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<!DOCTYPE html><html lang="en"><head><meta charset="UTF-8"><meta http-equiv="X-UA-Compatible" content="IE=edge"><meta name="viewport" content="width=device-width, initial-scale=1, maximum-scale=5"><title>Ruoyi's HomePage</title><meta name="author" content="Ruoyi Du (杜若一)"><link rel="shortcut icon" href="/img/favicon.png"><link rel="stylesheet" href="/css/index.css"><link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/@fortawesome/fontawesome-free@5.13.0/css/all.min.css"><meta name="generator" content="Hexo 6.0.0"><link rel="alternate" href="/atom.xml" title="Ruoyi's HomePage" type="application/atom+xml">
</head><body><header id="page_header"><div class="header_wrap"><div id="blog_name"><a class="blog_title" id="site-name" href="/">Ruoyi's HomePage</a></div><button class="menus_icon"><div class="navicon"></div></button><ul class="menus_items"><li class="menus_item"><a class="site-page" href="/#About"> About</a></li><li class="menus_item"><a class="site-page" href="/#Highlights"> Highlights</a></li><li class="menus_item"><a class="site-page" href="/#Publications"> Publications</a></li><li class="menus_item"><a class="site-page" href="/#Service"> Service</a></li></ul></div></header><main id="page_main"><div class="side-card sticky"><div class="card-wrap" itemscope itemtype="http://schema.org/Person"><div class="author-avatar"><img class="avatar-img" src="/img/avatar.jpg" onerror="this.onerror=null;this.src='/img/Ruoyi.jpeg'" alt="avatar"></div><div class="author-discrip"><h3>Ruoyi Du (杜若一)</h3><p class="author-bio">Take your time to rise.</p></div><div class="author-links"><button class="btn m-social-links">Links</button><ul class="social-icons"><li><a class="social-icon" href="https://github.com/RuoyiDu" target="_blank"><i class="fab fa-github" aria-hidden="true"></i></a></li><li><a class="social-icon" href="duruoyi@bupt.edu.cn" target="_blank"><i class="fas fa-envelope" aria-hidden="true"></i></a></li></ul><ul class="social-links"><li><a class="e-social-link" href="https://scholar.google.com.hk/citations?user=DbRZSaoAAAAJ&hl=zh-CN" target="_blank"><i class="fas fa-graduation-cap" aria-hidden="true"></i><span>Google Scholar</span></a></li><li><a class="e-social-link" href="https://orcid.org/my-orcid?orcid=0000-0001-8372-5637" target="_blank"><i class="fab fa-orcid" aria-hidden="true"></i><span>ORCID</span></a></li></ul></div></div></div><div class="page" itemscope itemtype="http://schema.org/CreativeWork"><article><h3 id="About-Me"><a href="#About-Me" class="headerlink" title="About Me"></a>About Me</h3><img src="https://badges.toozhao.com/badges/01HG67RQ47KDGZSSHZWYCTPHSN/blue.svg" /><p>(I am currently seeking job opportunities in China.)</p>
<p>I am a Doctor of Philosophy (PhD) student (since 2021) at the Pattern Recognition and Intelligent System Laboratory, School of Artificial Intelligence, Beijing University of Posts and Telecommunications, Beijing (100876), China. I am supervised by <a target="_blank" rel="noopener" href="https://zhanyuma.cn/index_en.html">Prof. Zhanyu Ma</a> and co-supervised by <a target="_blank" rel="noopener" href="https://www.surrey.ac.uk/people/yi-zhe-song">Prof. Yi-Zhe Song</a></p>
<p>My research interests are in: </p>
<ul>
<li>Visual Content Generation 🎨</li>
<li>Fine-Grained Visual Recognition 🦅</li>
<!-- (An excellent FGVC repository can be accessed <a target="_blank" rel="noopener" href="https://github.com/PRIS-CV/Fine-grained-Visual-Analysis-Library"><font color=red><strong>here</strong></font></a>.) -->
</ul>
<h3 id="Highlights"><a href="#Highlights" class="headerlink" title="Highlights"></a>Highlights</h3><ul>
<li><strong>Ruoyi Du</strong>, Dongliang Chang, Timothy Hospedales, Yi-Zhe Song and Zhanyu Ma,
<em>DemoFusion: Democratising High-Resolution Image Generation With No $$$</em>,
in Proceedings of IEEE/CVF Conference on Computer Vision and Pattern Recognitions (<strong>CVPR</strong>), 2024.
