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</head>
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<body>
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<nav class="navbar" role="navigation" aria-label="main navigation">
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<div class="navbar-start" style="flex-grow: 1; justify-content: center;">
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<a class="navbar-item" href="https://keunhong.com">
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<div class="navbar-item has-dropdown is-hoverable">
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<a class="navbar-link">
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More Research
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<div class="navbar-dropdown">
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<a class="navbar-item" href="https://hypernerf.github.io">
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HyperNeRF
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</a>
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<a class="navbar-item" href="https://nerfies.github.io">
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Nerfies
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</a>
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<a class="navbar-item" href="https://latentfusion.github.io">
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LatentFusion
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<a class="navbar-item" href="https://photoshape.github.io">
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PhotoShape
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<h1 class="title is-1 publication-title">Nerfies: Deformable Neural Radiance Fields</h1>
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<div class="is-size-5 publication-authors">
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<span class="author-block">
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<a href="https://keunhong.com">Keunhong Park</a><sup>1</sup>,</span>
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<span class="author-block">
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<a href="https://utkarshsinha.com">Utkarsh Sinha</a><sup>2</sup>,</span>
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<span class="author-block">
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<a href="https://jonbarron.info">Jonathan T. Barron</a><sup>2</sup>,
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</span>
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<span class="author-block">
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<a href="http://sofienbouaziz.com">Sofien Bouaziz</a><sup>2</sup>,
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</span>
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<span class="author-block">
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<a href="https://www.danbgoldman.com">Dan B Goldman</a><sup>2</sup>,
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</span>
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<span class="author-block">
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<a href="https://homes.cs.washington.edu/~seitz/">Steven M. Seitz</a><sup>1,2</sup>,
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</span>
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<span class="author-block">
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<a href="http://www.ricardomartinbrualla.com">Ricardo Martin-Brualla</a><sup>2</sup>
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</span>
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<div class="publication-links">
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<!-- PDF Link. -->
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<a href="https://arxiv.org/pdf/2011.12948"
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<a href="https://arxiv.org/abs/2011.12948"
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<a href="https://www.youtube.com/watch?v=MrKrnHhk8IA"
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class="external-link button is-normal is-rounded is-dark">
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</span>
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<!-- Code Link. -->
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<span class="link-block">
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<a href="https://github.com/google/nerfies"
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class="external-link button is-normal is-rounded is-dark">
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<i class="fab fa-github"></i>
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</span>
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<!-- Dataset Link. -->
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<a href="https://github.com/google/nerfies/releases/tag/0.1"
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class="external-link button is-normal is-rounded is-dark">
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<span class="icon">
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<i class="far fa-images"></i>
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There's a lot of excellent work that was introduced around the same time as ours.
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</p>
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<p>
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<a href="https://arxiv.org/abs/2104.09125">Progressive Encoding for Neural Optimization</a> introduces an idea similar to our windowed position encoding for coarse-to-fine optimization.
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</p>
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<p>
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<a href="https://www.albertpumarola.com/research/D-NeRF/index.html">D-NeRF</a> and <a href="https://gvv.mpi-inf.mpg.de/projects/nonrigid_nerf/">NR-NeRF</a>
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both use deformation fields to model non-rigid scenes.
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</p>
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<p>
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Some works model videos with a NeRF by directly modulating the density, such as <a href="https://video-nerf.github.io/">Video-NeRF</a>, <a href="https://www.cs.cornell.edu/~zl548/NSFF/">NSFF</a>, and <a href="https://neural-3d-video.github.io/">DyNeRF</a>
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</p>
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<p>
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There are probably many more by the time you are reading this. Check out <a href="https://dellaert.github.io/NeRF/">Frank Dellart's survey on recent NeRF papers</a>, and <a href="https://github.com/yenchenlin/awesome-NeRF">Yen-Chen Lin's curated list of NeRF papers</a>.
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</p>
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</div>
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</div>
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<footer class="footer">
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<div class="container">
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<div class="content has-text-centered">
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<a class="icon-link"
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href="./static/videos/nerfies_paper.pdf">
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<i class="fas fa-file-pdf"></i>
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</a>
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<a class="icon-link" href="https://github.com/keunhong" class="external-link" disabled>
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<i class="fab fa-github"></i>
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</div>
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<div class="column is-8">
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<div class="content">
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This website is licensed under a <a rel="license"
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href="http://creativecommons.org/licenses/by-sa/4.0/">Creative
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Commons Attribution-ShareAlike 4.0 International License</a>.
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</p>
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<p>
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This means you are free to borrow the <a
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href="https://github.com/nerfies/nerfies.github.io">source code</a> of this website,
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we just ask that you link back to this page in the footer.
