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index.html
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<!DOCTYPE html>
<html>
<head>
<meta charset="utf-8">
<meta name="description" content="Paint3D: Paint Anything 3D with Lighting-Less Texture Diffusion Models">
<meta name="keywords" content="Paint3D, diffusion, 3D textures, 3D contents, generation">
<meta name="viewport" content="width=device-width, initial-scale=1">
<title>Paint3D</title>
<!-- Global site tag (gtag.js) - Google Analytics -->
<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">
<style>
.render_wrapper {
position: relative;
height: 350px;
}
.render_div {
position: absolute;
top: 0;
left: 0;
}
/*.external-link {*/
/*color: #ffffff !important; */
/*background-color: rgb(104, 161, 135) !important;*/
/*border-radius: 10px !important;*/
/*font-size: 12px !important;*/
/*}*/
/*.external-link .icon {*/
/*font-size: 20px !important;*/
/*}*/
/*.external-link:hover {*/
/*background-color: #555555 !important;*/
/*}*/
/*.conference {*/
/*font-family: 'Google Sans', sans-serif;*/
/*color: hsl(240, 2%, 10%) !important;*/
/*font-family: 'Merriweather', serif;*/
/*font-weight: 500;*/
/*}*/
.results-carousel textbox {
font-size: 7px;
font-family: 'Google Sans', cursive, sans-serif;
color: hsl(321, 56%, 56%) !important;
}
.dialog-box {
background-color: rgba(255, 255, 255, 0.5);
border: 1px solid rgba(96, 85, 85, 0.494);
padding: 10px;
border-radius: 15px;
z-index: 1000;
font-size: 14px;
font-family: 'Comic Sans MS', cursive, sans-serif;
color: hsl(322, 33%, 22%) !important;
font-weight: bold;
}
</style>
<!-- Import the component -->
<script type="module" src="https://ajax.googleapis.com/ajax/libs/model-viewer/3.1.1/model-viewer.min.js"></script>
<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>
<!-- scripts and css for MVDream -->
<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/4.5.0/css/bootstrap.min.css">
<link rel="stylesheet" href="./static/css/styles.css">
<script src="./static/js/video_comparison.js"></script>
</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">Paint3D: Paint Anything 3D with Lighting-less Texture
Diffusion Models</h1>
<div class="is-size-5 publication-authors">
<span class="author-block">
<a href="https://scholar.google.com/citations?user=tgDc0fsAAAAJ">Xianfang Zeng</a><sup>1*</sup>,
</span>
<span class="author-block">
<a href="https://chenxin.tech/">Xin Chen</a><sup>1*</sup>,
</span>
<span class="author-block">
<a href="https://qzq2514.github.io/">Zhongqi Qi</a><sup>1*</sup>,
</span>
<span class="author-block">
<a href="https://scholar.google.com/citations?user=A6K6bkoAAAAJ">Wen Liu</a><sup>1</sup>,
</span>
<span class="author-block">
<a href="https://github.com/Maikouuu">Zibo Zhao</a><sup>1,3</sup>,
</span>
<span class="author-block">
<a href="https://github.com/OpenTexture/Paint3D">Zhibin Wang</a><sup>1</sup>,
</span>
<span class="author-block">
<a href="https://github.com/OpenTexture/Paint3D">BIN FU</a><sup>1</sup>,
</span>
<span class="author-block">
<a href="https://april.zju.edu.cn/team/dr-yong-liu/">Yong Liu</a><sup>2</sup>,
</span>
<span class="author-block">
<a href="https://www.skicyyu.org">Gang Yu</a><sup>1+</sup>
</span>
</div>
<div class="is-size-5 publication-authors">
<span class="author-block"><sup>1</sup>Tencent PCG,</span>
<span class="author-block"><sup>2</sup>Zhejiang University,</span>
<span class="author-block"><sup>3</sup>ShanghaiTech University</span>
</div>
<div class="column has-text-centered">
<div class="publication-links">
<span class="link-block">
<a href="https://arxiv.org/abs/2312.13913"
class="external-link button is-normal is-rounded is-dark">
<span class="icon">
<i class="ai ai-arxiv"></i>
</span>
<span>arXiv</span>
</a>
</span>
<!-- Code Link. -->
<span class="link-block">
<a href="https://github.com/OpenTexture/Paint3D"
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>
<!-- Video Link. -->
<span class="link-block">
<a href="https://youtu.be/T4GUOLvO1n0?si=X4dWHmPl9Go6PI-6"
class="external-link button is-normal is-rounded is-dark">
<span class="icon">
<i class="fab fa-youtube"></i>
</span>
<span>Video</span>
</a>
</span>
</div>
</div>
<div class="is-size-5 publication-authors">
<video id="teaser" autoplay muted loop playsinline height="100%">
<source src="./static/videos/teaser2.mp4"
type="video/mp4">
</video>
<h2 class="subtitle has-text-centered">
Paint3D is capable of producing high-resolution, lighting-less, and diverse 2K UV texture
maps for untextured 3D meshes conditioned on text or image inputs.
