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<!doctype html>
<html lang="en">
<head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1">
<link href="bootstrap.min.css" rel="stylesheet" />
<meta name="twitter:card" content="summary_large_image" />
<!-- anon-on -->
<meta name="twitter:site" content="@GoogleAI" />
<!-- anon-off -->
<meta name="twitter:title" content="StyleDrop: Text-to-Image Generation in Any Style" />
<meta name="twitter:description" content="StyleDrop: Text-to-Image Generation in Any Style" />
<meta name="twitter:image" content="./images/teasar_sloth_3x6.jpg" />
<link rel="preconnect" href="https://fonts.googleapis.com">
<link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
<link href="https://fonts.googleapis.com/css2?family=Roboto:wght@300&display=swap" rel="stylesheet">
<link href="https://fonts.googleapis.com/css2?family=Google+Sans:wght@400" rel="stylesheet">
<link rel="stylesheet" type="text/css" href="styles.css" />
<script src="jquery.min.js"></script>
<script src="jquery.flip.min.js"></script>
<title>StyleDrop: Text-to-Image Generation in Any Style</title>
</head>
<!-- Google tag (gtag.js) -->
<script async src="https://www.googletagmanager.com/gtag/js?id=G-88CBQ5F55G"></script>
<script>
window.dataLayer = window.dataLayer || [];
function gtag() { dataLayer.push(arguments); }
gtag('js', new Date());
gtag('config', 'G-88CBQ5F55G');
</script>
<body>
<div id="gallery0" style="padding-top: 50px; padding-bottom: 50px; background-color: rgb(245,245,245);">
<center>
<div class="flipcard" id="fig0">
<div class="front">
<figure>
<img src="./images/logo_jpgs/row03_col02_logo.jpg" style="width: 95%; max-width: 512px;">
<figcaption style="font-size:18px;">A logo with letters "StyleDrop" in 3d rendering style.</figcaption>
</figure>
</div>
<div class="back">
<figure>
<img src="./images/logo_jpgs/row03_col02_logo.jpg" style="width: 95%; max-width: 512px;">
<figcaption style="font-size:18px;">A logo with letters "StyleDrop" in 3d rendering style.</figcaption>
</figure>
</div>
</div>
</center>
<p style="text-align: center; font-size:16px">(A style reference image is in white inset box)</p>
<div class="header_light_gray">
<h1><i>StyleDrop:</i> Text-To-Image Generation in Any Style</h1>
</div>
<!-- anon-on -->
<div class="authors">
<center>
<p>Kihyuk Sohn, Nataniel Ruiz, Kimin Lee, Daniel Castro Chin, Irina Blok, Huiwen Chang, Jarred Barber, Lu Jiang, Glenn Entis, Yuanzhen Li, Yuan Hao, Irfan Essa, Michael Rubinstein, Dilip Krishnan</p></center>
<br>
<center>
<img src="https://research.google/static/images/google_research_lockup-121987c06c0aa0ab26ca8716a0f2e7945d1cbf82077bbab9f914dac0a0bf099f.svg"
alt="Google Research" height=30px>
</center>
</div>
<!-- anon-off -->
</div>
<div class="abstract">
<div class="inside">
<p class="text">
We present <i>StyleDrop</i> that enables the generation of images that faithfully follow a specific style,
powered by <a href="https://muse-model.github.io/" style="color:#00ccff;">Muse</a>, a text-to-image generative
vision transformer.
<i>StyleDrop</i> is extremely versatile and captures nuances and details of a user-provided style, such as color
schemes, shading, design patterns, and local and global effects. <i>StyleDrop</i> works by efficiently learning
a new style by fine-tuning very few trainable parameters (less than 1% of total model parameters), and improving
the quality via iterative training with either human or automated feedback. Better yet, <i>StyleDrop</i> is able
to deliver impressive results even when the user supplies only a <i>single</i> image specifying the desired
style. An extensive study shows that, for the task of style tuning text-to-image models, Styledrop on <a
href="https://muse-model.github.io/" style="color:#00ccff;">Muse</a> convincingly outperforms other methods,
including <a href="https://dreambooth.github.io/" style="color:#00ccff;">DreamBooth</a> and <a
href="https://textual-inversion.github.io/" style="color:#00ccff;">Textual
Inversion</a> on <a href="https://imagen.research.google/" style="color:#00ccff;">Imagen</a> or <a
href="https://stability.ai/stable-diffusion" style="color:#00ccff;">Stable Diffusion</a>.
