Research map / 3D vision / NeRF and radiance fields
D-NeRF: Neural Radiance Fields for Dynamic Scenes
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Add a canonical scene mapping and deformation field instead of directly conditioning radiance on time (ablation) | D-NeRF · Hell Warrior | PSNR: 23.19 -> 25.02 | Helped |
| Add a canonical scene mapping and deformation field instead of directly conditioning radiance on time (ablation) | D-NeRF · Mutant | PSNR: 30.56 -> 31.29 | Helped |
| Add a canonical scene mapping and deformation field instead of directly conditioning radiance on time (ablation) | D-NeRF · Hook | PSNR: 27.21 -> 29.25 | Helped |
| Add a canonical scene mapping and deformation field instead of directly conditioning radiance on time (ablation) | D-NeRF · Bouncing Balls | PSNR: 32.01 -> 32.80 | Helped |
| Add a canonical scene mapping and deformation field instead of directly conditioning radiance on time (ablation) | D-NeRF · Lego | PSNR: 23.82 -> 21.64 | Hurt |
| Add a canonical scene mapping and deformation field instead of directly conditioning radiance on time (ablation) | D-NeRF · T-Rex | PSNR: 30.19 -> 31.75 | Helped |
| Add a canonical scene mapping and deformation field instead of directly conditioning radiance on time (ablation) | D-NeRF · Stand Up | PSNR: 31.24 -> 32.79 | Helped |
| Add a canonical scene mapping and deformation field instead of directly conditioning radiance on time (ablation) | D-NeRF · Jumping Jacks | PSNR: 32.01 -> 32.80 | Helped |
Closest papers by meaning
- NeRFLight: Fast and Light Neural Radiance Fields Using a Shared Feature Grid (CVPR 2023 · similarity 0.93)
- Ced-NeRF: A Compact and Efficient Method for Dynamic Neural Radiance Fields (AAAI 2024 · similarity 0.92)
- Joint Optimization of Neural Radiance Fields and Continuous Camera Motion from a Monocular Video (CVPR 2025 · similarity 0.92)
- Rad-NeRF: Ray-decoupled Training of Neural Radiance Field (NeurIPS 2024 · similarity 0.91)
- BLiRF: Bandlimited Radiance Fields for Dynamic Scene Modeling (AAAI 2024 · similarity 0.91)
- CF-NeRF: Camera Parameter Free Neural Radiance Fields with Incremental Learning (AAAI 2024 · similarity 0.91)
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