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adding the link for the paper page and fixing image paths (nerfstudio…
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* bionerf markdown file
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Leandropassosjr authored May 9, 2024
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<h4> Biologically Plausible Neural Radiance Fields for View Synthesis</h4>

```{button-link} https://arxiv.org/pdf/2402.07310
```{button-link} https://leandropassosjr.github.io/BioNeRF/
:color: primary
:outline:
Paper Website
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:outline:
Nerfstudio add-on code
```
![examples](https://leandropassosjr.github.io/BioNeRF/assets/gifs.gif)<br>
![examples](https://leandropassosjr.github.io/BioNeRF/static/images/gifs.gif)<br>

**Biologically Plausible Neural Radiance Fields**

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## Pipeline

![pipeline](https://leandropassosjr.github.io/BioNeRF/assets/BioNeRF.png)<br>
![pipeline](https://leandropassosjr.github.io/BioNeRF/static/images/BioNeRF.png)<br>

Here is an overview pipeline for BioNeRF, we will walk through each component in this guide.

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| SSIM | 0.927 | 0.957 | 0.965 | 0.874 | 0.978 | 0.977 | 0.963 | 0.980 | 0.953 |
| LPIPS | 0.047 | 0.018 | 0.017 | 0.068 | 0.018 | 0.011 | 0.016 | 0.010 | 0.026 |

<img src='https://leandropassosjr.github.io/BioNeRF/assets/blender.jpeg'/>
<img src='https://leandropassosjr.github.io/BioNeRF/static/images/blender.jpeg'/>

Ground-truth (top) and synthetic view (bottom) images generated by BioNeRF regarding four Realistic Blender dataset’s scenes.

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| SSIM | 0.837 | 0.873 | 0.914 | 0.882 | 0.796 | 0.714 | 0.911 | 0.911 | 0.861 |
| LPIPS | 0.093 | 0.055 | 0.025 | 0.070 | 0.103 | 0.122 | 0.029 | 0.044 | 0.068 |

<img src='https://leandropassosjr.github.io/BioNeRF/assets/llff.jpeg'/>
<img src='https://leandropassosjr.github.io/BioNeRF/static/images/llff.jpeg'/>

Ground-truth (top) and synthetic view (bottom) images generated by BioNeRF regarding four LLFF dataset’s scenes.

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