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<!DOCTYPE HTML>
<html lang="en">
<head>
<meta charset="UTF-8">
<title>Xin Zhang | Homepage</title>
<meta name="author" content="Xin Zhang">
<meta name="viewport" content="width=device-width, initial-scale=1">
<link rel="stylesheet" type="text/css" href="stylesheet.css?v=2">
<link rel="icon" type="image/png" href="images/NUS_logotype.png">
</head>
<body>
<table style="width:100%;max-width:800px;border:0px;border-spacing:0px;border-collapse:separate;margin-right:auto;margin-left:auto;"><tbody>
<tr style="padding:0px">
<td style="padding:0px">
<!-- Introduction -->
<table style="width:100%;border:0px;border-spacing:0px;border-collapse:separate;margin-right:auto;margin-left:auto;"><tbody>
<tr style="padding:0px">
<td style="padding:2.5%;width:63%;vertical-align:middle">
<p style="text-align:center">
<span class="name">Xin ZHANG</span>
</p>
<p>
Hi, there! I am a Ph.D. student majoring in Electrical and Computer Engineering(ECE) at <a href="https://www.nus.edu.sg/">National University of Singapore (NUS)</a>, supervised by Prof. <a href="https://tanrobby.github.io/">Robby T. Tan</a>. Before that, I received both my bachelor's and master's degrees from <a href="https://www.buaa.edu.cn/">Beihang University</a>.
</p>
<p>
My primary research interests include semantic segmentation, parameter-efficient fine-tuning and vision foundation models, etc.
</p>
<p>
Email: x.zhang@u.nus.edu
<!-- Email: x dot zhang at u dot nus dot edu -->
</p>
<p style="text-align:center">
<!-- <a href="data/resume.pdf">CV</a>  /  -->
<a href="https://scholar.google.com/citations?user=nSqxFpAAAAAJ&hl">Google Scholar</a>  / 
<a href="https://github.com/devinxzhang/">Github</a>  / 
<a href="https://www.linkedin.com/in/xin-zhang-9677a2165/">LinkedIn</a>
</p>
</td>
<td style="padding:2.5%;width:40%;max-width:40%">
<a href="images/selfie.jpg"><img style="width:80%;max-width:80%" alt="profile photo" src="images/selfie.jpg" class="hoverZoomLink"></a>
</td>
</tr>
</tbody></table>
<!-- News Section -->
<h2>News</h2>
<table width="100%" align="center" border="0" cellpadding="20"><tbody>
<tr>
<td style="padding:0px;width:100%;vertical-align:middle">
<p>
<strong>[Apr. 2025]</strong> </b> Our paper "Mamba as a Bridge: Where Vision Foundation Models Meet Vision Language Models for Domain-Generalized Semantic Segmentation" is selected as a <a href="https://cvpr.thecvf.com//">CVPR 2025</a> Highlight!
</p>
</td>
</tr>
</tbody></table>
<h2>Publications</h2>
<table style="width:100%;border:0;border-spacing:0;border-collapse:separate;margin:auto;">
<tbody>
<!-- Paper 1 -->
<tr>
<td style="padding:10px 10px 30px 10px;width:25%;vertical-align:top;">
<img src="images/mfuser.png" style="width:100%;max-width:160px;height:auto;display:block;">
</td>
<td style="padding:10px 10px 30px 10px;width:75%;vertical-align:top;">
<a href="https://arxiv.org/pdf/2504.03193" class="papertitle" target="_blank">
Mamba as a Bridge: Where Vision Foundation Models Meet Vision Language Models for Domain-Generalized Semantic Segmentation
</a><br>
<strong>Xin Zhang</strong>, Robby T. Tan<br>
<em>The IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)</em>, 2025
<span style="color:red; font-style:normal;">(Highlight)</span>
<p style="margin-top:6px;margin-bottom:0;">
We propose MFuser, a lightweight Mamba-based framework that efficiently fuses vision foundation and vision-language models, achieving state-of-the-art performance in domain-generalized semantic segmentation with strong spatial and semantic alignment.