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Please remember to remove the analytics code included in the header of the website which
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</head>
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<body>
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<section class="hero">
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<div class="hero-body">
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<div class="container is-max-desktop">
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<h1 class="title is-1 publication-title">Nerfies: Deformable Neural Radiance Fields</h1>
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<div class="is-size-5 publication-authors">
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<span class="author-block">
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<a href="https://keunhong.com" target="_blank">Keunhong Park</a><sup>1</sup>,</span>
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<span class="author-block">
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<a href="https://utkarshsinha.com" target="_blank">Utkarsh Sinha</a><sup>2</sup>,</span>
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<span class="author-block">
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<a href="https://jonbarron.info" target="_blank">Jonathan T. Barron</a><sup>2</sup>,
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</span>
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<span class="author-block">
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<a href="http://sofienbouaziz.com" target="_blank">Sofien Bouaziz</a><sup>2</sup>,
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</span>
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<span class="author-block">
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<a href="https://www.danbgoldman.com" target="_blank">Dan B Goldman</a><sup>2</sup>,
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</span>
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<span class="author-block">
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<a href="https://homes.cs.washington.edu/~seitz/" target="_blank">Steven M. Seitz</a><sup>1,2</sup>,
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</span>
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<span class="author-block">
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<a href="http://www.ricardomartinbrualla.com" target="_blank">Ricardo Martin-Brualla</a><sup>2</sup>
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</span>
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</div>
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<div class="publication-links">
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<!-- PDF Link. -->
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<span class="link-block">
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<a href="https://arxiv.org/pdf/2011.12948" target="_blank"
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class="external-link button is-normal is-rounded is-dark">
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<span class="icon">
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<i class="fas fa-file-pdf"></i>
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</a>
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</span>
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<span class="link-block">
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<a href="https://arxiv.org/abs/2011.12948" target="_blank"
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class="external-link button is-normal is-rounded is-dark">
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<span class="icon">
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<i class="ai ai-arxiv"></i>
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</span>
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<!-- Video Link. -->
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<span class="link-block">
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<a href="https://www.youtube.com/watch?v=MrKrnHhk8IA" target="_blank"
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class="external-link button is-normal is-rounded is-dark">
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<span class="icon">
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<i class="fab fa-youtube"></i>
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</span>
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<!-- Code Link. -->
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<span class="link-block">
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<a href="https://github.com/google/nerfies" target="_blank"
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class="external-link button is-normal is-rounded is-dark">
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<span class="icon">
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<i class="fab fa-github"></i>
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</span>
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<!-- Dataset Link. -->
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<span class="link-block">
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<a href="https://github.com/google/nerfies/releases/tag/0.1" target="_blank"
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class="external-link button is-normal is-rounded is-dark">
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<span class="icon">
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<i class="far fa-images"></i>
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There's a lot of excellent work that was introduced around the same time as ours.
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</p>
|
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<p>
|
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+
<a href="https://arxiv.org/abs/2104.09125" target="_blank">Progressive Encoding for Neural Optimization</a> introduces an idea similar to our windowed position encoding for coarse-to-fine optimization.
|
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</p>
|
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<p>
|
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+
<a href="https://www.albertpumarola.com/research/D-NeRF/index.html" target="_blank">D-NeRF</a> and <a href="https://gvv.mpi-inf.mpg.de/projects/nonrigid_nerf/">NR-NeRF</a>
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both use deformation fields to model non-rigid scenes.
|
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</p>
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<p>
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+
Some works model videos with a NeRF by directly modulating the density, such as <a href="https://video-nerf.github.io/" target="_blank">Video-NeRF</a>, <a href="https://www.cs.cornell.edu/~zl548/NSFF/" target="_blank">NSFF</a>, and <a href="https://neural-3d-video.github.io/" target="_blank">DyNeRF</a>
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</p>
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<p>
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+
There are probably many more by the time you are reading this. Check out <a href="https://dellaert.github.io/NeRF/" target="_blank">Frank Dellart's survey on recent NeRF papers</a>, and <a href="https://github.com/yenchenlin/awesome-NeRF" target="_blank">Yen-Chen Lin's curated list of NeRF papers</a>.
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</p>
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</div>
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</div>
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<footer class="footer">
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<div class="container">
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<div class="content has-text-centered">
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<a class="icon-link" target="_blank"
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href="./static/videos/nerfies_paper.pdf">
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<i class="fas fa-file-pdf"></i>
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</a>
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<a class="icon-link" href="https://github.com/keunhong" target="_blank" class="external-link" disabled>
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<i class="fab fa-github"></i>
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</a>
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</div>
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<div class="column is-8">
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<div class="content">
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<p>
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+
This website is licensed under a <a rel="license" target="_blank"
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href="http://creativecommons.org/licenses/by-sa/4.0/">Creative
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Commons Attribution-ShareAlike 4.0 International License</a>.
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</p>
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<p>
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+
This means you are free to borrow the <a target="_blank"
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href="https://github.com/nerfies/nerfies.github.io">source code</a> of this website,
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we just ask that you link back to this page in the footer.
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Please remember to remove the analytics code included in the header of the website which
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