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<!DOCTYPE html>
<!--[if IE 8]> <html lang="en" class="ie8"> <![endif]-->
<!--[if IE 9]> <html lang="en" class="ie9"> <![endif]-->
<!--[if !IE]><!--> <html lang="en"> <!--<![endif]-->
<head>
<title>Yu-Syuan Xu</title>
<!-- Meta -->
<meta charset="utf-8">
<meta http-equiv="X-UA-Compatible" content="IE=edge">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<meta name="description" content="Yu-Syuan Xu's Homepage">
<meta name="author" content="Xiaoying Riley at 3rd Wave Media">
<link rel="shortcut icon" href="ai.png">
<link href='https://fonts.googleapis.com/css?family=Roboto:400,500,400italic,300italic,300,500italic,700,700italic,900,900italic' rel='stylesheet' type='text/css'>
<!-- Global CSS -->
<link rel="stylesheet" href="assets/plugins/bootstrap/css/bootstrap.min.css">
<!-- Plugins CSS -->
<link rel="stylesheet" href="assets/plugins/font-awesome/css/font-awesome.css">
<!-- Theme CSS -->
<link id="theme-style" rel="stylesheet" href="assets/css/styles-3.css">
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<script src="https://oss.maxcdn.com/html5shiv/3.7.2/html5shiv.min.js"></script>
<script src="https://oss.maxcdn.com/respond/1.4.2/respond.min.js"></script>
<![endif]-->
</head>
<body>
<div class="wrapper">
<div class="sidebar-wrapper">
<div class="profile-container">
<img class="profile" src="assets/images/profile.png" alt="" width="140" />
<h1 class="name">Yu-Syuan Xu</h1>
<h3 class="tagline">Senior AI Algorithm Engineer</h3>
</div><!--//profile-container-->
<div class="contact-container container-block">
<ul class="list-unstyled contact-list">
<li class="email"><i class="fa fa-envelope"></i><a href="mailto: [email protected]">[email protected]</a></li>
<li class="phone"><i class="fa fa-phone"></i>886-919-497-822</li>
<li class="facebook"><i class="fa fa-facebook"></i><a href="https://facebook.com/yusyuanxu" target="_blank"> Yu-Syuan Xu</a></li>
<li class="linkedin"><i class="fa fa-linkedin"></i><a href="https://www.linkedin.com/in/yu-syuan-xu/" target="_blank">Yu-Syuan Xu</a></li>
<!--<li class="instagram"><i class="fa fa-instagram"></i><a href=""></a></li>-->
<!--<li class="website"><i class="fa fa-globe"></i><a href="https://XUSean0118.github.io" target="_blank">xusean0118.github.io</a></li>-->
<li class="github"><i class="fa fa-github"></i><a href="https://github.com/XUSean0118" target="_blank">XUSean0118</a></li>
<!--<li class="twitter"><i class="fa fa-twitter"></i><a href="https://twitter.com/3rdwave_themes" target="_blank">@twittername</a></li>-->
</ul>
</div><!--//contact-container-->
<div class="languages-container container-block">
<h2 class="container-block-title">Languages</h2>
<ul class="list-unstyled interests-list">
<li>Chinese <span class="lang-desc">(Native)</span></li>
<li>English <span class="lang-desc">(Proficient)</span></li>
</ul>
</div><!--//languages-container-->
<div class="interests-container container-block">
<h2 class="container-block-title">Interests</h2>
<ul class="list-unstyled interests-list">
<li>Baseball</li>
<li>Swimming</li>
<li>Diving</li>
<li>Gaming</li>
</ul>
</div><!--//interests-container-->
</div><!--//sidebar-wrapper-->
<div class="main-wrapper">
<section class="section summary-section">
<h2 class="section-title"><i class="fa fa-user"></i>Brief</h2>
<div class="summary">
<p>I am a Senior AI Algorithm Engineer with expertise in <b>deep learning + computer vision</b> and its applications, particularly in <b>intelligent vision/video analysis</b> and <b>advanced image/video processing</b>. My goal is to develop and deploy the latest and most cutting-edge AI models in practical settings.
