TeleStyle/index.html at main · Tele-AI/TeleStyle · GitHub

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<!DOCTYPE html>
<html lang="en">
<head>
  <meta charset="utf-8">
  <meta name="viewport" content="width=device-width, initial-scale=1">

  <!-- Primary Meta Tags -->
  <!-- TODO: Replace with your paper title and author names -->
  <meta name="title" content="TeleStyle">
  <!-- TODO: Write a compelling 150-160 character description of your research -->
  <meta name="description" content="Content-Preserving Style Transfer in Images and Videos">
  <!-- TODO: Add 5-10 relevant keywords for your research area -->
  <meta name="keywords" content="AIGC, Style Transfer, Image Stylization, Video Stylization">
  <!-- TODO: List all authors -->
  <meta name="robots" content="index, follow">
  <meta name="language" content="English">

  <!-- Open Graph / Facebook -->
  <meta property="og:type" content="article">
  <!-- TODO: Replace with your institution or lab name -->
  <meta property="og:site_name" content="TeleAI">
  <!-- TODO: Same as paper title above -->
  <meta property="og:title" content="TeleStyle">
  <!-- TODO: Same as description above -->
  <meta property="og:description" content="BRIEF_DESCRIPTION_OF_YOUR_RESEARCH_CONTRIBUTION_AND_FINDINGS">
  <!-- TODO: Replace with your actual website URL -->
  <!-- TODO: Create a 1200x630px preview image and update path -->
  <!-- <meta property="og:image" content="https://YOUR_DOMAIN.com/static/images/social_preview.png">
  <meta property="og:image:width" content="1200">
  <meta property="og:image:height" content="630"> -->
  <meta property="og:image:alt" content="TeleStyle">
  <!-- <meta property="article:published_time" content="2024-01-01T00:00:00.000Z"> -->
  <!-- <meta property="article:author" content="FIRST_AUTHOR_NAME"> -->
  <meta property="article:section" content="Research">
  <meta property="article:tag" content="AIGC">
  <meta property="article:tag" content="Style Transfer">

  <!-- Twitter -->
  <!-- <meta name="twitter:card" content="summary_large_image">
  <!-- TODO: Replace with your lab/institution Twitter handle -->
  <meta name="twitter:site" content="@YOUR_TWITTER_HANDLE">
  <!-- TODO: Replace with first author's Twitter handle -->
  <meta name="twitter:creator" content="@AUTHOR_TWITTER_HANDLE">
  <!-- TODO: Same as paper title above -->
  <meta name="twitter:title" content="PAPER_TITLE">
  <!-- TODO: Same as description above -->
  <meta name="twitter:description" content="BRIEF_DESCRIPTION_OF_YOUR_RESEARCH_CONTRIBUTION_AND_FINDINGS">
  <!-- TODO: Same as social preview image above -->
  <meta name="twitter:image" content="https://YOUR_DOMAIN.com/static/images/social_preview.png">
  <meta name="twitter:image:alt" content="PAPER_TITLE - Research Preview"> -->

  <!-- Academic/Research Specific -->
  <!-- <meta name="citation_title" content="PAPER_TITLE">
  <meta name="citation_author" content="FIRST_AUTHOR_LAST, FIRST_AUTHOR_FIRST">
  <meta name="citation_author" content="SECOND_AUTHOR_LAST, SECOND_AUTHOR_FIRST">
  <meta name="citation_publication_date" content="2024">
  <meta name="citation_conference_title" content="CONFERENCE_NAME">
  <meta name="citation_pdf_url" content="https://YOUR_DOMAIN.com/static/pdfs/paper.pdf"> -->

  <!-- Additional SEO -->
  <meta name="theme-color" content="#2563eb">
  <meta name="msapplication-TileColor" content="#2563eb">
  <meta name="apple-mobile-web-app-capable" content="yes">
  <meta name="apple-mobile-web-app-status-bar-style" content="default">