</p>
</td>
</tr>
<!-- Paper 2 -->
<tr>
<td style="padding:10px 10px 30px 10px;width:25%;vertical-align:top;">
<img src="images/erf.png" style="width:100%;max-width:160px;height:auto;display:block;">
</td>
<td style="padding:10px 10px 30px 10px;width:75%;vertical-align:top;">
<a href="https://ojs.aaai.org/index.php/AAAI/article/view/33007/35162" class="papertitle" target="_blank">
ERF: A Benchmark Dataset for Robust Semantic Segmentation Under Extreme Rainfall Conditions
</a><br>
Xin Yang, <strong>Xin Zhang</strong>, Xinchao Wang<br>
<em>The Association for the Advancement of Artificial Intelligence (AAAI)</em>, 2025
<span style="color:red; font-style:normal;">(Oral)</span>
<p style="margin-top:6px;margin-bottom:0;">
We introduce ERF, the first benchmark for semantic segmentation under violent rain, revealing major model robustness gaps.
</p>
</td>
</tr>
<!-- Paper 3 -->
<tr>
<td style="padding:10px 10px 30px 10px;width:25%;vertical-align:top;">
<img src="images/heap.png" style="width:100%;max-width:160px;height:auto;display:block;">
</td>
<td style="padding:10px 10px 30px 10px;width:75%;vertical-align:top;">
<a href="https://ojs.aaai.org/index.php/AAAI/article/view/28562/29093" class="papertitle" target="_blank">
HEAP: Unsupervised Object Discovery and Localization with Contrastive Grouping
</a><br>
<strong>Xin Zhang</strong>, Jinheng Xie, Yuan Yuan, Michael Bi Mi, Robby T. Tan<br>
<em>The Association for the Advancement of Artificial Intelligence (AAAI)</em>, 2024
<p style="margin-top:6px;margin-bottom:0;">
We propose a hierarchical contrastive grouping framework, HEAP, for unsupervised object discovery and localization.
</p>
</td>
</tr>
<!-- Paper 4 -->
<tr>
<td style="padding:10px 10px 30px 10px;width:25%;vertical-align:top;">
<img src="images/adaodm.png" style="width:100%;max-width:160px;height:auto;display:block;">
</td>
<td style="padding:10px 10px 30px 10px;width:75%;vertical-align:top;">
<a href="https://arxiv.org/pdf/2208.01996" class="papertitle" target="_blank">
Adaptive Domain Generalization via Online Disagreement Minimization
</a><br>
<strong>Xin Zhang</strong>, Ying-Cong Chen<br>
<em>IEEE Transactions on Image Processing (TIP)</em>, 2023
<p style="margin-top:6px;margin-bottom:0;">
This work introduces AdaODM, which adapts models at test time by reducing classifier disagreement, boosting generalization to unseen domains.
</p>
</td>
</tr>
</tbody></table>
<!-- Academic Service -->
<h2>Academic Services</h2>
<table width="100%" align="center" border="0" cellpadding="20"><tbody>
<tr>
<td style="padding:0px;width:100%;vertical-align:middle">
<p>Serve as a reviewer for CVPR, ICCV, ECCV, NeurIPS, ICML, ICLR, AAAI, MICCAI, TPAMI, TMLR.</p>
</td>
</tr>
</tbody></table>
<!-- Academic Service -->
<h2>Awards</h2>
<table width="100%" align="center" border="0" cellpadding="20"><tbody>
<tr>
<td style="padding:0px;width:100%;vertical-align:middle">
<p>
<strong>[2020]</strong> </b> Outstanding Master’s Graduate of Beijing
</p>
<p>
<strong>[2019]</strong> </b> National Scholarship
</p>
</td>
</tr>
</tbody></table>
<table style="width:100%;border:0px;border-spacing:0px;border-collapse:separate;margin-right:auto;margin-left:auto;"><tbody>
<tr>
<td style="padding:0px">
<br>
<p style="text-align:right;font-size:small;">
<br>
The <a href="https://github.com/leonidk/website">template</a> of this page is from Jon Barron.
</p>
</td>
</tr>
</tbody></table>
</td>
</tr>
</table>
</body>
</html>