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<!DOCTYPE html>
<html><head>
<meta http-equiv="Content-Type" content="text/html; charset=UTF-8">
<meta content="IE=5.0000" http-equiv="X-UA-Compatible">
<meta name="description" content="Dinghao YANG's home page">
<link href="./files/wfdoc.css" rel="stylesheet" type="text/css">
<title>Dinghao YANG's Homepage</title>
<link rel="icon" href="./files/favicon.png">
<meta name="GENERATOR" content="MSHTML 11.00.10570.1001">
</head>
<body>
<div id="layout-content" style="margin-top: 25px;">
<table>
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<td width="670">
<div id="toptitle">
<h1>Dinghao YANG 杨丁豪</h1></div>
<h3>Algorithm Engineer, Lepton AI</h3>
<br>Hangzhou, China
<br>
<br> Email:
<a href="mailto:[email protected]"> [email protected]</a>;
<br> <a href="mailto:[email protected]"> [email protected]</a>;
<br> Google Scholar:
<a href="https://scholar.google.com/citations?user=0V_bdaoAAAAJ&hl=en" target="_blank"> Google Scholar Link</a>
<br> Github:
<a href="https://github.com/Dinghow" target="_blank">https://github.com/Dinghow</a>
<br> Personal Blog:
<a href="https://dinghow.site/dinghow-blog" target="_blank">https://dinghow.site/dinghow-blog</a>
<br><br></p>
</td>
<td>
<img width="360" src="./files/ydh.jpg" border="0">
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<tr></tr></tbody>
</table>
<div id="layout-content" style="margin-top: 25px;">
<h2>Biography</h2>
<p> I am an algorithm engineer at <a href="https://www.lepton.ai/" target="_blank">Lepton AI</a>, focusing on the inference optimization of deep learning models (e.g. LLM). I'm lucky to work with <a href="https://www.linkedin.com/in/jiaxin-cao-2166081b3/" target="_blank">Jiaxin Cao</a>, <a href="https://scholar.google.com/citations?user=gSB8_64AAAAJ&hl=en" target="_blank">Junjie Bai</a> and many other talented geeks. Before that, I worked at the <a href="https://www.alibabacloud.com/zh/product/machine-learning" target="_blank">Machine Learning Platform for AI</a>, Alibaba Cloud, majored in the development of a fancy LLM inference engine for Qwen. I received the M.S degree from <a href="https://www.ece.pku.edu.cn/" target="_blank">the School of Electronic and Computer Engineering</a>, Peking University, in 2023, and the B.E. degree from <a href="https://sse.tongji.edu.cn/" target="_blank">the School of Software Engineerning</a>, Tongji University, in 2020. I used to be a research intern at <a href="https://www.sensetime.com/cn/technology-detail?categoryId=44" target="_blank">Data and Computing Platform</a>, SenseTime Research, during 2020-2022, supervised by <a href="https://scholar.google.com/citations?user=WljXYoYAAAAJ&hl=en&oi=sra" target="_blank">Bin Wang</a> and <a href="https://liweijia.github.io/" target="_blank">Weijia Li</a>.</p>
<p>My research interests include AI infra (training/inference optimization), point cloud analysis, and image segmentation/matting.</p>
<!-- <p>You can find my Curriculum Vitae <a href="./files/CV_DinghaoYang.pdf">here</a> (may not be updated in time).</p> -->
<h2>Experience</h2>
<ul>
<li>
Jun.2024 - Now, <i>Algorithm Engineer</i>, <b>Lepton AI</b>
</li>
<li>
Jul.2023 - May.2024, <i>Algorithm Engineer (LLM Inference Optimization)</i>, <b>Alibaba Cloud</b>
</li>
<li>
Oct.2020 - Jan.2022, <i>Research Intern (Computer Vision)</i>, <b>SenseTime Research</b>
</li>
<li>
Oct.2019 - Jul.2020, <i>Research Intern (3D Vision)</i>, <b>Peng Cheng Lab</b>
</li>
<li>
Sep.2019 - Sep.2019, <i>Research Intern (3D Vision)</i>, <b>Megvii Research</b>
</li>
</ul>
<h2>Publications</h2>
<h3>Preprint Papers</h3>
<table class="pub_table">
<tbody>
<tr>
<td class="pub_td1"><img src="./files/uim.png" class="papericon"></td>
<td class="pub_td2"><b>Unified Interactive Image Matting</b>
<br><u>Dinghao Yang</u>, Bin Wang, Weijia Li, Yiqi Lin, Conghui He
<br><i>Under Review</i><br>
[<a href="https://arxiv.org/abs/2205.08324" target="_blank">PDF</a>]
[<a href="https://github.com/Dinghow/UIM" target="_blank">Code</a>]
</td>
</tr>
</tbody>
</table>
<h3>Published Papers</h3>
<table class="pub_table">
<tbody>
<tr>
<td class="pub_td1"><img src="./files/pointchd.png" class="papericon"></td>
<td class="pub_td2"><b>PointCHD: A Point Cloud Benchmark for Congenital Heart Disease Classification and Segmentation</b>
<br><u>Dinghao Yang</u>, Wei Gao
<br><i>IEEE Journal Of Biomedical & Health Informatics (<b>JBHI</b>)</i>
<br>
[<a href="https://ieeexplore.ieee.org/document/10748410" target="_blank">PDF</a>]
[<a href="https://github.com/Dinghow/PointCHD" target="_blank">Code</a>]
