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6 changes: 3 additions & 3 deletions 2023/05/21/pointnet/index.html
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<meta property="article:modified_time" content="2023-07-21T06:38:44.957Z">
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<meta property="article:modified_time" content="2023-06-08T16:08:42.843Z">
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Progressive 3D PU 论文阅读笔记
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23 changes: 11 additions & 12 deletions 2023/06/10/Patch-based Progressive 3D Point Set Upsampling/index.html
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<meta name="referrer" content="no-referrer">
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<title>Progressive 3D PU 论文阅读笔记 | ZCL&#39;BLOG</title>
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<meta name="description" content="论文：Patch-based Progressive 3D Point Set Upsampling 一、摘要及引言点云通常是稀疏、嘈杂且不完整的，这意味着上采样技术非常重要，但将图像中的超分辨率方法迁移到点云中并不容易。PU-Net 通过多尺度学习及特征扩展的方式来扩大点集，但无论输入的几何结构是大规模的还是细粒度的，PU-Net 都将使用同样的尺度来处理，以致于其重建结果往往缺乏细粒度的几何结">
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<meta property="og:description" content="论文：Patch-based Progressive 3D Point Set Upsampling 一、摘要及引言点云通常是稀疏、嘈杂且不完整的，这意味着上采样技术非常重要，但将图像中的超分辨率方法迁移到点云中并不容易。PU-Net 通过多尺度学习及特征扩展的方式来扩大点集，但无论输入的几何结构是大规模的还是细粒度的，PU-Net 都将使用同样的尺度来处理，以致于其重建结果往往缺乏细粒度的几何结">
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<meta property="article:modified_time" content="2023-06-11T06:51:41.673Z">
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Progressive 3D PU 论文阅读笔记
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<li>在不同层之间利用双边插值进行残差连接，同时考虑特征距离和空间距离；</li>
<li>随着不断上采样、感受野缩小的同时，缩小了 patch 的空间跨度，即自适应 patch 。这使得网络可以端到端地训练；</li>
</ul>
<p>方法的主要缺点：论文没说，所以我也不知道。有一个是确定的，那就是网络不是为补全而设计，无法解决空洞问题（老常客了）。</p>



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