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<h2 class="post-title" itemprop="name headline">
<a href="/2023/07/12/review_18_HRN/" class="post-title-link" itemprop="url">《A Hierarchical Representation Network for Accurate and Detailed Face Reconstruction from In-The-Wild Images》</a>
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<time title="Created: 2023-07-12 06:43:22" itemprop="dateCreated datePublished" datetime="2023-07-12T06:43:22+08:00">2023-07-12</time>
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<time title="Modified: 2023-07-20 20:28:31" itemprop="dateModified" datetime="2023-07-20T20:28:31+08:00">2023-07-20</time>
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<ul>
<li><a href="#1-%E7%9B%AE%E6%A0%87">1、目标</a></li>
<li><a href="#2-%E4%BB%8B%E7%BB%8D">2、介绍</a></li>
<li><a href="#3-%E6%96%B9%E6%B3%95">3、方法</a><ul>
<li><a href="#31-%E6%96%B9%E6%B3%95%E6%A6%82%E8%BF%B0">3.1 方法概述</a></li>
<li><a href="#32-%E5%88%86%E5%B1%82%E5%BB%BA%E6%A8%A1">3.2 分层建模</a></li>
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<p>paper: [<a target="_blank" rel="noopener" href="https://arxiv.org/abs/2302.14434">2302.14434] A Hierarchical Representation Network for Accurate and Detailed Face Reconstruction from In-The-Wild Images (arxiv.org)</a></p>
<p>code: [youngLBW/HRN: <a target="_blank" rel="noopener" href="https://github.com/youngLBW/HRN">CVPR2023] A Hierarchical Representation Network for Accurate and Detailed Face Reconstruction from In-The-Wild Images. (github.com)</a></p>
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<li><a href="#1-%E7%9B%AE%E6%A0%87">1、目标</a></li>
<li><a href="#2-%E8%B4%A1%E7%8C%AE">2、贡献</a></li>
<li><a href="#3-%E6%96%B9%E6%B3%95">3、方法</a><ul>
<li><a href="#31-%E6%9E%B6%E6%9E%84">3.1 架构</a></li>
<li><a href="#32-%E5%AD%A6%E4%B9%A0%E7%B2%97%E7%B3%99%E5%87%A0%E4%BD%95%E7%BB%93%E6%9E%84">3.2 学习粗糙几何结构</a></li>
<li><a href="#33-%E6%81%A2%E5%A4%8D%E9%9D%A2%E9%83%A8%E5%87%A0%E4%BD%95%E7%BB%86%E8%8A%82">3.3 恢复面部几何细节</a></li>
</ul>
</li>
<li><a href="#4-%E5%AE%9E%E9%AA%8C">4、实验</a><ul>
<li><a href="#41-%E5%AE%9E%E6%96%BD%E7%BB%86%E8%8A%82">4.1 实施细节</a></li>
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<p>paper: <a target="_blank" rel="noopener" href="https://arxiv.org/pdf/2108.05465.pdf">2108.05465.pdf (arxiv.org)</a></p>
<p>code: none</p>
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<a href="/2023/07/07/review_16_IDR/" class="post-title-link" itemprop="url">《Multiview Neural Surface Reconstruction by Disentangling Geometry and Appearance》</a>
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<p>ref link: <a target="_blank" rel="noopener" href="https://blog.csdn.net/pylittlebrat/article/details/127883937">(99条消息) IDR 学习笔记_multiview neural surface reconstruction by disenta_ACxz的博客-CSDN博客</a></p>
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<a href="/2023/07/05/review_15_PBIDR/" class="post-title-link" itemprop="url">《Facial Geometric Detail Recovery via Implicit Representation》</a>
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<time title="Created: 2023-07-05 16:56:39" itemprop="dateCreated datePublished" datetime="2023-07-05T16:56:39+08:00">2023-07-05</time>