<a target="_blank" rel="noopener" href="https://ruoyidu.github.io/demofusion/demofusion.html"><font color=green><strong>Page</strong></font></a>
<a target="_blank" rel="noopener" href="https://arxiv.org/abs/"><font color=blue><strong>arXiv</strong></font></a>
<a target="_blank" rel="noopener" href="https://github.com/PRIS-CV/DemoFusion"><font color=red><strong>Code</strong></font></a>
<div align=center><img height ='300' src ="../figures/illustration.png"/></div></li>
<li><strong>Ruoyi Du</strong>, Dongliang Chang, Zhanyu Ma, Kongming Liang, Yi-Zhe Song, and Jun Guo,
<em>Semi-Supervised FGVC with Out-of-Category Data</em>,
IEEE Transactions on Pattern Analysis and Machine Intelligence (<strong>TPAMI</strong>), Accepted.
<a target="_blank" rel="noopener" href="https://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=10273439"><font color=blue><strong>DOI</strong></font></a>
<a target="_blank" rel="noopener" href="https://github.com/PRIS-CV/RelMatch"><font color=red><strong>Code</strong></font></a>
<div align=center><img height ='300' src ="../figures/cvpr22_1.png"/></div></li>
<li><strong>Ruoyi Du</strong>, Wenqing Yu, Heqing Wang, Ting-En Lin, Dongliang Chang, and Zhanyu Ma,
<em>Multi-view Active Fine-grained Visual Recognition</em>,
in Proceedings of IEEE/CVF Conference on Computer Vision (<strong>ICCV</strong>), 2023.
<!-- <a target="_blank" rel="noopener" href="https://arxiv.org/abs/2112.02825"><font color=blue><strong>arXiv</strong></font></a>
<a target="_blank" rel="noopener" href="https://github.com/PRIS-CV/MAFR"><font color=red><strong>Code</strong></font></a> -->
<div align=center><img height ='300' src ="../figures/ICCV23_1.png"/></div></li>
<li><strong>Ruoyi Du</strong>, Dongliang Chang, Kongming Liang, Timothy Hospedales, Yi-Zhe Song and Zhanyu Ma,
<em>On-the-fly Category Discovery</em>,
in Proceedings of IEEE/CVF Conference on Computer Vision and Pattern Recognitions (<strong>CVPR</strong>), 2023.
<a target="_blank" rel="noopener" href="https://openaccess.thecvf.com/content/CVPR2023/papers/Du_On-the-Fly_Category_Discovery_CVPR_2023_paper.pdf"><font color=blue><strong>Paper</strong></font></a>
<a target="_blank" rel="noopener" href="https://github.com/PRIS-CV/On-the-fly-Category-Discovery"><font color=red><strong>Code</strong></font></a>
<div align=center><img height ='300' src ="../figures/cvpr23_1.png"/></div></li>
<li><strong>Ruoyi Du</strong>, Jiyang Xie, Zhanyu Ma, Dongliang Chang, Yi-Zhe Song, and Jun Guo,
<em>Progressive Learning of Category-Consistent Multi-Granularity Features for Fine-Grained Visual Classification</em>,
IEEE Transactions on Pattern Analysis and Machine Intelligence (<strong>TPAMI</strong>), vol. 44, no. 12, pp. 9521-9535, 2022.
<a target="_blank" rel="noopener" href="https://doi.org/10.1109/TPAMI.2021.3126668"><font color=blue><strong>DOI</strong></font></a>
<a target="_blank" rel="noopener" href="https://github.com/PRIS-CV/PMG-V2"><font color=red><strong>Code</strong></font></a>
<div align=center><img height ='300' src ="../figures/pami21_1.png"/></div></li>
<li><strong>Ruoyi Du</strong>, Dongliang Chang, Ayan Kumar Bhunia, Jiyang Xie, Zhanyu Ma, Yi-Zhe Song, and Jun Guo,
<em>Fine-Grained Visual Classification via Progressive Multi-Granularity Training of Jigsaw Patches</em>,
in Proceedings of European Conference on Computer Vision (<strong>ECCV</strong>), 2020.
<a target="_blank" rel="noopener" href="https://arxiv.org/abs/2003.03836"><font color=blue><strong>Arxiv</strong></font></a>
<a target="_blank" rel="noopener" href="https://github.com/PRIS-CV/PMG-Progressive-Multi-Granularity-Training"><font color=red><strong>Code</strong></font></a>
<div align=center><img height ='300' src ="../figures/eccv20_1.png"/></div></li>
</ul>
<h3 id="Publications"><a href="#Publications" class="headerlink" title="Publications"></a>Publications</h3><ul>
<li><strong>Ruoyi Du</strong>, Dongliang Chang, Timothy Hospedales, Yi-Zhe Song and Zhanyu Ma,
<em>DemoFusion: Democratising High-Resolution Image Generation With No $$$</em>,
in Proceedings of IEEE/CVF Conference on Computer Vision and Pattern Recognitions (<strong>CVPR</strong>), 2024.
