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  <!DOCTYPE html>
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  <html>
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- <head>
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- <meta charset="utf-8" />
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- <meta name="viewport" content="width=device-width" />
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- <title>My static Space</title>
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- <link rel="stylesheet" href="style.css" />
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- </head>
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- <body>
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- <div class="card">
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- <h1>Welcome to your static Space!</h1>
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- <p>You can modify this app directly by editing <i>index.html</i> in the Files and versions tab.</p>
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- <p>
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- Also don't forget to check the
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- <a href="https://huggingface.co/docs/hub/spaces" target="_blank">Spaces documentation</a>.
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- </p>
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- </div>
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- </body>
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- </html>
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  <!DOCTYPE html>
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  <html>
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+ <head>
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+ <meta charset="utf-8">
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+ <meta name="description"
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+ content="LEdits++: Limitless Image Editing using Text-to-Image Models">
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+ <meta name="keywords"
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+ content="LEDITS++, DPM solver++ inversion, LEDITS, semantic guidance, SEGA, real image editing">
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+ <meta name="viewport" content="width=device-width, initial-scale=1">
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+ <title> LEDITS++: Limitless Image Editing using Text-to-Image Models </title>
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+
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+ <link href="https://fonts.googleapis.com/css?family=Google+Sans|Noto+Sans|Castoro"
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+ rel="stylesheet">
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+
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+ <link rel="stylesheet" href="./static/css/bulma.min.css">
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+ <link rel="stylesheet" href="./static/css/bulma-carousel.min.css">
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+ <link rel="stylesheet" href="./static/css/bulma-slider.min.css">
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+ <link rel="stylesheet" href="./static/css/fontawesome.all.min.css">
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+ <link rel="stylesheet"
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+ href="https://cdn.jsdelivr.net/gh/jpswalsh/academicons@1/css/academicons.min.css">
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+ <link rel="stylesheet" href="./static/css/index.css">
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+ <link rel="icon" href="./static/images/painting-mascot.svg">
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+
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+ <script src="https://ajax.googleapis.com/ajax/libs/jquery/3.5.1/jquery.min.js"></script>
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+ <script defer src="./static/js/fontawesome.all.min.js"></script>
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+ <script src="./static/js/bulma-carousel.min.js"></script>
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+ <script src="./static/js/bulma-slider.min.js"></script>
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+ <script src="./static/js/index.js"></script>
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+ </head>
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+ <body>
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+
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+ <nav class="navbar" role="navigation" aria-label="main navigation">
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+ <div class="navbar-brand">
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+ <a role="button" class="navbar-burger" aria-label="menu" aria-expanded="false">
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+ <span aria-hidden="true"></span>
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+ <span aria-hidden="true"></span>
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+ <span aria-hidden="true"></span>
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+ </a>
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+ </div>
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+ </nav>
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+
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+
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+ <section class="hero">
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+ <div class="hero-body">
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+ <div class="container is-max-desktop">
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+ <div class="columns is-centered">
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+ <div class="column has-text-centered">
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+ <h1 class="title is-1 publication-title">LEDITS++: Limitless Image Editing using Text-to-Image Models</h1>
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+ <div class="is-size-5 publication-authors">
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+ <span class="author-block">
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+ <a>Manuel Brack</a>,</span>
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+ <span class="author-block">
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+ <a>Linoy Tsaban</a>,</span>
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+ <span class="author-block">
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+ <a>Katharina Kornmeier</a>,</span>
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+ <span class="author-block">
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+ <a>Apolinário Passos</a>,</span>
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+ <p></p>
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+ <span class="author-block">
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+ <a>Felix Friedrich</a>,</span>
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+ <span class="author-block">
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+ <a>Patrick Schramowski</a>,</span>
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+ <span class="author-block">
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+ <a>Kristian Kersting</a></span>
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+
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+
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+
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+ <div class="is-size-5 publication-authors">
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+ <span class="author-block">German Research Center for Artificial Intelligence (DFKI),</span>
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+ </div>
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+ <div class="is-size-5 publication-authors">
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+ <span class="author-block">Computer Science Department, TU Darmstadt,</span>
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+ </div>
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+ <div class="is-size-5 publication-authors">
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+ <span class="author-block">HuggingFace&#129303;,</span>
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+ </div>
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+ <div class="is-size-5 publication-authors">
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+ <span class="author-block">Hessian.AI,</span>
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+ </div>
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+ <div class="is-size-5 publication-authors">
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+ <span class="author-block">LAION,</span>
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+ </div>
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+ <div class="is-size-5 publication-authors">
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+ <span class="author-block">Centre for Cognitive Science, TU Darmstadt</span>
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+ </div>
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+
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+ <div class="column has-text-centered">
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+ <div class="publication-links">
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+ <!-- arxiv Link. -->
