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<!doctype html>
<html lang="en">
<head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta name="twitter:card" content="summary_large_image" />
<meta name="twitter:title" content="StyleDrop: Text-to-Image Synthesis of Any Style" />
<meta name="twitter:description" content="StyleDrop: Text-to-Image Synthesis of Any Style" />
<meta name="twitter:image" content="https://styledrop.github.io/images/logo_jpgs/row03_col02_logo.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 Synthesis of 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 transparent waterdrop in 3d rendering style.</figcaption>
</figure>
</div>
</div>
<p style="text-align: center; font-size:16px">(A single style reference image is shown in white inset box)</p>
</center>
<h2 style="text-align: center;"><i>StyleDrop:</i> Text-To-Image Synthesis of Any Style</h2>
</div>
<div class="header_dark_gray">
<h1><i>StyleDrop</i> is a text-to-image generation model of any style.</h1>
</div>
<div class="abstract">
<div class="inside">
<p class="text">
We present <i>StyleDrop</i> that enables the synthesis of images that faithfully follow a specific style,
powered by <a href="https://muse-model.github.io/" style="color:#FF0000;">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:#FF0000;">Muse</a> convincingly outperforms other methods,
including <a href="https://dreambooth.github.io/" style="color:#FF0000;">DreamBooth</a> and <a
href="https://textual-inversion.github.io/" style="color:#FF0000;">Textual
Inversion</a> on <a href="https://imagen.research.google/" style="color:#FF0000;">Imagen</a> or <a
href="https://stability.ai/stable-diffusion" style="color:#FF0000;">Stable Diffusion</a>.
</p>
</div>
</div>
<!-- Block 1: System description -->
<div class="header_dark_gray">
<h1>Stylized Text-to-image Generation from a Single Image</h1>
<p><b><i>StyleDrop</i></b> generates high-quality images from text prompts of
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 synthesis.</p>
</div>
<div id="slideshow1" class="slideshow-container">
<div class="mySlides fade">
<img src="./images/styledrop_single/01_01.jpg" style="width:95%; max-width: 1536px;">
<div class="imagetext">"in watercolor painting style"</div>
</div>
<div class="mySlides fade">
<img src="./images/styledrop_single/02_01.jpg" style="width:95%; max-width: 1536px;">
<div class="imagetext">"in watercolor painting style"</div>
</div>
<div class="mySlides fade">
<img src="./images/styledrop_single/03_01.jpg" style="width:95%; max-width: 1536px;">
<div class="imagetext">"in watercolor painting style"</div>
</div>
<div class="mySlides fade">
<img src="./images/styledrop_single/04_01.jpg" style="width:95%; max-width: 1536px;">
<div class="imagetext">"in watercolor painting style"</div>
</div>
<div class="mySlides fade">
<img src="./images/styledrop_single/05_01.jpg" style="width:95%; max-width: 1536px;">
<div class="imagetext">"in oil painting style"</div>
</div>
<div class="mySlides fade">
<img src="./images/styledrop_single/06_01.jpg" style="width:95%; max-width: 1536px;">
<div class="imagetext">"in line drawing style"</div>
</div>
<div class="mySlides fade">
<img src="./images/styledrop_single/07_01.jpg" style="width:95%; max-width: 1536px;">
<div class="imagetext">"in oil painting style"</div>
</div>
<div class="mySlides fade">
<img src="./images/styledrop_single/08_01.jpg" style="width:95%; max-width: 1536px;">
<div class="imagetext">"in oil painting style"</div>
</div>
<div class="mySlides fade">
<img src="./images/styledrop_single/09_01.jpg" style="width:95%; max-width: 1536px;">
<div class="imagetext">"in cartoon line drawing style"</div>
</div>
<div class="mySlides fade">
<img src="./images/styledrop_single/10_01.jpg" style="width:95%; max-width: 1536px;">
<div class="imagetext">"in flat cartoon illustration style"</div>
</div>
<div class="mySlides fade">
<img src="./images/styledrop_single/11_01.jpg" style="width:95%; max-width: 1536px;">
<div class="imagetext">"in flat cartoon illustration style"</div>
</div>
<div class="mySlides fade">
<img src="./images/styledrop_single/12_01.jpg" style="width:95%; max-width: 1536px;">
<div class="imagetext">"in sticker style"</div>
</div>
<div class="mySlides fade">
