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Special Day for you
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<a class="article-title" href="/2021/11/19/%E5%8D%9A%E4%B8%89-%E6%96%B0%E7%9A%84%E5%BC%80%E5%A7%8B/Paper%20report/%E8%BF%91%E6%9C%9FDG%E6%96%87%E7%AB%A0%E6%B1%87%E6%80%BB/">近期DG文章汇总</a>
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<h1 id="2021-11-17-近期DG文章汇总"><a href="#2021-11-17-近期DG文章汇总" class="headerlink" title="2021.11.17 近期DG文章汇总"></a>2021.11.17 近期DG文章汇总</h1>
<a class="article-more-a" href="/2021/11/19/%E5%8D%9A%E4%B8%89-%E6%96%B0%E7%9A%84%E5%BC%80%E5%A7%8B/Paper%20report/%E8%BF%91%E6%9C%9FDG%E6%96%87%E7%AB%A0%E6%B1%87%E6%80%BB/#more">more >></a>
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<a href="javascript:void(0)" class="js-tag article-tag-list-link color3">DG</a>
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<article id="post-博三-新的开始/Paper report/MultiClassDG" class="article article-type-post article-index" itemscope itemprop="blogPost">
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<h1 id="A-Generalization-Error-Bound-for-Multi-class-Domain-Generalization"><a href="#A-Generalization-Error-Bound-for-Multi-class-Domain-Generalization" class="headerlink" title="A Generalization Error Bound for Multi-class Domain Generalization"></a>A Generalization Error Bound for Multi-class Domain Generalization</h1><blockquote>
<p>arXiv: 1905.10392</p>
</blockquote>
<h3 id="Abstra"><a href="#Abstra" class="headerlink" title="Abstra"></a>Abstra</h3><p>这篇文章对DG的定义和一般的DG文章有一些差异:</p>
<blockquote>
<p>Domain generalization is the problem of assigning labels to an unlabeled data set, given several similar data sets for which labels have been provided.</p>
</blockquote>
<p>这篇文章是一篇理论分析的文章,第一次从multi-class classification的角度去分析kernel-based learning algorithm的generalization bound,得到了一个和分类类别数成对数关系的bound,并且在实验上证明了本文提出的kernel-based算法的有效性。</p>
<a class="article-more-a" href="/2021/10/09/%E5%8D%9A%E4%B8%89-%E6%96%B0%E7%9A%84%E5%BC%80%E5%A7%8B/Paper%20report/MultiClassDG/#more">more >></a>
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<article id="post-博三-新的开始/Paper report/MultiDomainLearning" class="article article-type-post article-index" itemscope itemprop="blogPost">
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<header class="article-header">
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<a class="article-title" href="/2021/09/17/%E5%8D%9A%E4%B8%89-%E6%96%B0%E7%9A%84%E5%BC%80%E5%A7%8B/Paper%20report/MultiDomainLearning/">Multi-Domain and Multi-Task Learning</a>
</h1>
<a href="/2021/09/17/%E5%8D%9A%E4%B8%89-%E6%96%B0%E7%9A%84%E5%BC%80%E5%A7%8B/Paper%20report/MultiDomainLearning/" class="archive-article-date">
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<p>简单将这段时间看到的MDL和MTL的paper进行一个汇总的整理,不成体系</p>
<h3 id="Paper-List"><a href="#Paper-List" class="headerlink" title="Paper List"></a>Paper List</h3><ul>
<li>A Unified Pespective on Multi-Domain and Multi-Task Learning ICLR2015</li>
<li>Federated Multi-Task Learning NIPS2017</li>
<li>Variational Federated Multi-Task Learning arXiv:1906.06268</li>
<li>FedU: A Unified Framework for Federated Multi-Task Learning with Laplacian Regularization</li>
<li>Networked Federated Multi-Task Learning</li>
<li>Federated Multi-Target Domain Adaptation</li>
<li>Online Methods for Multi-Domain Learning and Adaptation</li>
<li>Multi-Domain Learning: When Do Domains Matter?</li>
<li>MEDIC: A Multi-Task Learning Dataset for Disaster Image Classification</li>
<li>and more</li></ul>
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<h3 id="PolypGen-A-multi-center-polyp-detection-and-segmentation-dataset-for-generalisability-assessment"><a href="#PolypGen-A-multi-center-polyp-detection-and-segmentation-dataset-for-generalisability-assessment" class="headerlink" title="PolypGen: A multi-center polyp detection and segmentation dataset for generalisability assessment"></a>PolypGen: A multi-center polyp detection and segmentation dataset for generalisability assessment</h3><p>PolypGen数据集作为EnvoCV2021的比赛数据集,用来进行内窥镜数据的多中心息肉检测和分割任务。<br>含有内窥镜图,可能会引起生理不适,请谨慎观看。</p>
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<h2 id="1-Intro"><a href="#1-Intro" class="headerlink" title="1 Intro"></a>1 Intro</h2><p>将近两年来常用,好用的软件进行总结和整理,并规范工作流程。虽然在实际操作中往往没有严格保证😂,但是希望通过记录督促自己。</p>
<p>下面将从工作记录、文献调研、coding和论文写作四个方面对工具进行整理。本文会不定期更新。</p>
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<h3 id="回顾与总结"><a href="#回顾与总结" class="headerlink" title="回顾与总结"></a>回顾与总结</h3><ul>
<li>过去的两年中没有更新博客,也没有什么像样的科研产出,感到很惭愧。</li>
<li>这段时间的工作和反思让我对待科研少了一些热情,多了一些敬畏。</li>
<li>两年的时间里磕磕绊绊尝试过一些方法,但最后都没有成果产出,因此对于自己的能力有了更客观的认识,对科研少了许多不切实际的幻想。</li>
<li>读博之路道阻且长,不知不觉来到第三个年头,希望未来能够有所改善,与看到这篇文章的诸君共勉!</li>
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<h3 id="展望未来"><a href="#展望未来" class="headerlink" title="展望未来"></a>展望未来</h3><ul>
<li>整理并优化自己的工作流,整理完成后在博客上进行分享</li>
<li>新的研究方向 Multi-domain Learning 和 Domain Adapation for Medical Images,未来形成一定的总结内容会及时在博客上进行更新</li>
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