<br><br>
Here is my <a href='https://drive.google.com/open?id=1WwTE6SGIFkbvcIIUGuHI2z-2_svgxP4X' target="_blank">CV</a> and <a href='https://scholar.google.com/citations?user=QA3VSaYAAAAJ' target="_blank">google scholar</a> for more detail.</p>
</div><!--//summary-->
</section><!--//section-->
<section class="section experiences-section">
<h2 class="section-title"><i class="fa fa-briefcase"></i>Experiences</h2>
<div class="item">
<div class="inner-item">
<div class="meta">
<div class="upper-row">
<h3 class="job-title">Senior AI Algorithm Engineer</h3>
<div class="time">Jan. 2019 - </div>
</div><!--//upper-row-->
<div class="company">MediaTek</div>
</div><!--//meta-->
<div class="details">
<p>My job responsibilities include the development and deployment of the latest and most advanced AI models on edge devices equipped with MediaTek APU. Additionally, I am accountable for co-designing the Deep Learning Accelerator for the corresponding device from an algorithmic perspective.
</p>
</div><!--//details-->
</div>
<div class="avatar">
<img src='assets/images/avatar_mediatek.png' width='120px;'/>
</div>
</div><!--//item-->
</section><!--//section-->
<section class="section experiences-section">
<h2 class="section-title"><i class="fa fa-briefcase"></i>Education</h2>
<div class="item">
<div class="inner-item">
<div class="meta">
<div class="upper-row">
<h3 class="job-title">M.S in Computer Science</h3>
<div class="time">2017 - 2018</div>
</div><!--//upper-row-->
<div class="company">National Tsing Hua University</div>
</div><!--//meta-->
<div class="details">
<p>GPA: 4.15/4.3
<br>
<br>
<br>
</p>
</div><!--//details-->
</div>
<div class="avatar">
<img src='assets/images/avatar_nthu.gif' width='120px;'/>
</div>
</div><!--//item-->
<div class="item">
<div class="inner-item">
<div class="meta">
<div class="upper-row">
<h3 class="job-title">B.S. in Computer Science</h3>
<div class="time">2013 - 2017</div>
</div><!--//upper-row-->
<div class="company">National Tsing Hua University</div>
</div><!--//meta-->
<div class="details">
<p>GPA: 4.01/4.3 Ranking: 14/120
</p>
</div><!--//details-->
</div>
<div class="avatar">
<img src='assets/images/avatar_nthu.gif' width='120px;'/>
</div>
</div><!--//item-->
</section><!--//section-->
<section class="section publications-section">
<h2 class="section-title"><i class="fa fa-file-text"></i>Publications</h2>
<div class="item">
<div class="inner-item">
<div class="publication-title">Two Heads Better Than One: Dual Degradation Representation for Blind Super-Resolution</div>
<div class="publication-authors">Hsuan Yuan, Shao-Yu Weng, I-Hsuan Lo, Wei-Chen Chiu, <b>Yu-Syuan Xu</b>, Hao-Chien Hsueh, Jen-Hui Chuang, Ching-Chun Huang</div>
<div class="publication-conference">published in <b>ICIP 2024</b> <a href='https://ieeexplore.ieee.org/abstract/document/10647237' target="_blank">[Paper]</a></div>
</div>
<div class="avatar">
<img src='assets/images/avatar_DBDEN.png' width='150px;'/>
</div>
</div><!--//item-->
<div class="item">
<div class="inner-item">
<div class="publication-title">Best of Both Worlds: Learning Arbitrary-Scale Blind Super-Resolution via Dual Degradation Representations and Cycle-Consistency</div>
<div class="publication-authors">Shao-Yu Weng, Hsuan Yuan, <b>Yu-Syuan Xu</b>, Ching-Chun Huang, Wei-Chen Chiu</div>
<div class="publication-conference">published in <b>WACV 2023</b> <a href='https://openaccess.thecvf.com/content/WACV2024/html/Weng_Best_of_Both_Worlds_Learning_Arbitrary-Scale_Blind_Super-Resolution_via_Dual_WACV_2024_paper.html' target="_blank">[Paper]</a> <a href='https://vivian210223.github.io/arbitrary-scale-blind-super-resolution/' target="_blank">[Project]</a> <a href='https://people.cs.nycu.edu.tw/~walon/publications/weng2024wacv_video.mp4' target="_blank">[Video]</a> <a href='https://github.com/vivian210223/arbitrary-scale-blind-SR' target="_blank">[Github]</a></div>