<img src="./images/styledrop_single/13_01.jpg" style="width:95%; max-width: 1536px;">
<div class="imagetext">"in abstract rainbow colored flowing smoke wave design"</div>
</div>
<div class="mySlides fade">
<img src="./images/styledrop_single/14_01.jpg" style="width:95%; max-width: 1536px;">
<div class="imagetext">"in glowing style"</div>
</div>
<div class="mySlides fade">
<img src="./images/styledrop_single/15_01.jpg" style="width:95%; max-width: 1536px;">
<div class="imagetext">"in well lit haunted style"</div>
</div>
<div class="mySlides fade">
<img src="./images/styledrop_single/16_01.jpg" style="width:95%; max-width: 1536px;">
<div class="imagetext">"in beautifully lit mythical photo style"</div>
</div>
<div class="mySlides fade">
<img src="./images/styledrop_single/17_01.jpg" style="width:95%; max-width: 1536px;">
<div class="imagetext">"in 3d rendering style"</div>
</div>
<div class="mySlides fade">
<img src="./images/styledrop_single/18_01.jpg" style="width:95%; max-width: 1536px;">
<div class="imagetext">"in 3d rendering style"</div>
</div>
<div class="mySlides fade">
<img src="./images/styledrop_single/19_01.jpg" style="width:95%; max-width: 1536px;">
<div class="imagetext">"in glowing 3d rendering style"</div>
</div>
<div class="mySlides fade">
<img src="./images/styledrop_single/20_01.jpg" style="width:95%; max-width: 1536px;">
<div class="imagetext">"in 3d rendering style"</div>
</div>
<div class="mySlides fade">
<img src="./images/styledrop_single/21_01.jpg" style="width:95%; max-width: 1536px;">
<div class="imagetext">"in kid crayon drawing style"</div>
</div>
<div class="mySlides fade">
<img src="./images/styledrop_single/22_01.jpg" style="width:95%; max-width: 1536px;">
<div class="imagetext">"in glowing metal sculpture"</div>
</div>
<div class="mySlides fade">
<img src="./images/styledrop_single/23_01.jpg" style="width:95%; max-width: 1536px;">
<div class="imagetext">"in melting golden 3d rendering style"</div>
</div>
<div class="mySlides fade">
<img src="./images/styledrop_single/24_01.jpg" style="width:95%; max-width: 1536px;">
<div class="imagetext">"in 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>
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</div>
</div>
<br>
<br>
<div id="slideshow2" class="slideshow-container">
<div class="mySlides fade">
<img src="./images/styledrop_single/01_02.jpg" style="width:95%; max-width: 1536px;">
<div class="imagetext">"in watercolor painting style"</div>
</div>
<div class="mySlides fade">
<img src="./images/styledrop_single/02_02.jpg" style="width:95%; max-width: 1536px;">
<div class="imagetext">"in watercolor painting style"</div>
</div>
<div class="mySlides fade">
<img src="./images/styledrop_single/03_02.jpg" style="width:95%; max-width: 1536px;">
<div class="imagetext">"in watercolor painting style"</div>
</div>
<div class="mySlides fade">
<img src="./images/styledrop_single/04_02.jpg" style="width:95%; max-width: 1536px;">
<div class="imagetext">"in watercolor painting style"</div>
</div>
<div class="mySlides fade">
<img src="./images/styledrop_single/05_02.jpg" style="width:95%; max-width: 1536px;">
<div class="imagetext">"in oil painting style"</div>
</div>
<div class="mySlides fade">
<img src="./images/styledrop_single/06_02.jpg" style="width:95%; max-width: 1536px;">
<div class="imagetext">"in line drawing style"</div>
</div>
<div class="mySlides fade">
<img src="./images/styledrop_single/07_02.jpg" style="width:95%; max-width: 1536px;">
<div class="imagetext">"in oil painting style"</div>
</div>
<div class="mySlides fade">
<img src="./images/styledrop_single/08_02.jpg" style="width:95%; max-width: 1536px;">
<div class="imagetext">"in oil painting style"</div>
</div>
<div class="mySlides fade">
<img src="./images/styledrop_single/09_02.jpg" style="width:95%; max-width: 1536px;">
<div class="imagetext">"in cartoon line drawing style"</div>
</div>
<div class="mySlides fade">
<img src="./images/styledrop_single/10_02.jpg" style="width:95%; max-width: 1536px;">
<div class="imagetext">"in flat cartoon illustration style"</div>
</div>
<div class="mySlides fade">
<img src="./images/styledrop_single/11_02.jpg" style="width:95%; max-width: 1536px;">
<div class="imagetext">"in flat cartoon illustration style"</div>
