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<body>
<ol id="nav">
<li><a href="#home" title="Home">Home</a></li>
<li><a href="#pub" title="Publications">Publications</a></li>
<li><a href="#exp" title="Experience">Experience</a></li>
</ol>
<a name="home"></a>
<div style="margin-bottom: 1em; border: 1px solid #ddd; background-color: #fff; padding: 1em; height: 170px;">
<div style="margin: 0px auto; width: 100%;">
<img title="Yi Liu (刘熠)" style="float: left; padding-left: 1em; padding-right: 2em; height: 170px;" src="pig.jpg" />
<div style="padding-left: 1em; vertical-align: top; height: 170px;"><span style="line-height: 150%; font-size: 23pt;">Yi Liu (刘熠)</span><br />
<h3><a href="https://scholar.google.com/citations?user=gGPehK4AAAAJ&hl=en"><strong><u>Google Scholar</u></strong></a> <a href="刘熠_简历_2025.pdf"><strong><u>CV</u></strong></a> </h3>
<h4><strong>Senior Engineer at <i> Honor Device Co., Ltd</i> .</strong></h4>
<h4><span><strong>Personal Email </strong>: yiliu61richard@gmail.com </span> <br /></h4>
<h4><span><strong>Research Interests </strong>:
Vision-Language Models, Video Understanding </span> <br /></h4>
</div>
</div>
</div>
<div style="clear: both;">
<div class="section">
<h2>About Me</h2>
<div class="bio">
<p>
Now I work at <b>Honor Device Co., Ltd</b>. as the project leader (PL) of the On-device VLM Group,
focusing on Vision-Language Models and Video Understanding.
I received my Ph.D. degree at <a href='http://mmlab.siat.ac.cn/'>MMLab@SIAT</a>,
<b>University of Chinese Academy of Sciences (UCAS)</b>, supervised by
<a href='https://scholar.google.com/citations?user=gFtI-8QAAAAJ&hl=zh-CN'>Prof. Yu Qiao</a>
and <a href='https://scholar.google.com/citations?user=hD948dkAAAAJ&hl=zh-CN'>Prof. Yali Wang</a> in 2024.
And I was a research intern at <a href="https://www.shlab.org.cn/">Shanghai AI Laboratory </a> from 2022 to 2023.
I received a B.Eng. degree in <b>Huazhong University of Science and Technology (HUST)</b>, Wuhan, China, in 2019.<br>
</p>
</div>
</div>
<a name="pub"></a>
<div style="clear: both;">
<div class="section">
<h2 id="confpapers">Publications</h2>
<div class="publication-section">
<div class="paper-list multimodal-list">
<div class="paper-entry">
<span class="paper-number"></span>
<div class="paper-content">
<a href="http://arxiv.org/abs/2508.01540"><u>MagicVL-2B: Empowering Vision-Language Models on Mobile Devices with Lightweight Visual Encoders via Curriculum Learning</u></a>,
<span class="paper-venue">arXiv, 2025</span> <span class="paper-review">(AAAI 2026 under review, 第1作者)</span>
</div>
</div>
<div class="paper-entry">
<span class="paper-number"></span>
<div class="paper-content">
<b>MagicGen: A Universal Multimodal Data Synthesis Agent for Domain-Specific Vision-Language Model Tuning</b>,
<span class="paper-venue">arXiv, 2025</span> <span class="paper-review">(In process, 第1通讯)</span>
</div>
</div>
<div class="paper-entry">
<span class="paper-number"></span>
<div class="paper-content">
<a href="http://arxiv.org/abs/2508.01546"><u>E-VRAG: Enhancing Long Video Understanding with Resource-Efficient Retrieval Augmented Generation</u></a>,
<span class="paper-venue">arXiv, 2025</span> <span class="paper-review">(AAAI 2026 under review, 第1通讯)</span>
</div>
</div>
<div class="paper-entry">
<span class="paper-number"></span>
<div class="paper-content">
<a href="https://arxiv.org/abs/2506.01725"><u>VideoCap-R1: Enhancing MLLMs for Video Captioning via Structured Thinking</u></a>,
<span class="paper-venue">arXiv, 2025</span> <span class="paper-review">(NeurIPS 2025 under review, 第2通讯)</span>
</div>
</div>
<div class="paper-entry">
<span class="paper-number"></span>
<div class="paper-content">
<a href="https://link.springer.com/journal/11263"><u>LvBench: A Benchmark for Long-form Video Understanding with Versatile Multi-modal Question Answering</u></a>,
<span class="paper-venue">International Journal of Computer Vision, 2025</span> <span class="paper-note">(IJCV, 中科院1区, IF=9.3, 共一第3)</span>
</div>
</div>
<div class="paper-entry">
<span class="paper-number"></span>
<div class="paper-content">
<a href="https://ieeexplore.ieee.org/abstract/document/10777595"><u>MLLM-TA: Leveraging Multimodal Large Language Models for Precise Temporal Video Grounding</u></a>,
<span class="paper-venue">IEEE Signal Processing Letters, 2024</span> <span class="paper-note">(SPL, 中科院2区, IF=3.9, 第1作者)</span>