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<li><a href="#1-%E7%9B%AE%E6%A0%87">1、目标</a></li>
<li><a href="#2-%E8%B4%A1%E7%8C%AE">2、贡献</a></li>
<li><a href="#3-%E7%AE%80%E4%BB%8B">3、简介</a></li>
<li><a href="#4-%E7%9B%B8%E5%85%B3%E5%B7%A5%E4%BD%9C">4、相关工作</a></li>
<li><a href="#5-%E5%85%B7%E4%BD%93%E6%96%B9%E6%B3%95">5、具体方法</a><ul>
<li><a href="#51-%E9%81%AE%E6%8C%A1%E9%B2%81%E6%A3%92%E7%BA%B9%E7%90%86%E8%A1%A5%E5%85%A8">5.1 遮挡鲁棒纹理补全</a></li>
<li><a href="#52-%E7%BA%B9%E7%90%86%E5%BC%95%E5%AF%BC%E7%9A%84%E9%9D%A2%E9%83%A8%E5%87%A0%E4%BD%95%E7%BB%86%E8%8A%82%E6%81%A2%E5%A4%8D">5.2 纹理引导的面部几何细节恢复</a></li>
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<p>paper: <a target="_blank" rel="noopener" href="https://arxiv.org/pdf/2203.09692v1.pdf">2203.09692v1.pdf (arxiv.org)</a></p>
<p>code: <a target="_blank" rel="noopener" href="https://github.com/deepinsight/insightface/tree/master/reconstruction/PBIDR">insightface/reconstruction/PBIDR at master · deepinsight/insightface · GitHub</a></p>
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<a href="/2023/06/07/review_14_FFHQ-UV/" class="post-title-link" itemprop="url">《FFHQ-UV:Normalized Facial UV-Texture Dataset for 3D Face Reconstruction》</a>
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<ul>
<li><a href="#1-%E8%B4%A1%E7%8C%AE">1. 贡献</a></li>
<li><a href="#2-ffhq-uv%E6%95%B0%E6%8D%AE%E9%9B%86%E5%88%9B%E5%BB%BA%E7%AE%A1%E9%81%93">2. FFHQ-UV数据集创建管道</a><ul>
<li><a href="#21-%E5%9F%BA%E4%BA%8Estylegan%E7%9A%84%E9%9D%A2%E9%83%A8%E5%9B%BE%E5%83%8F%E7%BC%96%E8%BE%91">2.1 基于StyleGAN的面部图像编辑</a></li>
</ul>
</li>
</ul>
<!-- tocstop -->
<p>paper: [<a target="_blank" rel="noopener" href="https://arxiv.org/abs/2211.13874">2211.13874] FFHQ-UV: Normalized Facial UV-Texture Dataset for 3D Face Reconstruction (arxiv.org)</a></p>
<p>code: <a target="_blank" rel="noopener" href="https://github.com/aashishrai3799/Towards-Realistic-Generative-3D-Face-Models/"><a target="_blank" rel="noopener" href="https://github.com/csbhr/FFHQ-UV">csbhr/FFHQ-UV: The official repository of our CVPR2023 paper “FFHQ-UV: Normalized Facial UV-Texture Dataset for 3D Face Reconstruction”. (github.com)</a></a></p>
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<a href="/2023/06/07/review_13_AlbedoGAN/" class="post-title-link" itemprop="url">《Towards Realistic Generative 3D Face Models》</a>
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<p>paper: [<a target="_blank" rel="noopener" href="https://arxiv.org/abs/2304.12483">2304.12483] Towards Realistic Generative 3D Face Models (arxiv.org)</a></p>
<p>code: <a target="_blank" rel="noopener" href="https://github.com/aashishrai3799/Towards-Realistic-Generative-3D-Face-Models/">aashishrai3799/Towards-Realistic-Generative-3D-Face-Models: 3D face model that can generate high-quality mesh and texture (github.com)</a></p>
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<a href="/2023/06/01/review_12_REALY/" class="post-title-link" itemprop="url">《REALY:Rethinking the Evaluation of 3D Face Reconstruction》</a>