</div>
<div class="mySlides fade">
<img src="./images/styledrop_single/12_02.jpg" style="width:95%; max-width: 1536px;">
<div class="imagetext">"in sticker style"</div>
</div>
<div class="mySlides fade">
<img src="./images/styledrop_single/13_02.jpg" style="width:95%; max-width: 1536px;">
<div class="imagetext">"in abstract rainbow colored flowing smoke wave design"</div>
</div>
<div class="mySlides fade">
<img src="./images/styledrop_single/14_02.jpg" style="width:95%; max-width: 1536px;">
<div class="imagetext">"in glowing style"</div>
</div>
<div class="mySlides fade">
<img src="./images/styledrop_single/15_02.jpg" style="width:95%; max-width: 1536px;">
<div class="imagetext">"in well lit haunted style"</div>
</div>
<div class="mySlides fade">
<img src="./images/styledrop_single/16_02.jpg" style="width:95%; max-width: 1536px;">
<div class="imagetext">"in beautifully lit mythical photo style"</div>
</div>
<div class="mySlides fade">
<img src="./images/styledrop_single/17_02.jpg" style="width:95%; max-width: 1536px;">
<div class="imagetext">"in 3d rendering style"</div>
</div>
<div class="mySlides fade">
<img src="./images/styledrop_single/18_02.jpg" style="width:95%; max-width: 1536px;">
<div class="imagetext">"in 3d rendering style"</div>
</div>
<div class="mySlides fade">
<img src="./images/styledrop_single/19_02.jpg" style="width:95%; max-width: 1536px;">
<div class="imagetext">"in glowing 3d rendering style"</div>
</div>
<div class="mySlides fade">
<img src="./images/styledrop_single/20_02.jpg" style="width:95%; max-width: 1536px;">
<div class="imagetext">"in 3d rendering style"</div>
</div>
<div class="mySlides fade">
<img src="./images/styledrop_single/21_02.jpg" style="width:95%; max-width: 1536px;">
<div class="imagetext">"in kid crayon drawing style"</div>
</div>
<div class="mySlides fade">
<img src="./images/styledrop_single/22_02.jpg" style="width:95%; max-width: 1536px;">
<div class="imagetext">"in glowing metal sculpture"</div>
</div>
<div class="mySlides fade">
<img src="./images/styledrop_single/23_02.jpg" style="width:95%; max-width: 1536px;">
<div class="imagetext">"in melting golden 3d rendering style"</div>
</div>
<div class="mySlides fade">
<img src="./images/styledrop_single/24_02.jpg" style="width:95%; max-width: 1536px;">
<div class="imagetext">"in wooden sculpture"</div>
</div>
<a class="prev" onclick="plusSlides(-1, slideshow2)">❮</a>
<a class="next" onclick="plusSlides(1, slideshow2)">❯</a>
<div style="text-align:center">
<span class="dot" onclick="currentSlide(1, slideshow2)"></span>
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</div>
</div>
<br>
<br>
<!-- Block 2: Character rendering -->
<div class="header_dark_gray">
<h1>Stylized Character Rendering</h1>
<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 synthesis.</p>
</div>
<div id="slideshow3" class="slideshow-container">
<div class="mySlides fade">
<img src="./images/styledrop_char/01_char_01.jpg" style="width:95%; max-width: 1536px;">
<div class="imagetext">"in watercolor painting style"</div>
</div>
<div class="mySlides fade">
<img src="./images/styledrop_char/02_char_01.jpg" style="width:95%; max-width: 1536px;">
<div class="imagetext">"in watercolor painting style"</div>
</div>
<div class="mySlides fade">
<img src="./images/styledrop_char/03_char_01.jpg" style="width:95%; max-width: 1536px;">
<div class="imagetext">"in watercolor painting style"</div>
</div>
<div class="mySlides fade">
<img src="./images/styledrop_char/04_char_01.jpg" style="width:95%; max-width: 1536px;">
<div class="imagetext">"in watercolor painting style"</div>
</div>
<div class="mySlides fade">
<img src="./images/styledrop_char/05_char_01.jpg" style="width:95%; max-width: 1536px;">
<div class="imagetext">"in oil painting style"</div>
</div>
<div class="mySlides fade">
<img src="./images/styledrop_char/06_char_01.jpg" style="width:95%; max-width: 1536px;">
<div class="imagetext">"in line drawing style"</div>
</div>
<div class="mySlides fade">
<img src="./images/styledrop_char/07_char_01.jpg" style="width:95%; max-width: 1536px;">
<div class="imagetext">"in oil painting style"</div>
</div>
<div class="mySlides fade">
<img src="./images/styledrop_char/08_char_01.jpg" style="width:95%; max-width: 1536px;">
