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<!DOCTYPE html>
<html>
<head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1">
<title>OIR</title>
<!-- Global site tag (gtag.js) - Google Analytics -->
<script async src="https://www.googletagmanager.com/gtag/js?id=G-PYVRSFMDRL"></script>
<script>
window.dataLayer = window.dataLayer || [];
function gtag() {
dataLayer.push(arguments);
}
gtag('js', new Date());
gtag('config', 'G-PYVRSFMDRL');
</script>
<link href="https://fonts.googleapis.com/css?family=Google+Sans|Noto+Sans|Castoro" rel="stylesheet">
<link rel="stylesheet" href="./static/css/bulma.min.css">
<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">
<link rel="stylesheet" href="./static/css/index.css">
<!-- <link rel="icon" href="./static/images/favicon.svg"> -->
<script src="https://ajax.googleapis.com/ajax/libs/jquery/3.5.1/jquery.min.js"></script>
<script defer src="./static/js/fontawesome.all.min.js"></script>
<script src="./static/js/bulma-carousel.min.js"></script>
<script src="./static/js/bulma-slider.min.js"></script>
<script src="./static/js/index.js"></script>
<script src="./static/js/video_comparison.js"></script>
<!-- minghan -->
<style type="text/css">
h3 {
height: 130px;
text-align: center;
/* font-weight: ; */
/* background-color: red; */
font-family: Chalkduster;
color: black;
width: 200px;
display: inline-block;
padding: 11px 15px 11px 15px;
border-radius: 10px;
}
font {
height: 130px;
text-align: center;
/* font-weight: ; */
/* background-color: red; */
font-family: Chalkduster;
color: black;
width: 200px;
display: inline-block;
padding: 11px 15px 11px 15px;
border-radius: 10px;
}
td {
height: 200px;
padding: 20px;
width: 200px;
/* background-color: red; */
}
</style>
</head>
<body>
<section class="hero">
<div class="hero-body">
<div class="container is-max-desktop">
<div class="columns is-centered">
<div class="column has-text-centered">
<h1 class="title is-1 publication-title">Object-aware Inversion and Reassembly for Image Editing
</h1>
<div class="is-size-5 publication-authors">
<span class="author-block">
<a href="https://zhenyangcs.github.io/">Zhen Yang</a><sup>1</sup>,</span>
<span class="author-block">
<a href="https://github.com/dingangui">Ganggui Ding</a><sup>1</sup>,</span>
<span class="author-block">
<a href="https://scholar.google.com/citations?user=1ks0R04AAAAJ&hl=zh-CN">Wen
Wang</a><sup>1</sup>,
</span>
<span class="author-block">
<a href="https://scholar.google.com/citations?user=FaOqRpcAAAAJ">Hao Chen</a><sup>1</sup>,
</span>
<span class="author-block">
<a href="https://bohanzhuang.github.io/">Bohan Zhuang</a><sup>2</sup>,
</span>
<span class="author-block">
<a href="https://cshen.github.io/">Chunhua Shen</a><sup>1</sup>,
</span>
</div>
<div class="is-size-5 publication-authors">
<span class="author-block"><sup>1</sup>Zhejiang University, China</span> 
<span class="author-block"><sup>2</sup>Monash University, Australia</span>
</div>
<div class="column has-text-centered">
<div class="publication-links">
<!-- PDF Link. -->
<span class="link-block">
<!-- 放入arxiv网站，如 https://arxiv.org/abs/2308.07926 -->
<a href="https://arxiv.org/abs/2310.12149"
class="external-link button is-normal is-rounded is-dark">
<span class="icon">
<i class="fas fa-file-pdf"></i>
</span>
<span>Paper</span>
</a>
</span>
<!-- Code Link. -->
<span class="link-block">
<a href="https://github.com/aim-uofa/OIR"
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>
<!-- OIR-Bench Link. -->
<span class="link-block">
<a href="https://drive.google.com/file/d/1JX8w0S9PCD9Ipmo9IiICO8R7e1haTGdF/view?usp=sharing"
class="external-link button is-normal is-rounded is-dark">
<span class="icon">
<i class="fas fa-database"></i>
</span>
<span>OIR-Bench</span>
</a>
</span>
<!-- Video Link. -->
<span class="link-block">
<a href="https://iclr.cc/virtual/2024/poster/18242"
class="external-link button is-normal is-rounded is-dark">
<span class="icon">
<i class="fas fa-video"></i>
</span>
<span>Video</span>
</a>
</span>
</div>
</div>
</div>
</div>
</div>
</div>
</section>
<!-- Begin teaser video. -->
<!-- Translation. -->
<!-- <div class="columns is-centered has-text-centered">
<h2 class="title is-3">Video Translation</h2>
</div> -->
<!-- <section class="hero teaser">
<div class="container is-max-desktop">
<div>
<video class="video" id="Teaser" width="50%" loop playsinline autoPlay muted src="./static/video_demos_compressed/teaser/teaser.mp4" onplay="resizeAndPlay(this)"></video>
<canvas width="150" height="150" class="videoMerge" id="TeaserMerge"></canvas>
</div>
<div class="hero-body">
<h2 class="subtitle has-text-centered">
<span class="dnerf">Consistent</span> <span class="dnerf">Video</span> <span class="dnerf">Translation</span> with the learned canonical image and deformation.