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+ <!-- <span class="link-block">-->
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+ <!-- <a href=""-->
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+ <!-- class="external-link button is-normal is-rounded is-dark">-->
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+ <!-- <span class="icon">-->
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+ <!-- <i class="ai ai-arxiv"></i>-->
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+ <!-- </span>-->
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+ <!-- <span>arXiv</span>-->
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+ <!-- </a>-->
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+ <!-- </span>-->
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+
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+ <!-- Demo Link. -->
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+ <span class="link-block">
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+ <a href="https://huggingface.co/spaces/editing-images/ledtisplusplus"
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+ class="external-link button is-normal is-rounded is-dark">
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+
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+ <span>&#129303; Demo</span>
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+ </a>
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+ </span>
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+ <!-- &lt;!&ndash; Code Link. &ndash;&gt;-->
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+ <!-- <span class="link-block">-->
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+ <!-- <a href=""-->
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+ <!-- class="external-link button is-normal is-rounded is-dark">-->
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+ <!-- <span class="icon">-->
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+ <!-- <i class="fa-github"></i>-->
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+ <!-- </span>-->
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+ <!-- <span>Code</span>-->
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+ <!-- </a>-->
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+ <!-- </span>-->
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+
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+ </div>
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+
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+ </div>
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+ </div>
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+ </div>
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+ </div>
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+ </div>
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+ </section>
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+
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+ <section class="hero teaser">
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+ <div class="container is-max-desktop">
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+ <div class="hero-body">
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+
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+ <video autoplay muted loop playsinline height="100%">
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+ <source src="static/videos/teaser_gif.mp4"
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+ type="video/mp4">
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+ </video>
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+
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+ <h2 class="subtitle has-text-centered">
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+ *Teaser GIF/image description*
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+ </h2>
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+
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+ </div>
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+ </div>
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+ </section>
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+
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+
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+ <section class="section">
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+ <div class="container is-max-desktop">
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+ <!-- Abstract. -->
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+ <div class="columns is-centered has-text-centered">
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+ <div class="column is-four-fifths">
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+ <h2 class="title is-3">Abstract</h2>
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+ <div class="content has-text-justified">
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+ <p>
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+ Text-to-image diffusion models have recently received a lot of interest for their
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+ astonishing ability to produce high-fidelity images from text only. Subsequent
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+ research efforts are aiming to exploit the capabilities of these models and leverage
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+ them for intuitive, textual image editing. However, existing methods often require
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+ time-consuming fine-tuning and lack native support for performing multiple edits
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+ simultaneously. To address these issues, we introduce LEDITS++ , an efficient yet
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+ versatile technique for image editing using text-to-image models. LEDITS++ re-
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+ quires no tuning nor optimization, runs in a few diffusion steps, natively supports
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+ multiple simultaneous edits, inherently limits changes to relevant image regions,
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+ and is architecture agnostic.
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+ </p>
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+
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+ </div>
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+ </div>
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+ </div>
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+
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+ </div>
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+ </section>
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+
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+ <section class="section">
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+ <div class="container is-max-desktop">
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+ <div class="columns is-centered has-text-centered">
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+ <img src="static/images/ledits_teaser.jpg"
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+ class="interpolation-image"
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+ style="max-height:700px; max-width:1000px"
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+ alt="ledits++ teaser"/>
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+ </div>
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+ </div>
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+ </section>
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+
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+
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+
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+ <section class="section">
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+ <div class="container is-max-desktop">
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+ <!-- Introduction -->
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+ <div class="columns is-centered has-text-centered">
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+ <h2 class="title is-3">LEDITS++: Efficient and Versatile Textual Image Editing</h2>
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+ </div>
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+ <div class="content has-text-justified">
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+ <p>
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+ To ease textual image editing, we present LEDITS++, a novel method for efficient and versatile image
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+ editing using text-to-image diffusion models. Firstly, LEDITS++ sets itself apart as a parameter-free
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+ solution requiring no fine-tuning nor any optimization. We derive characteristics of an edit-friendly
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+ noise space with a perfect input reconstruction, which were previously proposed for the DDPM
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+ sampling scheme, for a significantly faster multistep stochastic differential-equation (SDE)
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+ solver. This novel invertibility of the DPM-solver++ facilitates editing with LEDITS++ in as
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+ little as 20 total diffusion steps for inversion and inference combined.