<div class="imagetext">"in oil painting style"</div>
</div>
<div class="mySlides fade">
<img src="./images/styledrop_char/09_char_01.jpg" style="width:95%; max-width: 1536px;">
<div class="imagetext">"in cartoon line drawing style"</div>
</div>
<div class="mySlides fade">
<img src="./images/styledrop_char/10_char_01.jpg" style="width:95%; max-width: 1536px;">
<div class="imagetext">"in flat cartoon illustration style"</div>
</div>
<div class="mySlides fade">
<img src="./images/styledrop_char/11_char_01.jpg" style="width:95%; max-width: 1536px;">
<div class="imagetext">"in flat cartoon illustration style"</div>
</div>
<div class="mySlides fade">
<img src="./images/styledrop_char/12_char_01.jpg" style="width:95%; max-width: 1536px;">
<div class="imagetext">"in sticker style"</div>
</div>
<div class="mySlides fade">
<img src="./images/styledrop_char/13_char_01.jpg" style="width:95%; max-width: 1536px;">
<div class="imagetext">"in abstract rainbow colored flowing smoke wave design"</div>
</div>
<div class="mySlides fade">
<img src="./images/styledrop_char/14_char_01.jpg" style="width:95%; max-width: 1536px;">
<div class="imagetext">"in glowing style"</div>
</div>
<div class="mySlides fade">
<img src="./images/styledrop_char/15_char_01.jpg" style="width:95%; max-width: 1536px;">
<div class="imagetext">"in well lit haunted style"</div>
</div>
<div class="mySlides fade">
<img src="./images/styledrop_char/16_char_01.jpg" style="width:95%; max-width: 1536px;">
<div class="imagetext">"in beautifully lit mythical photo style"</div>
</div>
<div class="mySlides fade">
<img src="./images/styledrop_char/17_char_01.jpg" style="width:95%; max-width: 1536px;">
<div class="imagetext">"in 3d rendering style"</div>
</div>
<div class="mySlides fade">
<img src="./images/styledrop_char/18_char_01.jpg" style="width:95%; max-width: 1536px;">
<div class="imagetext">"in 3d rendering style"</div>
</div>
<div class="mySlides fade">
<img src="./images/styledrop_char/19_char_01.jpg" style="width:95%; max-width: 1536px;">
<div class="imagetext">"in glowing 3d rendering style"</div>
</div>
<div class="mySlides fade">
<img src="./images/styledrop_char/20_char_01.jpg" style="width:95%; max-width: 1536px;">
<div class="imagetext">"in 3d rendering style"</div>
</div>
<div class="mySlides fade">
<img src="./images/styledrop_char/21_char_01.jpg" style="width:95%; max-width: 1536px;">
<div class="imagetext">"in kid crayon drawing style"</div>
</div>
<div class="mySlides fade">
<img src="./images/styledrop_char/22_char_01.jpg" style="width:95%; max-width: 1536px;">
<div class="imagetext">"in glowing metal sculpture"</div>
</div>
<div class="mySlides fade">
<img src="./images/styledrop_char/23_char_01.jpg" style="width:95%; max-width: 1536px;">
<div class="imagetext">"in melting golden 3d rendering style"</div>
</div>
<div class="mySlides fade">
<img src="./images/styledrop_char/24_char_01.jpg" style="width:95%; max-width: 1536px;">
<div class="imagetext">"in wooden sculpture"</div>
</div>
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</div>
</div>
<br>
<br>
<!-- Block 3: Design and Illustration -->
<div class="header_dark_gray">
<h1>Collaborate with Your Style Assistant</h1>
<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 synthesis.</p>
</div>
<div id="slideshow4" class="slideshow-container">
<div class="mySlides fade">
<img src="./images/styledrop_design/01_design_01.jpg" style="width:95%; max-width: 1536px;">
<div class="imagetext"></div>
</div>
<div class="mySlides fade">
<img src="./images/styledrop_design/02_design_01.jpg" style="width:95%; max-width: 1536px;">
<div class="imagetext"></div>
</div>
<div class="mySlides fade">
<img src="./images/styledrop_design/03_design_01.jpg" style="width:95%; max-width: 1536px;">
<div class="imagetext"></div>
</div>
<div class="mySlides fade">
<img src="./images/styledrop_design/04_design_01.jpg" style="width:95%; max-width: 1536px;">
<div class="imagetext"></div>
</div>
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</div>
</div>
<br>
<br>
<div class="header_dark_gray">
<h1>Comparison to Fine-tuning of Diffusion Models</h1>
<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 class="white">
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