Slide for comparison. For all the demos, the inputs are provided on the left.
</h2>
</div>
</div>
</section> -->
<!-- ./static/video_demos_compressed/teaser/teaser.mp4 -->
<!-- <section class="hero teaser">
<div class="container is-max-desktop">
<div style="width: 200px; height: 150px; float: left;">
<h3 style="font-family:'Trebuchet MS', 'Lucida Sans Unicode', 'Lucida Grande', 'Lucida Sans', Arial, sans-serif">cat → tiger<br>straw hat → colorful straw hat</h3>
<video class="video" id="Teaser" width="50%" loop playsinline autoPlay muted src="./test.mp4"
onplay="resizeAndPlay(this)"></video>
<canvas width="150" height="150" class="videoMerge" id="TeaserMerge"></canvas>
</div>
<div style="width: 200px; height: 150px; float: right;">
<h3>sadfadsf</h3>
<video class="video" id="Teaser_1" width="50%" loop playsinline autoPlay muted src="./test.mp4"
onplay="resizeAndPlay(this)"></video>
<canvas width="150" height="150" class="videoMerge" id="Teaser_1Merge"></canvas>
</div>
</div>
</section> -->
<section class="hero teaser">
<div class="container is-max-desktop">
<table>
<!--
<tr>
<th></th>
<th></th>
</tr> -->
<!-- 1-line -->
<tr>
<td>
<!-- <h3><span style="text-wrap: nowrap;"><span style="color: blue;">vase</span> → <span style="color: red;">teapot</span></span><br><span style="text-wrap: nowrap;"><span style="color: blue;">book</span> → <span style="color: red;">plate with fried egg and fork</span></span></h3> -->
<h3><span style="color: blue;">vase</span> → <span
style="color: red;">teapot</span></span><br><span style="color: blue;">book</span> →
<span style="color: red;">plate with fried egg and fork</span></h3>
<video class="video" id="Teaser0" width="50%" playsinline autoPlay muted
src="./videos/multi_object_nice_0005.mp4" onplay="resizeAndPlay(this)"></video>
<canvas class="videoMerge" id="Teaser0Merge" width="512px" height="512px"></canvas>
</td>
<td>
<h3><span style="color: blue;">cat</span> → <span
style="color: red;">tiger</span></span><br><span style="color: blue;">straw hat</span> →
<span style="color: red;">colorful straw hat</span></h3>
<video class="video" id="Teaser1" width="50%" playsinline autoPlay muted
src="./videos/multi_object_nice_0009.mp4" onplay="resizeAndPlay(this)"></video>
<canvas class="videoMerge" id="Teaser1Merge" width="512px" height="512px"></canvas>
</td>
<td>
<h3><span style="color: blue;">house</span> → <span
style="color: red;">church</span></span><br><span style="color: blue;">tables</span> →
<span style="color: red;">tank</span></h3>
<video class="video" id="Teaser2" width="50%" playsinline autoPlay muted
src="./videos/multi_object_nice_0011.mp4" onplay="resizeAndPlay(this)"></video>
<canvas class="videoMerge" id="Teaser2Merge" width="512px" height="512px"></canvas>
</td>
<td>
<h3><span style="color: blue;">starfish</span> → <span style="color: red;">stuffed toy
starfish</span></span><br><span style="color: blue;">foam</span> → <span
style="color: red;">chequered blanket</span></h3>
<video class="video" id="Teaser3" width="50%" playsinline autoPlay muted
src="./videos/multi_object_nice_0013.mp4" onplay="resizeAndPlay(this)"></video>
<canvas class="videoMerge" id="Teaser3Merge" width="512px" height="512px"></canvas>
</td>
</tr>
<!-- 3-line -->
<tr>
<td>
<h3><span style="color: blue;">lighthouse</span> → <span style="color: red;">rocket taking
off</span></span><br><span style="color: blue;">blue sky</span> → <span
style="color: red;">sky with sunset</span></h3>
<video class="video" id="Teaser4" width="50%" playsinline autoPlay muted
src="./videos/multi_object_nice_0016.mp4" onplay="resizeAndPlay(this)"></video>