</p>
<!-- anon-on -->
<a class="read-paper" href="https://arxiv.org/abs/2306.00983"><button>Research Paper</button></a>
<!-- anon-off -->
</div>
</div>
<!-- Block 1: System description -->
<div class="header_dark_gray">
<h1>Stylized Text-to-image Generation from a Single Image</h1>
<div class="inside">
<p><b><i>StyleDrop</i></b> generates high-quality images from text prompts in
any style described by a <i>single</i> reference image. A style descriptor in natural language (e.g., "<i>in melting golden 3d rendering style</i>") is appended to the content descriptors both at training and generation.</p>
</div>
</div>
<div id="slideshow1" class="slideshow-container">
<div class="mySlides">
<img src="./images/styledrop_merge/01_0102.jpg" style="width:95%; max-width: 1280px;">
<div class="imagetext">"watercolor painting"</div>
</div>
<div class="mySlides">
<img src="./images/styledrop_merge/02_0102.jpg" style="width:95%; max-width: 1280px;">
<div class="imagetext">"watercolor painting"</div>
</div>
<div class="mySlides">
<img src="./images/styledrop_merge/03_0102.jpg" style="width:95%; max-width: 1280px;">
<div class="imagetext">"watercolor painting"</div>
</div>
<div class="mySlides">
<img src="./images/styledrop_merge/04_0102.jpg" style="width:95%; max-width: 1280px;">
<div class="imagetext">"watercolor painting"</div>
</div>
<div class="mySlides">
<img src="./images/styledrop_merge/05_0102.jpg" style="width:95%; max-width: 1280px;">
<div class="imagetext">"oil painting"</div>
</div>
<div class="mySlides">
<img src="./images/styledrop_merge/06_0102.jpg" style="width:95%; max-width: 1280px;">
<div class="imagetext">"line drawing"</div>
</div>
<div class="mySlides">
<img src="./images/styledrop_merge/07_0102.jpg" style="width:95%; max-width: 1280px;">
<div class="imagetext">"oil painting"</div>
</div>
<div class="mySlides">
<img src="./images/styledrop_merge/08_0102.jpg" style="width:95%; max-width: 1280px;">
<div class="imagetext">"oil painting"</div>
</div>
<div class="mySlides">
<img src="./images/styledrop_merge/09_0102.jpg" style="width:95%; max-width: 1280px;">
<div class="imagetext">"cartoon line drawing"</div>
</div>
<div class="mySlides">
<img src="./images/styledrop_merge/10_0102.jpg" style="width:95%; max-width: 1280px;">
<div class="imagetext">"flat cartoon illustration"</div>
</div>
<div class="mySlides">
<img src="./images/styledrop_merge/11_0102.jpg" style="width:95%; max-width: 1280px;">
<div class="imagetext">"flat cartoon illustration"</div>
</div>
<div class="mySlides">
<img src="./images/styledrop_merge/12_0102.jpg" style="width:95%; max-width: 1280px;">
<div class="imagetext">"sticker"</div>
</div>
<div class="mySlides">
<img src="./images/styledrop_merge/13_0102.jpg" style="width:95%; max-width: 1280px;">
<div class="imagetext">"abstract rainbow colored flowing smoke wave design"</div>
</div>
<div class="mySlides">
<img src="./images/styledrop_merge/14_0102.jpg" style="width:95%; max-width: 1280px;">
<div class="imagetext">"glowing"</div>
</div>
<div class="mySlides">
<img src="./images/styledrop_merge/15_0102.jpg" style="width:95%; max-width: 1280px;">
<div class="imagetext">"well lit haunted"</div>
</div>
<div class="mySlides">
<img src="./images/styledrop_merge/16_0102.jpg" style="width:95%; max-width: 1280px;">
<div class="imagetext">"beautifully lit mythical photo"</div>
</div>
<div class="mySlides">
<img src="./images/styledrop_merge/17_0102.jpg" style="width:95%; max-width: 1280px;">
<div class="imagetext">"3d rendering"</div>
</div>
<div class="mySlides">
<img src="./images/styledrop_merge/18_0102.jpg" style="width:95%; max-width: 1280px;">
<div class="imagetext">"3d rendering"</div>
</div>
<div class="mySlides">
<img src="./images/styledrop_merge/19_0102.jpg" style="width:95%; max-width: 1280px;">
<div class="imagetext">"glowing 3d rendering"</div>
</div>
<div class="mySlides">
<img src="./images/styledrop_merge/20_0102.jpg" style="width:95%; max-width: 1280px;">