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+ Moreover, LEDITS++ places a strong emphasis on semantic grounding to enhance the visual and
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+ contextual coherence of the edits. This ensures that changes are limited to the relevant regions in the
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+ image, preserving the original image’s fidelity as much as possible. LEDITS++ also provides users
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+ with the flexibility to combine multiple edits seamlessly, opening up new creative possibilities for
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+ intricate image manipulations. Finally, the approach is architecture-agnostic and compatible with any
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+ diffusion model, whether latent or pixel-based.
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+ </p>
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+ <section class="section">
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+ <div class="container is-max-desktop">
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+ <div class="columns is-centered has-text-centered">
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+ <img src="static/images/grid_example_LEDITSpp.jpg"
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+ class="interpolation-image"
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+ style="max-height:800px; max-width:1200px"
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+ alt="examples"/>
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+ </div>
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+ </div>
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+ </section>
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+ <div class="columns is-centered has-text-centered">
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+ <h2 class="title is-3">Methodology
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+ </h2>
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+ </div>
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+ <p>
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+ The methodology of LEDITS++ can be broken down into three components: (1) efficient image
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+ inversion, (2) versatile textual editing, and (3) semantic grounding of image changes. More in-depth
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+ details and mathematical derivations of each component can be found in App
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+ </p>
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+
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+ <div class="columns is-centered has-text-centered">
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+ <img src="static/images/diagram.jpg"
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+ style="max-height:620px; max-width:700px"
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+ alt="diagram"/>
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+ </div>
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+
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+ </div>
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+
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+
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+ </div>
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+ </section>
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+
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+
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+ <section class="section">
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+ <div class="container is-max-desktop">
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+ <div class="column">
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+
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+
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+ <div class="columns is-centered">
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+
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+ <!-- Editing workflows -->
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+ <div class="column">
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+ <div class="content">
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+ <h2 class="title is-4">Component 1: Image Inversion</h2>
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+ <p>
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+
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+ </p>
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+
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+ </div>
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+ </div>
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+
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+
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+ <div class="column">
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+ <h2 class="title is-4">Component 2: Textual Editing</h2>
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+ <div class="columns is-centered">
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+ <div class="column content">
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+ <p>
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+
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+ </p>
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+
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+ </div>
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+
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+ </div>
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+ </div>
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+
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+ <div class="column">
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+ <h2 class="title is-4">Component 3: Semantic Grounding</h2>
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+ <div class="columns is-centered">
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+ <div class="column content">
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+ <p>
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+
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+ </p>
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+
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+ </div>
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+
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+ </div>
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+ </div>
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+
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+ </div>
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+ </div>
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+ </div>
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+
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+ </section>
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+
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+ <!-- portraits video -->
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+ <!--<section class="hero teaser">-->
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+ <!-- <div class="container is-max-desktop">-->
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+ <!-- <div class="hero-body">-->
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+ <!-- <video id="portraits" autoplay muted loop playsinline height="100%">-->
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+ <!-- <source src="./static/videos/portraits.mp4"-->
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+ <!-- type="video/mp4">-->
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+ <!-- </video>-->
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+ <!-- <h2 class="subtitle has-text-centered">-->
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+ <!-- *Gif/image description*-->
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+ <!-- </h2>-->
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+
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+ <!-- </div>-->
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+ <!-- </div>-->
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+ <!--</section>-->
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+
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+ <!-- 3 key observations -->
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+
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+
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+ <section class="section" id="BibTeX">
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+ <div class="container is-max-desktop content">
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+ <h2 class="title">BibTeX</h2>
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+ <pre><code>@article{
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+ }</code></pre>
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+ </div>
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+ </section>
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+
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+
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+ <footer class="footer">
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+ <div class="container">
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+ <div class="columns is-centered">
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+ <div class="column is-8">
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+ <div class="content">
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+ <p>
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+ This website is licensed under a <a rel="license"
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+ href="http://creativecommons.org/licenses/by-sa/4.0/">Creative
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+ Commons Attribution-ShareAlike 4.0 International License</a>.
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+ </p>
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+ <p>
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+ This page was built using the source code of:
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+ <a rel="nerfies.github.io"
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+ href="https://github.com/nerfies/nerfies.github.io">nerfies.github.io</a>
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+ </p>
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+ </div>
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+ </div>
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+ </div>
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+ </div>
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+ </footer>
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+
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+ </body>
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+ </html>