  <!-- Preconnect for performance -->
  <link rel="preconnect" href="https://fonts.googleapis.com">
  <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
  <link rel="preconnect" href="https://ajax.googleapis.com">
  <link rel="preconnect" href="https://documentcloud.adobe.com">
  <link rel="preconnect" href="https://cdn.jsdelivr.net">


  <!-- TODO: Replace with your paper title and authors -->
  <title>TeleStyle</title>

  <!-- Favicon and App Icons -->
  <link rel="icon" type="image/x-icon" href="static/images/favicon.ico">
  <link rel="apple-touch-icon" href="static/images/favicon.ico">

  <!-- Critical CSS - Load synchronously -->
  <link rel="stylesheet" href="static/css/bulma.min.css">
  <link rel="stylesheet" href="static/css/index.css">

  <!-- Non-critical CSS - Load asynchronously -->
  <link rel="preload" href="static/css/bulma-carousel.min.css" as="style" onload="this.onload=null;this.rel='stylesheet'">
  <link rel="preload" href="static/css/bulma-slider.min.css" as="style" onload="this.onload=null;this.rel='stylesheet'">
  <link rel="preload" href="static/css/fontawesome.all.min.css" as="style" onload="this.onload=null;this.rel='stylesheet'">
  <link rel="preload" href="https://cdn.jsdelivr.net/gh/jpswalsh/academicons@1/css/academicons.min.css" as="style" onload="this.onload=null;this.rel='stylesheet'">

  <!-- Fallback for browsers that don't support preload -->
  <noscript>
    <link rel="stylesheet" href="static/css/bulma-carousel.min.css">
    <link rel="stylesheet" href="static/css/bulma-slider.min.css">
    <link rel="stylesheet" href="static/css/fontawesome.all.min.css">
    <link rel="stylesheet" href="https://cdn.jsdelivr.net/gh/jpswalsh/academicons@1/css/academicons.min.css">
  </noscript>

  <!-- Fonts - Optimized loading -->
  <link href="https://fonts.googleapis.com/css2?family=Inter:wght@400;500;600;700;800&display=swap" rel="stylesheet">

  <!-- Defer non-critical JavaScript -->
  <script defer src="https://ajax.googleapis.com/ajax/libs/jquery/3.5.1/jquery.min.js"></script>
  <script defer src="https://documentcloud.adobe.com/view-sdk/main.js"></script>
  <script defer src="static/js/fontawesome.all.min.js"></script>
  <script defer src="static/js/bulma-carousel.min.js"></script>
  <script defer src="static/js/bulma-slider.min.js"></script>
  <script defer src="static/js/index.js"></script>

  <!-- Structured Data for Academic Papers -->
  <script type="application/ld+json">
  {
    "@context": "https://schema.org",
    "@type": "ScholarlyArticle",
    "headline": "TeleStyle",
    "description": "Content-Preserving Style Transfer in Images and Videos",
    "publisher": {
      "@type": "Organization",
      "name": "arxiv"
    },
    "keywords": ["AIGC", "Style Transfer", "Image Stylization", "Video Stylization"],
  }
  </script>

  <!-- Website/Organization Structured Data -->
  <script type="application/ld+json">
  {
    "@context": "https://schema.org",
    "@type": "Organization",
    "name": "TeleAI",
    "url": "https://YOUR_INSTITUTION_WEBSITE.com",
    "logo": "https://YOUR_DOMAIN.com/static/images/favicon.ico",
    "sameAs": [
      "https://twitter.com/YOUR_TWITTER_HANDLE",
      "https://github.com/YOUR_GITHUB_USERNAME"
    ]
  }
  </script>
</head>
<body>


