Research map / 3D vision / NeRF and radiance fields
Streaming Radiance Fields for 3D Video Synthesis
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| use incremental narrow-band tuning instead of per-frame Plenoxels training | Plenoxels · N3DV | train time per frame (min): 23 -> 0.25 | Helped |
| use incremental narrow-band tuning instead of per-frame Plenoxels training | Plenoxels · N3DV | PSNR (dB): 28.68 -> 28.26 | Hurt |
| use incremental narrow-band tuning instead of per-frame Plenoxels training | Plenoxels · Meet Room | storage per frame (MB): 1015 -> 5.7/9.0 | Helped |
| add difference-based compression (ablation) | StreamRF · Meet Room | storage per frame (MB): 1015 MB -> 5.7 MB | Helped |
| add difference-based compression (ablation) | StreamRF · Meet Room | PSNR: decrease 0.156 in average | No clear effect |
| tune with narrow band instead of dense grid (ablation) | StreamRF · Meet Room | training cost: around 40% faster, 63% less memory | Helped |
| tune with narrow band instead of sparse or dense grid (ablation) | StreamRF · Meet Room | PSNR across frames | Helped |
| add pilot model guidance instead of lengthening full-scale training (ablation) | StreamRF · N3DV and Meet Room | visual quality (artifacts) | Helped |
| use SH threshold, float16 and zlib stages (ablation) | diff compression · Meet Room | storage per frame (MB): 1481.5 -> 5.7 | Helped |
Closest papers by meaning
- VideoRF: Rendering Dynamic Radiance Fields as 2D Feature Video Streams (CVPR 2024 · similarity 0.89)
- 3DGStream: On-the-Fly Training of 3D Gaussians for Efficient Streaming of Photo-Realistic Free-Viewpoint Videos (CVPR 2024 · similarity 0.89)
- TeTriRF: Temporal Tri-Plane Radiance Fields for Efficient Free-Viewpoint Video (CVPR 2024 · similarity 0.89)
- HyRF: Hybrid Radiance Fields for Memory-efficient and High-quality Novel View Synthesis (NeurIPS 2025 · similarity 0.88)
- MuRF: Multi-Baseline Radiance Fields (CVPR 2024 · similarity 0.87)
- HiCoM: Hierarchical Coherent Motion for Dynamic Streamable Scenes with 3D Gaussian Splatting (NeurIPS 2024 · similarity 0.87)
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