</div>
<div class="avatar">
<img src='assets/images/avatar_ASBlindSR.png' width='150px;'/>
</div>
</div><!--//item-->
<div class="item">
<div class="inner-item">
<div class="publication-title">Cascaded Local Implicit Transformer for Arbitrary-Scale Super-Resolution</div>
<div class="publication-authors">Hao-Wei Chen, <b>Yu-Syuan Xu</b>, Min-Fong Hong, Yi-Min Tsai, Hsien-Kai Kuo, Chun-Yi Lee</div>
<div class="publication-conference">published in <b>CVPR 2023</b> <a href='https://openaccess.thecvf.com/content/CVPR2023/html/Chen_Cascaded_Local_Implicit_Transformer_for_Arbitrary-Scale_Super-Resolution_CVPR_2023_paper.html' target="_blank">[Paper]</a> <a href='https://www.youtube.com/watch?v=U8_iaG1ak6s&list=LL&index=2&ab_channel=Hao-WeiChen' target="_blank">[Video]</a> <a href='https://github.com/XUSean0118/DVSNet' target="_blank">[Github]</a></div>
</div>
<div class="avatar">
<img src='assets/images/avatar_CLIT.png' width='150px;'/>
</div>
</div><!--//item-->
<div class="item">
<div class="inner-item">
<div class="publication-title">Power Efficient Video Super-Resolution on Mobile NPUs with Deep Learning, Mobile AI & AIM 2022 challenge: Report</div>
<div class="publication-authors">Andrey Ignatov, Radu Timofte, Cheng-Ming Chiang, Hsien-Kai Kuo, <b>Yu-Syuan Xu</b>, Man-Yu Lee, Allen Lu, et al.</div>
<div class="publication-conference">published in <b>ECCVW 2022</b> <a href='https://arxiv.org/abs/2211.05256' target="_blank">[Paper]</a></div>
</div>
</div><!--//item-->
<div class="item">
<div class="inner-item">
<div class="publication-title">MicroISP: Processing 32MP Photos on Mobile Devices with Deep Learning</div>
<div class="publication-authors">Andrey Ignatov, Grigory Malivenko, Radu Timofte, Yu Tseng, <b>Yu-Syuan Xu</b>, Po-Hsiang Yu, Cheng-Ming Chiang, Hsien-Kai Kuo, Min-Hung Chen, Chia-Ming Cheng, Luc Van Gool</div>
<div class="publication-conference">published in <b>ECCVW 2022</b> <a href='https://arxiv.org/abs/2211.06770' target="_blank">[Paper]</a></div>
</div>
<div class="avatar">
<img src='assets/images/avatar_MicroISP.png' width='150px;'/>
</div>
</div><!--//item-->
<div class="item">
<div class="inner-item">
<div class="publication-title">PyNet-V2 Mobile: Efficient On-Device Photo Processing With Neural Networks</div>
<div class="publication-authors">Andrey Ignatov, Grigory Malivenko, Radu Timofte, Yu Tseng, <b>Yu-Syuan Xu</b>, Po-Hsiang Yu, Cheng-Ming Chiang, Hsien-Kai Kuo, Min-Hung Chen, Chia-Ming Cheng, Luc Van Gool</div>
<div class="publication-conference">published in <b>ICPR 2022</b> <a href='https://arxiv.org/abs/2211.06263' target="_blank">[Paper]</a></div>
</div>
<div class="avatar">
<img src='assets/images/avatar_PyNetv2.png' width='150px;'/>
</div>
</div><!--//item-->
<div class="item">
<div class="inner-item">
<div class="publication-title">Learned Smartphone ISP on Mobile NPUs With Deep Learning, Mobile AI 2021 Challenge: Report</div>
<div class="publication-authors">Andrey Ignatov, Cheng-Ming Chiang, Hsien-Kai Kuo, Anastasia Sycheva, Radu Timofte, Min-Hung Chen, Man-Yu Lee, <b>Yu-Syuan Xu</b>, Yu Tseng, et al.</div>
<div class="publication-conference">published in <b>CVPRW 2021</b> <a href='https://openaccess.thecvf.com/content/CVPR2021W/MAI/html/Ignatov_Learned_Smartphone_ISP_on_Mobile_NPUs_With_Deep_Learning_Mobile_CVPRW_2021_paper.html' target="_blank">[Paper]</a></div>
</div>
</div><!--//item-->
<div class="item">
<div class="inner-item">
<div class="publication-title">Network Space Search for Pareto-Efficient Spaces</div>