<canvas class="videoMerge" id="Teaser4Merge" width="512px" height="512px"></canvas>
</td>
<td>
<h3><span style="color: blue;">monitor</span> → <span style="color: red;">gift
box</span></span><br><span style="color: blue;">keyboard</span> → <span
style="color: red;">game controller</span></h3>
<video class="video" id="Teaser5" width="50%" playsinline autoPlay muted
src="./videos/multi_object_nice_0221.mp4" onplay="resizeAndPlay(this)"></video>
<canvas class="videoMerge" id="Teaser5Merge" width="512px" height="512px"></canvas>
</td>
<td>
<h3><span style="color: blue;">TV</span> → <span style="color: red;">TV playing a cartoon
picture</span></span><br><span style="color: blue;">bench</span> → <span
style="color: red;">crochet bench</span></h3>
<video class="video" id="Teaser6" width="50%" playsinline autoPlay muted
src="./videos/multi_object_nice_0228.mp4" onplay="resizeAndPlay(this)"></video>
<canvas class="videoMerge" id="Teaser6Merge" width="512px" height="512px"></canvas>
</td>
<td>
<h3><span style="color: blue;">plant</span> → <span style="color: red;">Lego
plant</span></span><br><span style="color: blue;">human hand</span> → <span
style="color: red;">wooden table</span></h3>
<video class="video" id="Teaser7" width="50%" playsinline autoPlay muted
src="./videos/multi_object_nice_0271.mp4" onplay="resizeAndPlay(this)"></video>
<canvas class="videoMerge" id="Teaser7Merge" width="512px" height="512px"></canvas>
</td>
</tr>
<!-- 3-line -->
<tr>
<td>
<h3><span style="color: blue;">Wall-E</span> → <span style="color: red;">crochet
Wall-E</span></span><br><span style="color: blue;">water</span> → <span
style="color: red;">a pile of confetti</span></h3>
<video class="video" id="Teaser8" width="50%" playsinline autoPlay muted
src="./videos/multi_object_nice_0280.mp4" onplay="resizeAndPlay(this)"></video>
<canvas class="videoMerge" id="Teaser8Merge" width="512px" height="512px"></canvas>
</td>
<td>
<h3><span style="color: blue;">dumplings</span> → <span style="color: red;">fry
rice</span></span><br><span style="color: blue;">chopsticks</span> → <span
style="color: red;">knife</span></h3>
<video class="video" id="Teaser9" width="50%" playsinline autoPlay muted
src="./videos/multi_object_nice_0010.mp4" onplay="resizeAndPlay(this)"></video>
<canvas class="videoMerge" id="Teaser9Merge" width="512px" height="512px"></canvas>
</td>
<td>
<h3><span style="color: blue;">car</span> → <span
style="color: red;">cabriolet</span></span><br><span style="color: blue;">wooden
house</span> → <span style="color: red;">glass house</span></h3>
<video class="video" id="Teaser10" width="50%" playsinline autoPlay muted
src="./videos/multi_object_nice_0014.mp4" onplay="resizeAndPlay(this)"></video>
<canvas class="videoMerge" id="Teaser10Merge" width="512px" height="512px"></canvas>
</td>
<td>
<h3><span style="color: blue;">rabbit wearing glasses</span> → <span style="color: red;">origami
rabbit wearing glasses</span></span><br><span style="color: blue;">book</span> → <span
style="color: red;">newspaper</span></h3>
<video class="video" id="Teaser11" width="50%" playsinline autoPlay muted
src="./videos/multi_object_nice_0244.mp4" onplay="resizeAndPlay(this)"></video>
<canvas class="videoMerge" id="Teaser11Merge" width="512px" height="512px"></canvas>
</td>
</tr>
</table>
</div>
</section>
<!-- Begin gallery. -->
<!-- <section class="hero is-light is-small">
<div class="hero-body">
<div class="columns is-centered">
<div class="column is-full-width">
<br/>
</div>
</div> -->
<!-- Begin gallery-1. -->
<!-- <div class="container">
