetric NeRF rendering | NeurMiPs · Tanks & Temples | SSIM: 0.917 -> 0.908 | Hurt |
| Use learnable slanted planar experts with per-plane radiance fields instead of volumetric NeRF rendering | NeurMiPs · Replica | LPIPS: 0.097 -> 0.088 | Helped |
| Add SfM point-cloud geometry initialization (ablation) | NeurMiPs · Replica kitchen | PSNR: 25.069 -> 30.810 | Helped |
| Add teacher distillation after SfM geometry initialization (ablation) | NeurMiPs with SfM initialization · Replica kitchen | PSNR: 30.810 -> 33.659 | Helped |
| Increase the number of planar experts from 25 to 500 (ablation) | NeurMiPs · Replica | PSNR: 26.41 -> 30.87 | Helped |
| Increase the number of planar experts from 500 to 1000 (ablation) | NeurMiPs · Replica | PSNR: 30.87 -> 30.64 | Hurt |
Closest papers by meaning
- NeRS: Neural Reflectance Surfaces for Sparse-view 3D Reconstruction in the Wild (NeurIPS 2021 · similarity 0.88)
- GoLF-NRT: Integrating Global Context and Local Geometry for Few-Shot View Synthesis (CVPR 2025 · similarity 0.86)
- NeRFPrior: Learning Neural Radiance Field as a Prior for Indoor Scene Reconstruction (CVPR 2025 · similarity 0.86)
- UniSDF: Unifying Neural Representations for High-Fidelity 3D Reconstruction of Complex Scenes with Reflections (NeurIPS 2024 · similarity 0.86)
- Few-Shot Neural Radiance Fields under Unconstrained Illumination (AAAI 2024 · similarity 0.86)
- Neural Directional Encoding for Efficient and Accurate View-Dependent Appearance Modeling (CVPR 2024 · similarity 0.86)
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