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<ul>
<li><a href="#1-%E8%B4%A1%E7%8C%AE">1. 贡献</a></li>
<li><a href="#2-%E5%8A%A8%E6%9C%BA">2. 动机</a></li>
<li><a href="#3-%E7%AE%80%E4%BB%8B">3. 简介</a></li>
<li><a href="#4-%E9%A2%84%E5%A4%87%E7%9F%A5%E8%AF%86">4. 预备知识</a><ul>
<li><a href="#%E7%AC%A6%E5%8F%B7%E5%AE%9A%E4%B9%89"><strong>符号定义</strong></a></li>
<li><a href="#3dmm%E8%A1%A5%E5%85%85">3DMM补充</a></li>
<li><a href="#%E4%B8%80%E4%BA%9B%E6%A0%87%E5%87%86%E7%9A%84evaluation-pipeline">一些标准的evaluation pipeline</a></li>
<li><a href="#motivation">motivation</a></li>
</ul>
</li>
<li><a href="#5-realya-new-3d-face-benchmark">5. REALY：A New 3D Face Benchmark</a><ul>
<li><a href="#%E9%80%89%E6%8B%A9hifi3d%E5%9F%BA%E5%BA%95%E4%BD%9C%E4%B8%BA%E7%9B%AE%E6%A0%87%E6%8B%93%E6%89%91%E7%9A%84%E5%8E%9F%E5%9B%A0">选择HIFI3D基底作为目标拓扑的原因</a></li>
<li><a href="#%E6%95%B0%E6%8D%AE%E9%9B%86%E6%9E%84%E5%BB%BA%E6%AD%A5%E9%AA%A4">数据集构建步骤</a></li>
<li><a href="#%E6%8C%91%E6%88%98%E4%B8%8E%E8%A7%A3%E5%86%B3%E6%96%B9%E6%A1%88">挑战与解决方案</a><ul>
<li><a href="#%E6%8C%91%E6%88%98%E4%B8%80%E5%8E%9F%E5%A7%8B%E6%89%AB%E6%8F%8F%E5%85%B7%E6%9C%89%E4%B8%8D%E5%90%8C%E7%9A%84%E6%AF%94%E4%BE%8B%E5%92%8C%E5%A7%BF%E5%8A%BF%E5%85%B7%E6%9C%89%E4%B8%8D%E5%87%86%E7%A1%AE%E7%9A%84%E7%A8%80%E7%96%8Fkeypoints%E8%BF%99%E4%BD%BF%E5%BE%97%E5%AE%83%E4%BB%AC%E9%9A%BE%E4%BB%A5%E4%B8%80%E8%87%B4%E5%9C%B0%E5%AF%B9%E9%BD%90">挑战一：原始扫描具有不同的比例和姿势，具有不准确的稀疏keypoints，这使得它们难以一致地对齐。</a></li>
<li><a href="#%E6%8C%91%E6%88%98%E4%BA%8C%E5%BE%97%E5%88%B0%E9%87%8D%E6%96%B0%E6%8B%93%E6%89%91%E7%9A%84-sl-%E4%B9%8B%E5%90%8E%E5%A6%82%E4%BD%95%E5%87%86%E7%A1%AE%E5%9C%B0%E5%B0%86region-masks%E4%BB%8E-sl%E7%BB%A7%E6%89%BF%E8%87%AA-stemp%E8%BD%AC%E7%A7%BB%E5%88%B0sh">挑战二：得到重新拓扑的 SL 之后，如何准确地将region masks从 SL（继承自 Stemp）转移到SH</a></li>
</ul>
</li>
<li><a href="#hifi3d">HIFI3D++</a></li>
</ul>
</li>
<li><a href="#6-%E5%88%9B%E6%96%B0%E7%9A%84evaluation-pipeline">6 创新的Evaluation pipeline</a></li>
<li><a href="#7-%E5%AE%9E%E9%AA%8C">7. 实验</a><ul>
<li><a href="#%E6%B6%88%E8%9E%8D%E5%AE%9E%E9%AA%8Cbicp-vs-gicp">消融实验：bICP VS gICP</a></li>
<li><a href="#%E4%B8%8D%E5%90%8C%E6%96%B9%E6%B3%95%E5%9C%A8realy-benchmark%E4%B8%8A%E7%9A%84%E8%A1%A8%E7%8E%B0">不同方法在REALY benchmark上的表现</a></li>
<li><a href="#%E4%B8%8D%E5%90%8C3dmm%E5%9C%A8realy%E4%B8%8A%E7%9A%84%E8%A1%A8%E7%8E%B0">不同3DMM在REALY上的表现</a></li>
</ul>
</li>
<li><a href="#8-%E6%80%BB%E7%BB%93">8. 总结</a></li>
</ul>
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<p>paper: <a target="_blank" rel="noopener" href="https://realy3dface.com/">REALY (realy3dface.com)</a></p>
<p>code: <a target="_blank" rel="noopener" href="https://github.com/tencent-ailab/hifi3dface"><a target="_blank" rel="noopener" href="https://github.com/czh-98/REALY">czh-98/REALY: REALY: Rethinking the Evaluation of 3D Face Reconstruction (ECCV 2022) (github.com)</a></a></p>
<p>ref link:<a target="_blank" rel="noopener" href="https://blog.csdn.net/jiafeier_555/article/details/125428388">https://blog.csdn.net/jiafeier_555/article/details/125428388</a></p>
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