<div id="results-carousel1" class="carousel results-carousel">
<div class="item g11">
<video poster="" id="g11" autoplay controls muted loop playsinline height="100%">
<source src="./static/video_demos_compressed/1080x540/tifa.mp4"
type="video/mp4">
</video>
</div>
<div class="item g12">
<video poster="" id="g12" autoplay controls muted loop playsinline height="100%">
<source src="./static/video_demos_compressed/1080x540/rainbow.mp4"
type="video/mp4">
</video>
</div>
<div class="item g13">
<video poster="" id="g13" autoplay controls muted loop playsinline height="100%">
<source src="./static/video_demos_compressed/1080x540/beauty_1_base_transformed_dual(1).mp4"
type="video/mp4">
</video>
</div>
<div class="item g14">
<video poster="" id="g14" autoplay controls muted loop playsinline height="100%">
<source src="./static/video_demos_compressed/1080x540/beauty_1_base_transformed_dual(2).mp4"
type="video/mp4">
</video>
</div>
<div class="item g15">
<video poster="" id="g15" autoplay controls muted loop playsinline height="100%">
<source src="./static/video_demos_compressed/1080x540/beauty_0_base_video_hash_transformed_dual(1).mp4"
type="video/mp4">
</video>
</div>
<div class="item g16">
<video poster="" id="g16" autoplay controls muted loop playsinline height="100%">
<source src="./static/video_demos_compressed/1080x540/beauty_0_base_video_hash_transformed_dual(2).mp4"
type="video/mp4">
</video>
</div>
</div>
</div> -->
<!-- Begin gallery-2. -->
<!-- <div class="container">
<div id="results-carousel2" class="carousel results-carousel">
<div class="item g21">
<video poster="" id="g21" autoplay controls muted loop playsinline height="100%">
<source src="./static/video_demos_compressed/1080x960/scene_1_base_transformed_dual.mp4"
type="video/mp4">
</video>
</div>
<div class="item g22">
<video poster="" id="g22" autoplay controls muted loop playsinline height="100%">
<source src="./static/video_demos_compressed/1080x960/dog.mp4"
type="video/mp4">
</video>
</div>
<div class="item g23">
<video poster="" id="g23" autoplay controls muted loop playsinline height="100%">
<source src="./static/video_demos_compressed/1080x960/smoke_colorful.mp4"
type="video/mp4">
</video>
</div>
<div class="item g24">
<video poster="" id="g24" autoplay controls muted loop playsinline height="100%">
<source src="./static/video_demos_compressed/1080x960/smoke_ink.mp4"
type="video/mp4">
</video>
</div>
</div>
</div> -->
<!-- Begin gallery-3. -->
<!-- <div class="container">
<div id="results-carousel3" class="carousel results-carousel">
<div class="item g31">
<video poster="" id="g31" autoplay controls muted loop playsinline height="100%">
<source src="./static/video_demos_compressed/1920x540/long_season.mp4"
type="video/mp4">
</video>
</div>
<div class="item g32">
<video poster="" id="g32" autoplay controls muted loop playsinline height="100%">
<source src="./static/video_demos_compressed/1920x540/scene_3_base_transformed_dual.mp4"
type="video/mp4">
</video>
</div>
<div class="item g33">
<video poster="" id="g33" autoplay controls muted loop playsinline height="100%">
<source src="./static/video_demos_compressed/1920x540/titanic.mp4"
type="video/mp4">
</video>
</div>
<div class="item g34">
<video poster="" id="g34" autoplay controls muted loop playsinline height="100%">
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<source src="./static/video_demos_compressed/1920x540/cloud_atlas4_base_transformed_dual.mp4"
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<br>Left: The input. Right: The synthesized video by CoDeF with the prompt "Chinese ink painting".