<a target="_blank" rel="noopener" href="https://ruoyidu.github.io/demofusion/demofusion.html"><font color=green><strong>Page</strong></font></a>
<a target="_blank" rel="noopener" href="https://arxiv.org/abs/"><font color=blue><strong>arXiv</strong></font></a>
<a target="_blank" rel="noopener" href="https://github.com/PRIS-CV/DemoFusion"><font color=red><strong>Code</strong></font></a></li>
<li><strong>Ruoyi Du</strong>, Dongliang Chang, Zhanyu Ma, Kongming Liang, Yi-Zhe Song, and Jun Guo,
<em>Semi-Supervised FGVC with Out-of-Category Data</em>,
IEEE Transactions on Pattern Analysis and Machine Intelligence (<strong>TPAMI</strong>), Accepted.
<a target="_blank" rel="noopener" href="https://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=10273439"><font color=blue><strong>DOI</strong></font></a>
<a target="_blank" rel="noopener" href="https://github.com/PRIS-CV/RelMatch"><font color=red><strong>Code</strong></font></a></li>
<li><strong>Ruoyi Du</strong>, Wenqing Yu, Heqing Wang, Ting-En Lin, Dongliang Chang, and Zhanyu Ma,
<em>Multi-view Active Fine-grained Visual Recognition</em>,
in Proceedings of IEEE/CVF Conference on Computer Vision (<strong>ICCV</strong>), 2023.
<!-- <a target="_blank" rel="noopener" href="https://arxiv.org/abs/2112.02825"><font color=blue><strong>arXiv</strong></font></a>
<a target="_blank" rel="noopener" href="https://github.com/PRIS-CV/MAFR"><font color=red><strong>Code</strong></font></a> -->
</li>
<li>Yurong Guo, <strong>Ruoyi Du</strong>, Yuan Dong, Timothy Hospedales, Yi-Zhe Song and Zhanyu Ma,
<em>Task-aware Adaptive Learning for Cross-domain Few-shot Learning</em>,
in Proceedings of IEEE/CVF Conference on Computer Vision (<strong>ICCV</strong>), 2023.
<!-- <a target="_blank" rel="noopener" href="https://arxiv.org/abs/2112.02825"><font color=blue><strong>arXiv</strong></font></a>
<a target="_blank" rel="noopener" href="https://github.com/PRIS-CV/MAFR"><font color=red><strong>Code</strong></font></a> -->
</li>
<li>Dongliang Chang, Kaiyue Pang, <strong>Ruoyi Du</strong>, Yujun Tong, Yi-Zhe Song, Zhanyu Ma, and Jun Guo,
<em>Making a Bird AI Expert Work for You and Me</em>,
IEEE Transactions on Pattern Analysis and Machine Intelligence (<strong>TPAMI</strong>), accepted.
<a target="_blank" rel="noopener" href="https://arxiv.org/pdf/2112.02747.pdf"><font color=blue><strong>arXiv</strong></font></a>
<a target="_blank" rel="noopener" href="https://github.com/PRIS-CV/Making-a-Bird-AI-Expert-Work-for-You-and-Me"><font color=red><strong>Code</strong></font></a></li>
<li><strong>Ruoyi Du</strong>, Dongliang Chang, Kongming Liang, Timothy Hospedales, Yi-Zhe Song and Zhanyu Ma,
<em>On-the-fly Category Discovery</em>,
in Proceedings of IEEE/CVF Conference on Computer Vision and Pattern Recognitions (<strong>CVPR</strong>), 2023.
<a target="_blank" rel="noopener" href="https://openaccess.thecvf.com/content/CVPR2023/papers/Du_On-the-Fly_Category_Discovery_CVPR_2023_paper.pdf"><font color=blue><strong>Paper</strong></font></a>
<a target="_blank" rel="noopener" href="https://github.com/PRIS-CV/On-the-fly-Category-Discovery"><font color=red><strong>Code</strong></font></a></li>
<li>Dongliang Chang, Yujun Tong, <strong>Ruoyi Du</strong>, Timothy Hospedales, Yi-Zhe Song and Zhanyu Ma,
<em>An Erudite Fine-Grained Visual Classification Model</em>,
in Proceedings of IEEE/CVF Conference on Computer Vision and Pattern Recognitions (<strong>CVPR</strong>), 2023.
