Research map / 3D vision / NeRF and radiance fields
GM-NeRF: Learning Generalizable Model-Based Neural Radiance Fields From Multi-View Images
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| add multi-view appearance blending (ablation) | Base GM-NeRF · Multi-Garment | PSNR: 25.22 -> 27.08 | Helped |
| add perceptual loss (ablation) | Base GM-NeRF · Multi-Garment | PSNR: 25.22 -> 27.75 | Helped |
| add neural rendering alongside MAB and PL (ablation) | GM-NeRF · Multi-Garment | PSNR: 28.72 -> 30.18 | Helped |
| use proposed visibility-based and geometry-guided attention instead of AvgPool (ablation) | GM-NeRF · THuman2.0 | PSNR: 27.81 -> 28.88 | Helped |
| use proposed multi-view fusion instead of IBRAtt (ablation) | GM-NeRF · THuman2.0 | SSIM: 0.9345 -> 0.9518 | Helped |
| use proposed multi-view fusion instead of AvgPool (ablation) | GM-NeRF · THuman2.0 | LPIPS: 0.05059 -> 0.03349 | Helped |
| use GM-NeRF rather than the strongest listed generalizable baseline | Multi-Garment unseen identity · Multi-Garment | PSNR: 28.61 -> 30.18 | Helped |
| use GM-NeRF rather than the strongest listed generalizable baseline | THuman2.0 unseen identity · THuman2.0 | LPIPS: 0.0734 -> 0.0335 | Helped |
| use GM-NeRF rather than the strongest listed generalizable baseline | GeneBody unseen identity · GeneBody | PSNR: 24.71 -> 23.90 | Hurt |
| fine-tune GM-NeRF pretrained on Multi-Garment | GM-NeRF on ZJUMocap · ZJUMocap novel pose synthesis | PSNR: 26.68 -> 27.63 | Helped |
| fine-tune GM-NeRF pretrained on Multi-Garment | GM-NeRF on ZJUMocap · ZJUMocap novel view synthesis | LPIPS: 0.0904 -> 0.0733 | Helped |
| fine-tune GM-NeRF on training data | GM-NeRF geometry reconstruction · Multi-Garment | Chamfer: 0.7175 -> 0.3721 | Helped |
Closest papers by meaning
- 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 0.90)
- Mask-Based Modeling for Neural Radiance Fields (ICLR 2024 · similarity 0.89)
- G-NeRF: Geometry-enhanced Novel View Synthesis from Single-View Images (CVPR 2024 · similarity 0.88)
- NeRF-VPT: Learning Novel View Representations with Neural Radiance Fields via View Prompt Tuning (AAAI 2024 · similarity 0.88)
- Is Vanilla MLP in Neural Radiance Field Enough for Few-shot View Synthesis? (CVPR 2024 · similarity 0.88)
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