Research map / 3D vision / NeRF and radiance fields
Stereo Radiance Fields (SRF): Learning View Synthesis for Sparse Views of Novel Scenes
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Fine-tune SRF on the 10 test views (ablation) | SRF · DTU Birds | PSNR: 23.36 -> 24.97 | Helped |
| Fine-tune SRF on the 10 test views (ablation) | SRF · DTU Buildings | PSNR: 17.22 -> 19.71 | Helped |
| Fine-tune SRF on the 10 test views (ablation) | SRF · DTU Rabbit | PSNR: 18.79 -> 18.06 | Hurt |
| Fine-tune SRF on the 10 test views (ablation) | SRF · DTU Detergent | PSNR: 16.75 -> 16.97 | Helped |
| Fine-tune SRF on the 10 test views (ablation) | SRF · DTU Birds | SSIM: 0.65 -> 0.72 | Helped |
| Fine-tune SRF on the 10 test views (ablation) | SRF · DTU Buildings | SSIM: 0.57 -> 0.70 | Helped |
| Fine-tune SRF on the 10 test views (ablation) | SRF · DTU Rabbit | SSIM: 0.48 -> 0.55 | Helped |
| Fine-tune SRF on the 10 test views (ablation) | SRF · DTU Detergent | SSIM: 0.48 -> 0.60 | Helped |
| Fine-tune SRF on the 10 test views (ablation) | SRF · DTU Birds | LPIPS: 0.35 -> 0.27 | Helped |
| Fine-tune SRF on the 10 test views (ablation) | SRF · DTU Buildings | LPIPS: 0.29 -> 0.18 | Helped |
| Fine-tune SRF on the 10 test views (ablation) | SRF · DTU Rabbit | LPIPS: 0.49 -> 0.40 | Helped |
| Fine-tune SRF on the 10 test views (ablation) | SRF · DTU Detergent | LPIPS: 0.48 -> 0.37 | Helped |
Closest papers by meaning
- RegNeRF: Regularizing Neural Radiance Fields for View Synthesis From Sparse Inputs (CVPR 2022 · similarity 0.91)
- 3D Reconstruction with Generalizable Neural Fields using Scene Priors (ICLR 2024 · similarity 0.90)
- ColNeRF: Collaboration for Generalizable Sparse Input Neural Radiance Field (AAAI 2024 · similarity 0.90)
- Learning Robust Generalizable Radiance Field with Visibility and Feature Augmented Point Representation (ICLR 2024 · similarity 0.90)
- Few-Shot Neural Radiance Fields under Unconstrained Illumination (AAAI 2024 · similarity 0.89)
- NeRFPrior: Learning Neural Radiance Field as a Prior for Indoor Scene Reconstruction (CVPR 2025 · similarity 0.89)
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