<div class="imagetext">"3d rendering"</div>
</div>
<div class="mySlides">
<img src="./images/styledrop_merge/21_0102.jpg" style="width:95%; max-width: 1280px;">
<div class="imagetext">"kid crayon drawing"</div>
</div>
<div class="mySlides">
<img src="./images/styledrop_merge/22_0102.jpg" style="width:95%; max-width: 1280px;">
<div class="imagetext">"glowing metal sculpture"</div>
</div>
<div class="mySlides">
<img src="./images/styledrop_merge/23_0102.jpg" style="width:95%; max-width: 1280px;">
<div class="imagetext">"melting golden 3d rendering"</div>
</div>
<div class="mySlides">
<img src="./images/styledrop_merge/24_0102.jpg" style="width:95%; max-width: 1280px;">
<div class="imagetext">"wooden sculpture"</div>
</div>
<a class="prev" onclick="plusSlides(-1, slideshow1)">❮</a>
<a class="next" onclick="plusSlides(1, slideshow1)">❯</a>
<div style="text-align:center">
<span class="dot" onclick="currentSlide(1, slideshow1)"></span>
<span class="dot" onclick="currentSlide(2, slideshow1)"></span>
<span class="dot" onclick="currentSlide(3, slideshow1)"></span>
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<span class="dot" onclick="currentSlide(24, slideshow1)"></span>
</div>
</div>
<br>
<br>
<!-- Block 2: Character rendering -->
<div class="header_dark_gray">
<h1>Stylized Character Rendering</h1>
<div class="inside">
<p><b><i>StyleDrop</i></b> generates images of alphabets with a consistent style
described by a <i>single</i> reference image. A style descriptor in natural language (e.g., "<i>in abstract rainbow colored flowing smoke wave design</i>") is appended to the content descriptors both at training and generation.</p>
</div>
</div>
<div id="slideshow3" class="slideshow-container">
<div class="mySlides">
<img src="./images/styledrop_char/01_char_01.jpg" style="width:95%; max-width: 1280px;">
<div class="imagetext">"watercolor painting"</div>
</div>
<div class="mySlides">
<img src="./images/styledrop_char/02_char_01.jpg" style="width:95%; max-width: 1280px;">
<div class="imagetext">"watercolor painting"</div>
</div>
<div class="mySlides">
<img src="./images/styledrop_char/03_char_01.jpg" style="width:95%; max-width: 1280px;">
<div class="imagetext">"watercolor painting"</div>
</div>
<div class="mySlides">
<img src="./images/styledrop_char/04_char_01.jpg" style="width:95%; max-width: 1280px;">
<div class="imagetext">"watercolor painting"</div>
</div>
<div class="mySlides">
<img src="./images/styledrop_char/05_char_01.jpg" style="width:95%; max-width: 1280px;">
<div class="imagetext">"oil painting"</div>
</div>
<div class="mySlides">
<img src="./images/styledrop_char/06_char_01.jpg" style="width:95%; max-width: 1280px;">
<div class="imagetext">"line drawing"</div>
</div>
<div class="mySlides">
<img src="./images/styledrop_char/07_char_01.jpg" style="width:95%; max-width: 1280px;">
<div class="imagetext">"oil painting"</div>
</div>
<div class="mySlides">
<img src="./images/styledrop_char/08_char_01.jpg" style="width:95%; max-width: 1280px;">
<div class="imagetext">"oil painting"</div>
</div>
<div class="mySlides">
<img src="./images/styledrop_char/09_char_01.jpg" style="width:95%; max-width: 1280px;">
<div class="imagetext">"cartoon line drawing"</div>
</div>
<div class="mySlides">
<img src="./images/styledrop_char/10_char_01.jpg" style="width:95%; max-width: 1280px;">
<div class="imagetext">"flat cartoon illustration"</div>
</div>
<div class="mySlides">
<img src="./images/styledrop_char/11_char_01.jpg" style="width:95%; max-width: 1280px;">
<div class="imagetext">"flat cartoon illustration"</div>
</div>
<div class="mySlides">
<img src="./images/styledrop_char/12_char_01.jpg" style="width:95%; max-width: 1280px;">
<div class="imagetext">"sticker"</div>
</div>
<div class="mySlides">
<img src="./images/styledrop_char/13_char_01.jpg" style="width:95%; max-width: 1280px;">
<div class="imagetext">"abstract rainbow colored flowing smoke wave design"</div>