  <main id="main-content">
  <section class="hero">
    <div class="hero-body">
      <div class="container is-max-desktop">
        <div class="columns is-centered">
          <div class="column has-text-centered">
            <!-- TODO: Replace with your paper title -->
            <h1 class="title is-1 publication-title">TeleStyle:  Content-Preserving Style Transfer in Images and Videos</h1>
            <div class="is-size-5 publication-authors">
              <!-- TODO: Replace with your paper authors and their personal links -->
              <span class="author-block">
                <a href="FIRST AUTHOR PERSONAL LINK" target="_blank">Shiwen Zhang</a>,</span>
                <span class="author-block">
                  <a href="SECOND AUTHOR PERSONAL LINK" target="_blank">Xiaoyan Yang</a>,</span>
                  <a href="SECOND AUTHOR PERSONAL LINK" target="_blank">Bojia Zi</a>,</span>
                  <span class="author-block">
                  <span class="author-block">
                    <a href="THIRD AUTHOR PERSONAL LINK" target="_blank">Haibin Huang</a>,</span>
                    <span class="author-block">
                    <a href="THIRD AUTHOR PERSONAL LINK" target="_blank">Chi Zhang</a></span>
                    <span class="author-block">
                    <a href="THIRD AUTHOR PERSONAL LINK" target="_blank">Xuelong Li</a></span>
                  </div>

                  <div class="is-size-5 publication-authors">
                    <!-- TODO: Replace with your institution and conference/journal info -->
                    <span class="author-block">Institute of Artificial Intelligence, China Telecom (TeleAI)</span>
                    <span class="author-block"><br></span>
                    <!-- TODO: Remove this line if no equal contribution -->
                    <!-- <span class="eql-cntrb"><small><br><sup>*</sup>Indicates Equal Contribution</small></span> -->
                  </div>

                  <div class="column has-text-centered">
                    <div class="publication-links">
                      <span class="link-block">
                        <a href="https://arxiv.org/pdf/2601.20175.pdf" target="_blank"
                        class="external-link button is-normal is-rounded is-dark">
                        <span class="icon">
                          <i class="fas fa-file-pdf"></i>
                        </span>
                        <span>Tech Report</span>
                      </a>
                    </span>


                  <!-- TODO: Replace with your GitHub repository URL -->
                  <span class="link-block">
                    <a href="https://github.com/Tele-AI/TeleStyle" target="_blank"
                    class="external-link button is-normal is-rounded is-dark">
                    <span class="icon">
                      <i class="fab fa-github"></i>
                    </span>
                    <span>Code</span>
                  </a>
                </span>

                <span class="link-block">
                    <a href="https://huggingface.co/Tele-AI/TeleStyle" target="_blank"
                    class="external-link button is-normal is-rounded is-dark">
                    <span class="icon">
                      🤗
                    </span>
                    <span>Huggingface</span>
                  </a>
                </span>

            </div>
          </div>
        </div>
      </div>
    </div>
  </div>
</section>


<!--
<section class="hero teaser">
  <div class="container is-max-desktop">
    <div class="hero-body">


         <img src="assets/images/Introduction.png" alt="TeleStyle-Image" loading="lazy"/>


      <h2 class="subtitle has-text-centered">
        TeleStyle-Image accepts style and content references for content-preserving style transfer, while maintaining high aesthetics merit.
      </h2>
    </div>
  </div>
</section>
 -->

<!-- Paper abstract -->
<section class="section hero is-light">
  <div class="container is-max-desktop">
    <div class="columns is-centered has-text-centered">
      <div class="column is-four-fifths">
        <h2 class="title is-3">Abstract</h2>
        <div class="content has-text-justified">
          <!-- TODO: Replace with your paper abstract -->
          <p>
          Content-preserving style transfer—generating stylized outputs based on content and style references—remains a significant challenge for Diffusion Transformers (DiTs) due to the inherent entanglement of content and style features in their internal representations. In this technical report, we present TeleStyle, a lightweight yet effective model for both image and video stylization. Built upon Qwen-Image-Edit, TeleStyle leverages the base model’s robust capabilities in content preservation and style customization. To facilitate effective training, we curated a high-quality dataset of distinct specific styles and further synthesized triplets using thousands of diverse, in-the-wild style categories. We introduce a Curriculum Continual Learning framework to train TeleStyle on this hybrid dataset of clean (curated) and noisy (synthetic) triplets. This approach enables the model to generalize to unseen styles without compromising precise content fidelity. Additionally, we introduce a video-to-video stylization module to enhance temporal consistency and visual quality. TeleStyle achieves state-of-the-art performance across three core evaluation metrics: style similarity, content consistency, and aesthetic quality.
          </p>
        </div>
      </div>
    </div>
  </div>
</section>
<!-- End paper abstract -->