</td>
</tr>
<tr>
<td class="pub_td1"><img src="./files/ugbs.png" class="papericon"></td>
<td class="pub_td2"><b>Exploring the User Guidance for More Accurate Building Segmentation from High-Resolution Remote Sensing Images</b>
<br><u>Dinghao Yang</u>, Bin Wang, Conghui He, Weijia Li
<br><i>International Journal of Applied Earth Observation and Geoinformation (<b>JAG</b>)</i><br>
[<a href="https://www.sciencedirect.com/science/article/pii/S1569843223004338" target="_blank">PDF</a>]
[<a href="https://github.com/StephenDHYang/UGBS-pytorch" target="_blank">Code</a>]
</td>
</tr>
<tr>
<td class="pub_td1"><img src="./files/pointmanifold.png" class="papericon"></td>
<td class="pub_td2"><b>Exploiting Manifold Feature Representation for Efficient Classification of 3D Point Clouds</b>
<br><u>Dinghao Yang</u>, Wei Gao, Ge Li, Hui Yuan, Junhui Hou, Sam Kwong
<br><i>ACM Transactions on Multimedia Computing, Communications and Applications (<b>TOMM</b>)</i>
[<a href="https://dl.acm.org/doi/pdf/10.1145/3539611" target="_blank">PDF</a>]
[<a href="https://openi.pcl.ac.cn/dengy02/PointManifold_dy" target="_blank">Code</a>]
</td>
</tr>
<!-- <tr>
<td class="pub_td1"><img src="./files/huma2022.png" class="papericon"></td>
<td class="pub_td2"><b>Cycle-Consistent Learning for Weakly Supervised Semantic Segmentation</b>
<br>Bin Wang, Yu Qiao, Dahua Lin, <u>Dinghao Yang</u>, Weijia Li
<br><i>The 3rd International Workshop on Human-Centric Multimedia Analysis (<b>HUMA</b>), 2022</i><br>
[<a href="https://dl.acm.org/doi/abs/10.1145/3552458.3556445" target="_blank">PDF</a>]
</td>
</tr>
<tr>
<td class="pub_td1"><img src="./files/clic2020.png" class="papericon"></td>
<td class="pub_td2"><b>Low-rate image compression with super-resolution learning</b>
<br>Wei Gao, Lvfang Tao, Linjie Zhou, <u>Dinghao Yang</u>, Xiaoyu Zhang, Zixuan Guo
<br><i>IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops(<b>CVPRW</b>), 2020</i>
<br>
[<a href="https://openaccess.thecvf.com/content_CVPRW_2020/papers/w7/Gao_Low-Rate_Image_Compression_With_Super-Resolution_Learning_CVPRW_2020_paper.pdf" target="_blank">PDF</a>]
</td>
</tr> -->
</tbody>
</table>
<h2>Projects</h2>
<table class="pub_table">
<tbody>
<tr>
<td class="pub_td1"><img src="./files/bladellm.webp" class="papericon"></td>
<td class="pub_td2"><b>BladeLLM</b>
<br>BladeLLM is a high-performance LLM inference engine of Alibaba Cloud, used for the deployment of Qwen series.
I am responsible for the modeling of LLM models, optimization of position embedding, interface development and triton kernel development.
<br>
[<a href="https://mp.weixin.qq.com/s/-Qe47v8bV4Ff4iA73uJRUg" target="_blank">Report (CN)</a>]
</td>
</tr>
<tr>
<td class="pub_td1"><img src="./files/labelbee.png" class="papericon"></td>
<td class="pub_td2"><b>Intelligent Annotation for SenseBee</b>
<br>I am principally responsible for the interactive data annotation algorithms for SenseBee,
the data platform for SenseTime AI research. We propose and deploy deep learning-based
algorithms to accelerate manual data annotations (i.e. image segmentation, image matting,
3D object detection).
<br>
[<a href="https://github.com/open-mmlab/labelbee-client" target="_blank">Code</a>]
</td>
</tr>
<tr>
<td class="pub_td1"><img src="./files/openpointcloud.png" class="papericon"></td>
<td class="pub_td2"><b>OpenPointCloud</b>
<br>I participate in OpenPointCloud, an open-source algorithm library of deep learning-based point cloud compression & processing, mainly contrbute in the manifold learning-based point cloud representation learning method.
<br>
[<a href="https://openi.pcl.ac.cn/OpenPointCloud/OpenPointCloud" target="_blank">Code</a>]
</td>
</tr>
</tbody>
</table>
<h2>Awards</h2>
<ul>
<li>
Award for Scientific Research, Peking University. 2022.
</li>
<li>
<b>2<sup>nd</sup></b> place at Streaming Detection Challenge, Full Stack Track! (<b>CVPR 2021</b> Workshop)
</li>
<li>
Excellent graduate of Shanghai. 2020.
</li>
<li>
Shanghai Scholarship. 2019.
</li>
<li>
Excellent Leader of Microsoft Student Club, MSRA. 2018.
</li>
</ul>
<h2>Academic Activities</h2>
<ul>
<li>
Journal reviewer: TCSVT
</li>
<li>
Conference reviewer: ACM MM 2022, CVPR 2022, ECCV 2022, ICCVM 2023, ICDIP 2022, IJCAI 2022
</li>
</ul>
<p align="center">
<a href="https://clustrmaps.com/site/1ao35" title="Visit tracker"><img src="//www.clustrmaps.com/map_v2.png?d=U0oQ0PrlLrKGWvISfxXJmGognyTaT4s8OO6nyv5a4tw&cl=ffffff" /></a>
<br>
</p>
</div>
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</body></html>