Research map / 3D vision / NeRF and radiance fields
PaletteNeRF: Palette-Based Appearance Editing of Neural Radiance Fields
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Add palette-based decomposition to Instant-NGP | Instant-NGP · LLFF | PSNR: 24.50 -> 24.50 | No clear effect |
| Add palette-based decomposition to Instant-NGP | Instant-NGP · LLFF | LPIPS: 0.145 -> 0.152 | Hurt |
| Add color offsets to palette bases (ablation) | PaletteNeRF · LLFF | LPIPS: 0.160 -> 0.152 | Helped |
| Add color offsets to palette bases (ablation) | PaletteNeRF · LLFF | Sparsity: 0.647 -> 0.478 | Helped |
| Add sparsity loss (ablation) | PaletteNeRF · LLFF | Sparsity: 1.643 -> 0.478 | Helped |
| Add sparsity loss (ablation) | PaletteNeRF · LLFF | TV: 0.123 -> 0.303 | Hurt |
| Add sparsity loss (ablation) | PaletteNeRF · LLFF recoloring | color bleeding | Helped |
| Add smooth loss (ablation) | PaletteNeRF · LLFF | TV: 0.549 -> 0.303 | Helped |
| Add smooth loss (ablation) | PaletteNeRF · LLFF recoloring | recoloring artifacts | Helped |
Closest papers by meaning
- LAENeRF: Local Appearance Editing for Neural Radiance Fields (CVPR 2024 · similarity 0.93)
- IReNe: Instant Recoloring of Neural Radiance Fields (CVPR 2024 · similarity 0.90)
- SIGNeRF: Scene Integrated Generation for Neural Radiance Fields (CVPR 2024 · similarity 0.89)
- Few-Shot Neural Radiance Fields under Unconstrained Illumination (AAAI 2024 · similarity 0.89)
- GSNeRF: Generalizable Semantic Neural Radiance Fields with Enhanced 3D Scene Understanding (CVPR 2024 · similarity 0.88)
- NeRF On-the-go: Exploiting Uncertainty for Distractor-free NeRFs in the Wild (CVPR 2024 · similarity 0.88)
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