<!-- Image carousel -->
<section class="hero is-small">
  <div class="hero-body">
    <div class="container">
      <div id="results-carousel" class="carousel results-carousel">
        <div class="item">
          <img src="assets/images/3.png" alt="First research result visualization" loading="lazy"/>
          <h2 class="subtitle has-text-centered"></h2>
        </div>
        <div class="item">
          <img src="assets/images/2.png" alt="Second research result visualization" loading="lazy"/>
          <h2 class="subtitle has-text-centered"></h2>
        </div>
        <div class="item">
          <img src="assets/images/1.png" alt="Third research result visualization" loading="lazy"/>
          <h2 class="subtitle has-text-centered"></h2>
        </div>
        <div class="item">
          <img src="assets/images/5.png" alt="Second research result visualization" loading="lazy"/>
          <h2 class="subtitle has-text-centered"></h2>
        </div>
        <div class="item">
          <img src="assets/images/6.png" alt="Second research result visualization" loading="lazy"/>
          <h2 class="subtitle has-text-centered"></h2>
        </div>
        <div class="item">
          <img src="assets/images/7.png" alt="Second research result visualization" loading="lazy"/>
          <h2 class="subtitle has-text-centered"></h2>
        </div>
      </div>
    </div>
  </div>
</section>
<!-- End image carousel -->

<!-- 新增CSS样式控制图片尺寸 -->
<style>
  /* 轮播容器：限定整体宽度，居中显示 */
  .results-carousel {
    max-width: 800px; /* 轮播的最大宽度，可根据需求修改（如700px、900px） */
    margin: 0 auto;   /* 让轮播居中 */
  }

  /* 单个轮播项：图片和文字居中，增加内边距 */
  .results-carousel .item {
    text-align: center;
    padding: 10px 0;
  }

  /* 核心：控制图片尺寸 */
  .results-carousel .item img {
    max-width: 100%;    /* 图片宽度不超过容器，适配小屏幕 */
    height: auto;       /* 高度自动，保证图片宽高比不变（避免拉伸变形） */
    max-height: 500px;  /* 图片最大高度，可修改（如300px、500px） */
    object-fit: contain;/* 图片完整显示，不裁剪、不拉伸（可选：cover=填充容器但裁剪） */
  }
</style>


<div class="container" style="margin-top: -32px;">
        <h2 class="title is-3">Video Stylization</h2>
        <!-- <h1 class="subtitle"><span class="gradient">Video Stylization</span></h1> -->
        <div class="video-grid">
            <div class="video-grid-item">
                <video src="assets/videos/h-1.mp4" autoplay muted loop></video>
                afk arena style
            </div>
            <div class="video-grid-item">
                <video src="assets/videos/h-2.mp4" autoplay muted loop></video>
                victorian style
            </div>
            <div class="video-grid-item">
                <video src="assets/videos/h-3.mp4" autoplay muted loop></video>
                tintoretto style
            </div>
            <div class="video-grid-item">
                <video src="assets/videos/h-4.mp4" autoplay muted loop></video>
                diego rivera style
            </div>
            <div class="video-grid-item">
                <video src="assets/videos/h-5.mp4" autoplay muted loop></video>
                atompunk style
            </div>
            <div class="video-grid-item">
                <video src="assets/videos/h-6.mp4" autoplay muted loop></video>
                chibi anime style
            </div>
            <div class="video-grid-item">
                <video src="assets/videos/h-7.mp4" autoplay muted loop></video>
                post-impressionist style
            </div>
            <div class="video-grid-item">
                <video src="assets/videos/h-8.mp4" autoplay muted loop></video>
                minimalist design style
            </div>
            <div class="video-grid-item">
                <video src="assets/videos/h-9.mp4" autoplay muted loop></video>
                cookierun kindom style
            </div>
            <div class="video-grid-item">
                <video src="assets/videos/h-10.mp4" autoplay muted loop></video>
                stained glass window style
            </div>
            <div class="video-grid-item">
                <video src="assets/videos/h-11.mp4" autoplay muted loop></video>
                collage montage style
            </div>
            <div class="video-grid-item">
                <video src="assets/videos/h-12.mp4" autoplay muted loop></video>
                architectural sketching style
            </div>