</div>
</div>
<div class="paper-entry">
<span class="paper-number"></span>
<div class="paper-content">
<a href="https://arxiv.org/abs/2311.17005"><u>MVBench: A Comprehensive Multi-modal Video Understanding Benchmark</u></a>,
<span class="paper-venue">Computer Vision and Pattern Recognition, 2024</span> <span class="paper-note">(CVPR, CCF-A会议, 第6作者)</span>
</div>
</div>
<div class="paper-entry">
<span class="paper-number"></span>
<div class="paper-content">
<a href="https://link.springer.com/article/10.1007/s11554-024-01454-4"><u>F2S-Net: Learning Frame-To-Segment Prediction for Online Action Detection</u></a>,
<span class="paper-venue">Journal of Real-Time Image Processing, 2024</span> <span class="paper-note">(JRTIP, 中科院3区, IF=3.0, 第1作者)</span>
</div>
</div>
<div class="paper-entry">
<span class="paper-number"></span>
<div class="paper-content">
<a href="https://ieeexplore.ieee.org/abstract/document/10374139"><u>Dual masked modeling for weakly-supervised temporal boundary discovery</u></a>,
<span class="paper-venue">IEEE Transactions on Multimedia, 2023</span> <span class="paper-note">(TMM, 中科院1区, IF=9.7, 共一第2)</span>
</div>
</div>
<div class="paper-entry">
<span class="paper-number"></span>
<div class="paper-content">
<a href="https://dl.acm.org/doi/abs/10.1145/3581783.3611824"><u>Learning Discriminative Feature Representation for Open Set Action Recognition</u></a>,
<span class="paper-venue">ACM International Conference on Multimedia, 2023</span> <span class="paper-note">(ACM MM, CCF-A会议, 共一第2)</span>
</div>
</div>
<div class="paper-entry">
<span class="paper-number"></span>
<div class="paper-content">
<a href="https://arxiv.org/abs/2212.03191"><u>InternVideo: General Video Foundation Models via Generative and Discriminative Learning</u></a>,
<span class="paper-venue">arXiv, 2022</span> <span class="paper-review">(SCIS under review, 第9作者)</span>
</div>
</div>
<div class="paper-entry">
<span class="paper-number"></span>
<div class="paper-content">
<a href="https://arxiv.org/abs/2105.11107"><u>FineAction: A Fine-Grained Video Dataset for Temporal Action Localization</u></a>,
<span class="paper-venue">IEEE Transactions on Image Processing, 2022</span> <span class="paper-note">(TIP, 中科院1区, IF=13.7, 第1作者)</span>
</div>
</div>
<div class="paper-entry">
<span class="paper-number"></span>
<div class="paper-content">
<a href="https://arxiv.org/abs/2210.11158"><u>VideoPipe 2022 Challenge: Real-World Video Understanding for Urban Pipe Inspection</u></a>,
<span class="paper-venue">International Conference on Pattern Recognition, 2022</span> <span class="paper-note">(ICPR, CCF-C会议, 第1作者)</span>
</div>
</div>
<div class="paper-entry">
<span class="paper-number"></span>
<div class="paper-content">
<a href="https://jcjs.siat.ac.cn/cn/article/id/202106006"><u>短视频场景在线起始检测任务及方法研究</u></a>,
<span class="paper-venue">集成技术, 2021</span> <span class="paper-note">(共一第2)</span>
</div>
</div>
</div>
</div>
</div>
</div>
<a name="exp"></a>
<div style="clear: both;">
<div class="section"><h2>Experience</h2>
<div class="paper">
<h3>Workshops</h3>
<li> <b >Student organizer</b> of ECCV 2022 DeeperAction Challenge, <b> <a href='https://codalab.lisn.upsaclay.fr/competitions/4386'>Track 1: Temporal Action Localization</a> </b> </li>
<li> <b >Student organizer</b> of ICPR 2022 VideoPipe Challenge, <b> <a href='https://codalab.lisn.upsaclay.fr/competitions/2284'>Track 2: Temporal Defect Localization</a> </b> </li>
<li> <b >Student organizer</b> of ICCV 2021 DeeperAction Challenge, <b> <a href='https://competitions.codalab.org/competitions/32363'>Track 1: Temporal Action Localization</a> </b> </li>
<li> <b >1st Prize</b> in ECCV 2022 Ego4D Episodic Memory Challenge, <b> <a href='https://ego4d-data.org/workshops/eccv22/'> Moments Queries Track </a> </b> </li>
<li> <b >1st Prize</b> in ECCV 2022 Ego4D Episodic Memory Challenge, <b> <a href='https://ego4d-data.org/workshops/eccv22/'> Looking At Me Track </a> </b> </li>
<!-- <h3>Journal Reviewer</h3>
<li> Neural Networks, Journal of Visual Communication and Image Representation </li>
<li> Pattern Recognition, International Journal of Computer Vision </li>
<li> IEEE Transactions on Pattern Analysis and Machine Intelligence </li> -->
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