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<h2 class="title is-3">Abstract</h2>
<img src='static/images/motivation.png' id="motivation"><br><br>
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<p>
Diffusion-based image editing methods have achieved remarkable advances in text-driven image editing.
The editing task aims to convert an input image with the original text prompt into the desired image that is well aligned with the target text prompt.
By comparing the original and target prompts, we can obtain numerous editing pairs, each comprising an object and its corresponding editing target.
To allow editability while maintaining fidelity to the input image, existing editing methods typically involve a fixed number of inversion steps that project the whole input image to its noisier latent representation, followed by a denoising process guided by the target prompt.
However, we find that the optimal number of inversion steps for achieving ideal editing results varies significantly among different editing pairs, owing to varying editing difficulties.
<b>Therefore, the current literature, which relies on a fixed number of inversion steps, produces sub-optimal generation quality, especially when handling multiple editing pairs in a natural image. </b>
To this end, we propose a new image editing paradigm, dubbed Object-aware Inversion and Reassembly (OIR), to enable object-level fine-grained editing.
Specifically, we design a new search metric, which determines the optimal inversion steps for each editing pair, by jointly considering the editability of the target and the fidelity of the non-editing region.
When editing an image, we first search for the optimal inversion step for each editing pair with our search metric and edit them separately to circumvent concept mismatch.
Subsequently, we propose an additional reassembly step to seamlessly integrate the respective editing results and the non-editing region to obtain the final edited image.
To systematically evaluate the effectiveness of our method, we collect two datasets for benchmarking single- and multi-object editing, respectively.
Experiments demonstrate that our method achieves superior performance in editing object shapes, colors, materials, categories, etc., especially in multi-object editing scenarios.
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<h2 class="title is-3">Method</h2>
<img src='static/images/search_metric.png' id="motivation"><br><br>
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<p>
<b>Search Metric: </b>
(a) For an editing pair, we obtain the candidate images by denoising each inverted latent.
(b) We use a mask generator to jointly compute the metrics S<sub>e</sub> and S<sub>ne</sub>, and finally we obtain S by computing their average.
<b>Search Metric represents a new editing paradigm, comparable to the feature-injected image editing method.</b>
</p>
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<img src='static/images/OIR.png' id="motivation"><br><br>
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<p>
<b>OIR:</b>
(a) We create guided prompts for all editing pairs using P<sub>o</sub> and P<sub>t</sub>.
(b) For each editing pair, we utilize the search pipeline to automatically find the optimal inversion step.
(c) From each optimal inversion step, we guide the denoising individually using its specific prompt.
We crop the denoised latent of the editing regions and splice them with the inverted latent of the non-editing region's at the reassembly step.
Subsequently, we apply a re-inversion process to the reassembled latent and denoise it guided by P<sub>t</sub>.
<b>OIR has delivered outstanding results in multi-object editing.</b>
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<h2 class="title is-3">Other results</h2>
<img src='static/images/Visualization_of_search_metric.png' id="motivation"><br><br>
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<p>
Visualization of the Search Metric: The images on the right are the candidate images acquired using the proposed search metric for each editing pair.
In the bottom-left corner, a curve is plotted with its x-axis representing the inversion step and the y-axis denoting S of the search metric.
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<h2 class="title is-3">Other Applications</h2><br>
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<h2 class="subtitle has-text-centered">
<span class="dnerf">Point-based Tracking</span> with the learned canonical image and deformation.
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<h2 class="subtitle has-text-centered">
<span class="dnerf">Segmentation-based Tracking</span>. The segmentation mask is acquired based on the learned canonical image and propagated to the sequence. Slide for better visualization.
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<h2 class="subtitle has-text-centered">
<span class="dnerf">Video</span> <span class="dnerf">Super-resolution</span> with the learned canonical image and deformation.
Slide for comparison.
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<section class="section" id="BibTeX">
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<h2 class="title">BibTeX</h2>
<pre><code>
@article{yang2023OIR,
title={Object-aware Inversion and Reassembly for Image Editing},
author={Yang, Zhen and Ding, Ganggui and Wang, Wen and Chen, Hao and Zhuang, Bohan and Shen, Chunhua},
publisher={arXiv preprint arXiv:2310.12149},
year={2023},
}
</code></pre>
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