<a target="_blank" rel="noopener" href="https://openaccess.thecvf.com/content/CVPR2023/papers/Chang_An_Erudite_Fine-Grained_Visual_Classification_Model_CVPR_2023_paper.pdf"><font color=blue><strong>Paper</strong></font></a>
<a target="_blank" rel="noopener" href="https://github.com/dongliangchang/An-Erudite-FGVC-Model"><font color=red><strong>Code</strong></font></a></li>
<li>Tian Zhang, Kongming Liang, <strong>Ruoyi Du</strong>, Xian Sun, Zhanyu Ma, and Jun Guo,
<em>Learning Invariant Visual Representations for Compositional Zero-Shot Learning</em>,
in Proceedings of European Conference on Computer Vision (<strong>ECCV</strong>), 2022.
<li>Jingye Wang, <strong>Ruoyi Du</strong>, Dongliang Chang, Kongming Liang, and Zhanyu Ma,
<em>Domain Generalization via Frequency-domain-based Feature Disentanglement and Interaction</em>,
in Proceedings of ACM International Conference on Multimedia (<strong>ACM MM</strong>), 2022.
<li>Yurong Guo, <strong>Ruoyi Du</strong>, Xiaoxu Li, Jiyang Xie, Zhanyu Ma, and Yuan Dong,
<em>Learning Calibrated Class Centers for Few-shot Classification by Pair-wise Similarity</em>,
IEEE Transactions on Image Processing (<strong>TIP</strong>), vol. 31, pp. 4543-4555, 2022.
<a target="_blank" rel="noopener" href="https://doi.org/10.1109/TIP.2022.3184813"><font color=blue><strong>DOI</strong></font></a>
<a target="_blank" rel="noopener" href="https://github.com/PRIS-CV/Pair-wise-Similarity-module"><font color=red><strong>Code</strong></font></a></li>
<li><strong>Ruoyi Du</strong>, Jiyang Xie, Zhanyu Ma, Dongliang Chang, Yi-Zhe Song, and Jun Guo,
<em>Progressive Learning of Category-Consistent Multi-Granularity Features for Fine-Grained Visual Classification</em>,
IEEE Transactions on Pattern Analysis and Machine Intelligence (<strong>TPAMI</strong>), vol. 44, no. 12, pp. 9521-9535, 2022.
<a target="_blank" rel="noopener" href="https://doi.org/10.1109/TPAMI.2021.3126668"><font color=blue><strong>DOI</strong></font></a>
<a target="_blank" rel="noopener" href="https://github.com/PRIS-CV/PMG-V2"><font color=red><strong>Code</strong></font></a></li>
<li><strong>Ruoyi Du</strong>, Dongliang Chang, Ayan Kumar Bhunia, Jiyang Xie, Zhanyu Ma, Yi-Zhe Song, and Jun Guo,
<em>Fine-Grained Visual Classification via Progressive Multi-Granularity Training of Jigsaw Patches</em>,
in Proceedings of European Conference on Computer Vision (<strong>ECCV</strong>), 2020.
<a target="_blank" rel="noopener" href="https://arxiv.org/abs/2003.03836"><font color=blue><strong>Arxiv</strong></font></a>
<a target="_blank" rel="noopener" href="https://github.com/PRIS-CV/PMG-Progressive-Multi-Granularity-Training"><font color=red><strong>Code</strong></font></a></li>
</ul>
<h3 id="Service"><a href="#Service" class="headerlink" title="Service"></a>Service</h3><p>Review for T-PAMI, IJCV, T-IP, T-CSVT, T-NNLS, CVPR, ICCV, ECCV, ICASSP, etc.</p>
</article></div></main><div class="nav-wrap"><div class="nav"><button class="site-nav"><div class="navicon"></div></button><ul class="nav_items"><li class="nav_item"><a class="nav-page" href="/#About"> About</a></li><li class="nav_item"><a class="nav-page" href="/#Publications"> Publications</a></li><li class="nav_item"><a class="nav-page" href="/#Service"> Service</a></li></ul></div><div class="cd-top"><i class="fa fa-arrow-up" aria-hidden="true"></i></div></div><footer id="page_footer"><div class="footer_wrap"><div class="copyright">©2020 - 2022 by Ruoyi Du</div><div class="theme-info">Powered by <a target="_blank" href="https://hexo.io" rel="nofollow noopener">Hexo</a> & <a target="_blank" href="https://github.com/PhosphorW/hexo-theme-academia" rel="nofollow noopener">Academia Theme</a></div></div></footer><script src="https://cdn.jsdelivr.net/npm/jquery@latest/dist/jquery.min.js"></script><script src="https://cdn.jsdelivr.net/npm/jquery-pjax@latest/jquery.pjax.min.js"></script><script src="/js/main.js"></script></body></html>