Research map / 3D vision / NeRF and radiance fields
NeRF in the Wild: Neural Radiance Fields for Unconstrained Photo Collections
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Add per-image appearance embeddings and transient/uncertainty fields | NeRF · Phototourism landmarks | PSNR: NeRF-W improves over the previous state of the art NRW by an average margin of 4.4dB | Helped |
| Add per-image appearance embeddings (ablation) | NeRF · Lego Color Perturbations | PSNR: 23.38±0.05 -> 30.66±1.38 | Helped |
| Add transient head and uncertainty modeling (ablation) | NeRF · Lego Occluders | PSNR: 19.35±0.11 -> 23.47±0.50 | Helped |
| Combine appearance embeddings with transient/uncertainty modeling (ablation) | NeRF · Lego Colors Perturbations & Occluders | PSNR: 15.73±3.13 -> 22.19±0.30 | Helped |
| Add appearance embeddings without transient head (ablation) | NeRF-W · Lego Color Perturbations | PSNR: 31.51±0.28 -> 30.66±1.38 | Hurt |
| Remove appearance embedding (ablation) | NeRF-W · Lego Color Perturbations | PSNR: 31.51±0.28 -> 24.87±0.52 | Hurt |
| Remove transient head (ablation) | NeRF-W · Lego Occluders | PSNR: 25.03±1.00 -> 22.71±0.63 | Hurt |
| Remove appearance embedding (ablation) | NeRF-W · Lego Occluders | PSNR: 25.03±1.00 -> 23.47±0.50 | Hurt |
| Train on color perturbations and occluders rather than clean images | NeRF · Lego | PSNR: 33.35±0.05 -> 15.73±3.13 | Hurt |
| Use NeRF-W rather than NeRF on clean data (ablation) | NeRF · Lego Original | PSNR: 33.35±0.05 -> 32.89±0.14 | No clear effect |
Closest papers by meaning
- NeRF On-the-go: Exploiting Uncertainty for Distractor-free NeRFs in the Wild (CVPR 2024 · similarity 0.93)
- D-NeRF: Neural Radiance Fields for Dynamic Scenes (CVPR 2021 · similarity 0.92)
- Few-Shot Neural Radiance Fields under Unconstrained Illumination (AAAI 2024 · similarity 0.91)
- Bright-NeRF: Brightening Neural Radiance Field with Color Restoration from Low-Light RAW Images (AAAI 2025 · similarity 0.91)
- NeRF-VPT: Learning Novel View Representations with Neural Radiance Fields via View Prompt Tuning (AAAI 2024 · similarity 0.91)
- BLiRF: Bandlimited Radiance Fields for Dynamic Scene Modeling (AAAI 2024 · similarity 0.90)
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