</div>
<div class="mySlides">
<img src="./images/styledrop_char/14_char_01.jpg" style="width:95%; max-width: 1280px;">
<div class="imagetext">"glowing"</div>
</div>
<div class="mySlides">
<img src="./images/styledrop_char/15_char_01.jpg" style="width:95%; max-width: 1280px;">
<div class="imagetext">"well lit haunted"</div>
</div>
<div class="mySlides">
<img src="./images/styledrop_char/16_char_01.jpg" style="width:95%; max-width: 1280px;">
<div class="imagetext">"beautifully lit mythical photo"</div>
</div>
<div class="mySlides">
<img src="./images/styledrop_char/17_char_01.jpg" style="width:95%; max-width: 1280px;">
<div class="imagetext">"3d rendering"</div>
</div>
<div class="mySlides">
<img src="./images/styledrop_char/18_char_01.jpg" style="width:95%; max-width: 1280px;">
<div class="imagetext">"3d rendering"</div>
</div>
<div class="mySlides">
<img src="./images/styledrop_char/19_char_01.jpg" style="width:95%; max-width: 1280px;">
<div class="imagetext">"glowing 3d rendering"</div>
</div>
<div class="mySlides">
<img src="./images/styledrop_char/20_char_01.jpg" style="width:95%; max-width: 1280px;">
<div class="imagetext">"3d rendering"</div>
</div>
<div class="mySlides">
<img src="./images/styledrop_char/21_char_01.jpg" style="width:95%; max-width: 1280px;">
<div class="imagetext">"kid crayon drawing"</div>
</div>
<div class="mySlides">
<img src="./images/styledrop_char/22_char_01.jpg" style="width:95%; max-width: 1280px;">
<div class="imagetext">"glowing metal sculpture"</div>
</div>
<div class="mySlides">
<img src="./images/styledrop_char/23_char_01.jpg" style="width:95%; max-width: 1280px;">
<div class="imagetext">"melting golden 3d rendering"</div>
</div>
<div class="mySlides">
<img src="./images/styledrop_char/24_char_01.jpg" style="width:95%; max-width: 1280px;">
<div class="imagetext">"wooden sculpture"</div>
</div>
<a class="prev" onclick="plusSlides(-1, slideshow3)">❮</a>
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<div style="text-align:center">
<span class="dot" onclick="currentSlide(1, slideshow3)"></span>
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<span class="dot" onclick="currentSlide(24, slideshow3)"></span>
</div>
</div>
<br>
<br>
<!-- Block 3: Design and Illustration -->
<div class="header_dark_gray">
<h1>Collaborate with Your Style Assistant</h1>
<div class="inside">
<p><b><i>StyleDrop</i></b> is easy to train with your own brand assets and helps
you to quickly prototype ideas in your own style. A style descriptor in natural language is appended to the content descriptors both at training and generation.</p>
</div>
</div>
<div id="slideshow4" class="slideshow-container">
<div class="mySlides">
<img src="./images/styledrop_design/01_design_01.jpg" style="width:95%; max-width: 1280px;">
<div class="imagetext"></div>
</div>
<div class="mySlides">
<img src="./images/styledrop_design/02_design_01.jpg" style="width:95%; max-width: 1280px;">
<div class="imagetext"></div>
</div>
<div class="mySlides">
<img src="./images/styledrop_design/03_design_01.jpg" style="width:95%; max-width: 1280px;">
<div class="imagetext"></div>
</div>
<div class="mySlides">
<img src="./images/styledrop_design/04_design_01.jpg" style="width:95%; max-width: 1280px;">
<div class="imagetext"></div>
</div>
<a class="prev" onclick="plusSlides(-1, slideshow4)">❮</a>
<a class="next" onclick="plusSlides(1, slideshow4)">❯</a>
<div style="text-align:center">
<span class="dot" onclick="currentSlide(1, slideshow4)"></span>
<span class="dot" onclick="currentSlide(2, slideshow4)"></span>
<span class="dot" onclick="currentSlide(3, slideshow4)"></span>
<span class="dot" onclick="currentSlide(4, slideshow4)"></span>
</div>
</div>
<br>
<br>
<div class="header_dark_gray">
<h1>My Subject in My Style</h1>
<div class="inside">
<p>We combine <b><i>StyleDrop</i></b> and <a href="https://dreambooth.github.io/" style="color:#00ccff;">DreamBooth</a> to generate an image of "<b>my subject</b>" in "<b>my style</b>".</p>