<div class="publication-authors">Min-Fong Hong, Hao-Yun Chen, Min-Hung Chen, <b>Yu-Syuan Xu</b>, Hsien-Kai Kuo, Yi-Min Tsai, Hung-Jen Chen, Kevin Jou</div>
<div class="publication-conference">published in <b>CVPRW 2021</b> <a href='https://openaccess.thecvf.com/content/CVPR2021W/ECV/html/Hong_Network_Space_Search_for_Pareto-Efficient_Spaces_CVPRW_2021_paper.html' target="_blank">[Paper]</a></div>
</div>
<div class="avatar">
<img src='assets/images/avatar_NSS.png' width='150px;'/>
</div>
</div><!--//item-->
<div class="item">
<div class="inner-item">
<div class="publication-title">Unified Dynamic Convolutional Network for Super-Resolution With Variational Degradations</div>
<div class="publication-authors"><b>Yu-Syuan Xu</b>, Shou-Yao Roy Tseng, Yu Tseng, Hsien-Kai Kuo, Yi-Min Tsai</div>
<div class="publication-conference">published in <b>CVPR 2020</b> <a href='https://openaccess.thecvf.com/content_CVPR_2020/html/Xu_Unified_Dynamic_Convolutional_Network_for_Super-Resolution_With_Variational_Degradations_CVPR_2020_paper.html' target="_blank">[Paper]</a> <a href='https://www.youtube.com/watch?v=_B8CYhxWK38&ab_channel=ComputerVisionFoundationVideos' target="_blank">[Video]</a></div>
</div>
<div class="avatar">
<img src='assets/images/avatar_UDVD.png' width='150px;'/>
</div>
</div><!--//item-->
<div class="item">
<div class="inner-item">
<div class="publication-title">Deploying Image Deblurring across Mobile Devices: A Perspective of Quality and Latency</div>
<div class="publication-authors">Cheng-Ming Chiang, Yu Tseng, <b>Yu-Syuan Xu</b>, Hsien-Kai Kuo, Yi-Min Tsai, et al.</div>
<div class="publication-conference">published in <b>CVPRW 2020</b> <a href='https://openaccess.thecvf.com/content_CVPRW_2020/html/w31/Chiang_Deploying_Image_Deblurring_Across_Mobile_Devices_A_Perspective_of_Quality_CVPRW_2020_paper.html' target="_blank">[Paper]</a></div>
</div>
<div class="avatar">
<img src='assets/images/avatar_Deploying_Image_Deblurring.png' width='150px;'/>
</div>
</div><!--//item-->
<div class="item">
<div class="inner-item">
<div class="publication-title">Dynamic Video Segmentation Network</div>
<div class="publication-authors"><b>Yu-Syuan Xu</b>, Tsu-Jui Fu, Hsuan-Kung Yang, Chun-Yi Lee</div>
<div class="publication-conference">published in <b>CVPR 2018</b> <a href='https://openaccess.thecvf.com/content_cvpr_2018/html/Xu_Dynamic_Video_Segmentation_CVPR_2018_paper.html' target="_blank">[Paper]</a> <a href='https://www.youtube.com/watch?v=vadYHOyUVXs&ab_channel=Tsu-JuiFu' target="_blank">[Video]</a> <a href='https://github.com/XUSean0118/DVSNet' target="_blank">[Github]</a></div>
</div>
<div class="avatar">
<img src='assets/images/avatar_DVSNet.gif' width='150px;'/>
</div>
</div><!--//item-->
</section><!--//section-->
<section class="section awards-section">
<h2 class="section-title"><i class="fa fa-trophy"></i>Honors & Awards</h2>
<div class="item">
<div class="inner-item">
<div class="meta">
<div class="upper-row">
<h3 class="job-title">First Prize Team on Image Deblurring Smartphone Track, ETHZ
</h3>
<div class="time">2020</div>
</div><!--//upper-row-->
</div><!--//meta-->
<div class="details">
<p>New Trends in Image Restoration and Enhancement workshop and challenges on image and video restoration and enhancement
in conjunction with CVPR 2020.
</p>
</div><!--//details-->
</div>
</div><!--//item-->
<div class="item">
<div class="inner-item">
<div class="meta">
<div class="upper-row">
<h3 class="job-title">Third Prize Team on Image Deblurring Desktop Track, ETHZ
</h3>
<div class="time">2020</div>
</div><!--//upper-row-->
</div><!--//meta-->
<div class="details">
<p>New Trends in Image Restoration and Enhancement workshop and challenges on image and video restoration and enhancement
in conjunction with CVPR 2020.