            </div>
        </div>
    </div>


    <div class="container" style="margin-top: -32px;">
        <div class="video-grid-3">

            <div class="video-grid-item" >
                <video src="assets/videos/w-1.mp4" autoplay muted loop></video>
                tasha tudor style
            </div>
            <div class="video-grid-item">
                <video src="assets/videos/w-2.mp4" autoplay muted loop></video>
                posto-impressionism style
            </div>
            <div class="video-grid-item">
                <video src="assets/videos/w-3.mp4" autoplay muted loop></video>
                rubber hose animation style
            </div>
            <div class="video-grid-item">
                <video src="assets/videos/w-4.mp4" autoplay muted loop></video>
                low poly 3d style
            </div>
            <div class="video-grid-item">
                <video src="assets/videos/w-5.mp4" autoplay muted loop></video>
                henri matisse style
            </div>
            <div class="video-grid-item">
                <video src="assets/videos/w-6.mp4" autoplay muted loop></video>
                neo-expressionism style
            </div>
            <div class="video-grid-item">
                <video src="assets/videos/w-7.mp4" autoplay muted loop></video>
                synchromism style
            </div>
            <div class="video-grid-item">
                <video src="assets/videos/w-8.mp4" autoplay muted loop></video>
                jeffrey catherine jones style
            </div>
            <div class="video-grid-item">
                <video src="assets/videos/w-9.mp4" autoplay muted loop></video>
                warframe style
            </div>
        </div>
    </div>

        <div class="container" style="margin-top: -32px;">
        <div class="video-grid-5">

            <div class="video-grid-item" >

                <video src="assets/videos/1-0.mp4" autoplay muted loop></video>
            </div>
            <div class="video-grid-item">
                <img src="assets/videos/4.png" class="overlay-img" alt="logo">
                <video src="assets/videos/1-4.mp4" autoplay muted loop></video>
            </div>
            <div class="video-grid-item">
                <img src="assets/videos/1.png" class="overlay-img" alt="logo">
                <video src="assets/videos/1-1.mp4" autoplay muted loop></video>
            </div>

            <div class="video-grid-item">
                <img src="assets/videos/2.png" class="overlay-img" alt="logo">
                <video src="assets/videos/1-5.mp4" autoplay muted loop></video>
            </div>
            <div class="video-grid-item">
                <img src="assets/videos/3.png" class="overlay-img" alt="logo">
                <video src="assets/videos/1-2.mp4" autoplay muted loop></video>
            </div>

        </div>
    </div>
<div class="container" style="margin-top: -82px;">
        <div class="video-grid-5">


            <div class="video-grid-item" >
                <video src="assets/videos/2-0.mp4" autoplay muted loop></video>
            </div>
            <div class="video-grid-item">
                <img src="assets/videos/4.png" class="overlay-img" alt="logo">
                <video src="assets/videos/2-6.mp4" autoplay muted loop></video>
            </div>
            <div class="video-grid-item">
                <img src="assets/videos/1.png" class="overlay-img" alt="logo">
                <video src="assets/videos/2-1.mp4" autoplay muted loop></video>
            </div>
            <div class="video-grid-item">
                <img src="assets/videos/2.png" class="overlay-img" alt="logo">
                <video src="assets/videos/2-5.mp4" autoplay muted loop></video>
            </div>
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              <img src="assets/videos/3.png" class="overlay-img" alt="logo">
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    title={TeleStyle: Content-Preserving Style Transfer in Images and Videos},
    author={Shiwen Zhang and Xiaoyan Yang and Bojia Zi and Haibin Huang and Chi Zhang and Xuelong Li},
    journal={arXiv preprint arXiv:2601.20175},
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