</div>
</div>
<div class="compositional">
<br>
<div class="image">
<img src="./images/combo/content1_style1/00002.png" id="compositional_animals_img" style="width:95%; max-width: 640px;">
</div>
<br>
<div class="text" id="compositional_animals">
<p class="selectable left">
Subject (select one)<br>
<span class="selected"><img alt="content1" src="https://github.com/google/dreambooth/blob/main/dataset/teapot/04.jpg?raw=true" width="100" height="100"></img></span>
<span><img alt="content2" src="https://github.com/google/dreambooth/blob/main/dataset/vase/04.jpg?raw=true" width="100" height="100"></img></span>
<span><img alt="content3" src="https://github.com/google/dreambooth/blob/main/dataset/dog6/04.jpg?raw=true" width="100" height="100"></img></span>
<span><img alt="content4" src="https://github.com/google/dreambooth/blob/main/dataset/cat/04.jpg?raw=true" width="100" height="100"></img></span>
</p>
<p class="selectable left">
Style (select one)<br>
<span class="selected"><img alt="style1" src="https://images.unsplash.com/photo-1612760721786-a42eb89aba02?ixlib=rb-4.0.3&ixid=M3wxMjA3fDB8MHxwaG90by1wYWdlfHx8fGVufDB8fHx8fA%3D%3D&auto=format&fit=crop&w=735&q=80" width="100" height="100"></img></span>
<span><img alt="style2" src="https://images.unsplash.com/photo-1578927107994-75410e4dcd51?ixlib=rb-4.0.3&ixid=M3wxMjA3fDB8MHxwaG90by1wYWdlfHx8fGVufDB8fHx8fA%3D%3D&auto=format&fit=crop&w=729&q=80" width="100" height="100"></img></span>
<span><img alt="style3" src="https://upload.wikimedia.org/wikipedia/commons/6/66/VanGogh-starry_night_ballance1.jpg" width="100" height="100"></img></span>
<span><img alt="style4" src="https://upload.wikimedia.org/wikipedia/commons/thumb/a/aa/Vincent_van_Gogh_-_Self-portrait_with_grey_felt_hat_-_Google_Art_Project.jpg/1024px-Vincent_van_Gogh_-_Self-portrait_with_grey_felt_hat_-_Google_Art_Project.jpg" width="100" height="100"></img></span>
<span><img alt="style5" src="https://images.unsplash.com/photo-1654648663068-0093ade5069e?ixlib=rb-4.0.3&ixid=M3wxMjA3fDB8MHxwaG90by1wYWdlfHx8fGVufDB8fHx8fA%3D%3D&auto=format&fit=crop&w=1160&q=80" width="100" height="100"></img></span>
<span><img alt="style6" src="https://img.freepik.com/free-psd/three-dimensional-real-estate-icon-mock-up_23-2149729145.jpg?w=996&t=st=1685117577~exp=1685118177~hmac=2d789df87b156c2e5578c8ddb69e4a3b3176206f81b774d9faea7492a4eafc0f" width="100" height="100"></img></span>
<span><img alt="style7" src="https://images.unsplash.com/photo-1630476504743-a4d342f88760?ixlib=rb-4.0.3&ixid=M3wxMjA3fDB8MHxwaG90by1wYWdlfHx8fGVufDB8fHx8fA%3D%3D&auto=format&fit=crop&w=1895&q=80" width="100" height="100"></img></span>
<span><img alt="style8" src="https://images.unsplash.com/photo-1637234852730-677079a9d718?ixlib=rb-4.0.3&ixid=M3wxMjA3fDB8MHxwaG90by1wYWdlfHx8fGVufDB8fHx8fA%3D%3D&auto=format&fit=crop&w=735&q=80" width="100" height="100"></img></span>
</p>
</div>
</div>
<div class="header_dark_gray">
<h1>Comparison to Fine-tuning of Diffusion Models</h1>
<div class="inside">
<p><b><i>StyleDrop</i></b> on Muse, a discrete-token based vision transformer, convincingly outperforms in style-tuning over existing methods based on diffusion (Imagen, Stable Diffusion) models.</p>
</div>
</div>
<div class="white">
<figure>
<img src="./images/more/comparison_style_supp_4col.jpg" style="width:95%; max-width: 1280px;">
</figure>
</div>
<!-- anon-on -->
<div class="header_dark_gray">
<h1>Acknowledgment</h1>
<p>First of all, we thank owners of images for sharing their valuable assets. We provide <a href="https://github.com/styledrop/styledrop.github.io/blob/main/images/assets/data.md" style="color:#00ccff;">links</a> to image assets used in our experiments.
We thank Varun Jampani, Jason Baldridge, Forrester Cole, José Lezama, Steven Hickson, Kfir Aberman for their valuable feedback on our manuscript.</p>
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