</p>
</div><!--//details-->
</div>
</div><!--//item-->
<div class="item">
<div class="inner-item">
<div class="meta">
<div class="upper-row">
<h3 class="job-title">Student Scholarship, Win & Fun Capital Ltd.</h3>
<div class="time">2018</div>
</div><!--//upper-row-->
</div><!--//meta-->
<div class="details">
<p>Awarded to the two students with better performance at National Tsing Hua University.</p>
</div><!--//details-->
</div>
</div><!--//item-->
<div class="item">
<div class="inner-item">
<div class="meta">
<div class="upper-row">
<h3 class="job-title">Top Ten Posters, NVIDIA</h3>
<div class="time">2018</div>
</div><!--//upper-row-->
</div><!--//meta-->
<div class="details">
<p>NVIDIA’s GPU Technology Conference in Taiwan</p>
</div><!--//details-->
</div>
</div><!--//item-->
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<div class="inner-item">
<div class="meta">
<div class="upper-row">
<h3 class="job-title">Garmin Scholarship Award, Garmin Ltd.</h3>
<div class="time">2018</div>
</div><!--//upper-row-->
</div><!--//meta-->
<div class="details">
<p>Awarded to the nine students with the highest GPA in Taiwan.</p>
</div><!--//details-->
</div>
</div><!--//item-->
<div class="item">
<div class="inner-item">
<div class="meta">
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<h3 class="job-title">Student Scholarship, Pan Wen Yuan Foundation</h3>
<div class="time">2016</div>
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<p>Awarded to the three students with the highest GPA in their college.</p>
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<h3 class="job-title">Dean's List Award, National Tsing Hua University</h3>
<div class="time">Fall 2015</div>
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<p>Awarded to students with the top 5% GPA for that semester.</p>
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<span class="project-title">Medical Data Analysis System</span> <br>
<span class="project-tagline">This is a industry-university cooperative research project with IMAGEBROAD Inc. The goal is to establish a user-friendly medical information system that is easier to read and use. The medical data records in timeline, list and other presentations allowing users to view medical data with different perspectives. And we exploit the huge amounts of medical information to infer the cause and effect of the disease, the occurrence of the order, the symptoms associated and so on.</span>
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<span class="project-title">Image Recomposition</span> <br>
<span class="project-tagline">This my final project in introduction to multimedia course. First, use the object segment algorithm to extract specific objects from a input image. Then, exploit the exemplar-based inpainting algorithm to repair the background. and exploit the seam carving algorithm to resize the background. Finally put the objects back to produce images with changed background.</span>
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<h2 class="section-title"><i class="fa fa-briefcase"></i>Services</h2>
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<h3 class="job-title">Research Assistant</h3>
<div class="time">Jul. 2018 - Aug. 2018</div>
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<div class="company">National Tsing Hua University</div>
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<p>After graduating from the master, I become a Research Assistant in ELSA Lab at National Tsing Hua University. My research topic is how to control robots with reinforcement learning in simulation environment. I exploit reinforcement learning methods to control robotic arm in Kuka simulation environmen. And I participate in CrowdAI NIPS 2018: AI for Prosthetics Challenge, developing a controller to enable a physiologically-based human model with a prosthetic leg to walk and run with reinforcement learning musculoskeletal model.
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<h3 class="job-title">Teaching Assistant</h3>
<div class="time">2018</div>
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<div class="company">NVIDIA</div>
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<p>I work with Prof. Chun-Yi Lee in NVIDIA Deep Learning Workshop as teaching assistant in <b>deep learning course</b> and <b>CUDA course</b>. I responsible for parallel programming homework include MPI programming, CUDA programming, cache coherence simulation and GEM5 multicore platform.
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<h3 class="job-title">Teaching Assistant</h3>
<div class="time">Spring 2016</div>
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<div class="company">National Tsing Hua University</div>
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<p>In 2016 spring Semester, I serve as teaching assistant in <b>parallel computer architecture course</b> at National Tsing Hua University. I Teach office workers and students introduction to deep learning, deep learning applications with tensorflow, introduction to accelerated computing, and accelerating applications with CUDA python.</p>
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<h2 class="section-title"><i class="fa fa-rocket"></i>Skills</h2>
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<h3 class="level-title">Machine Learning</h3>
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<h3 class="level-title">Deep Learning</h3>
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<h3 class="level-title">Computer Vision</h3>
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<h3 class="level-title">Reinforcement Learning</h3>
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<h3 class="level-title">Python</h3>
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<h3 class="level-title">Tensorflow</h3>
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<h3 class="level-title">PyTorch</h3>
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<h3 class="level-title">CUDA</h3>
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