</h2>
</div>
</div>
</div>
</div>
</div>
</section>
<section class="section">
<div class="container is-max-desktop">
<!-- Abstract. -->
<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">
<p>
We present Paint3D, a novel coarse-to-fine generative framework that is capable of producing
high-resolution, lighting-less, and diverse 2K UV texture maps for untextured 3D meshes
conditioned on text or image inputs. The key challenge addressed is generating high-quality
textures without embedded illumination information, which allows the textures to be
re-lighted or re-edited within modern graphics pipelines. To achieve this, our method first
leverages a pre-trained depth-aware 2D diffusion model to generate view-conditional images
and perform multi-view texture fusion, producing an initial coarse texture map. However, as
2D models cannot fully represent 3D shapes and disable lighting effects, the coarse texture
map exhibits incomplete areas and illumination artifacts. To resolve this, we train separate
UV Inpainting and UVHD diffusion models specialized for the shape-aware refinement of
incomplete areas and the removal of illumination artifacts. Through this coarse-to-fine
process, Paint3D can produce high-quality 2K UV textures that maintain semantic consistency
while being lighting-less, significantly advancing the state-of-the-art in texturing 3D objects.
</p>
</div>
<img src="./static/imgs/overview.jpg"/>
</div>
</div>
<!--/ Abstract. -->
<!-- Paper video. -->
<div class="columns is-centered has-text-centered">
<div class="column is-four-fifths">
<h2 class="title is-3">Video</h2>
<!-- <div class="publication-video">-->
<!-- <iframe width="560" height="315"-->
<!-- src="https://www.youtube.com/embed/T4GUOLvO1n0?si=l-PLk4OMIPaFpwXF"-->
<!-- title="YouTube video player" frameborder="0"-->
<!-- allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share"-->
<!-- allowfullscreen></iframe>-->
<!-- </div>-->
<div class="content has-text-centered">
<video id="replay-video1"
autoplay
loop
controls
muted
preload
playsinline
width="100%">
<source src="./static/videos/video_demo_full_c.mp4"
type="video/mp4">
</video>
</div>
</div>
</div>
<!--/ Paper video. -->
</div>
</section>
<!---------------------------------------------Functions Start-------------------------------------------------->
<script>
function createRadioButtons_image(name) {
const createRadioButton = (value, label, checked = false) => {
const input = document.createElement('input');
input.type = 'radio';
input.name = name;
input.value = value;
input.checked = checked;
input.style.opacity = "0";
input.id = value + name;
input.style.position = 'absolute';
const labelElement = document.createElement('label');
labelElement.htmlFor = input.id;
const span = document.createElement('span');
span.innerHTML = label;
labelElement.appendChild(input);
labelElement.appendChild(span);
const div = document.createElement('div');
div.appendChild(labelElement);
return div;
};
return [
createRadioButton('texture', 'texture', true), // Default to texture
createRadioButton('mesh', 'mesh'),
createRadioButton('image', 'Show image')
];
}
function createRadioButtons_uncondition(name) {
const createRadioButton = (value, label, checked = false) => {
const input = document.createElement('input');
input.type = 'radio';
input.name = name;
input.value = value;
input.checked = checked;
input.style.opacity = "0";
input.id = value + name;
input.style.position = 'absolute';
const labelElement = document.createElement('label');
labelElement.htmlFor = input.id;
const span = document.createElement('span');
span.innerHTML = label;
labelElement.appendChild(input);
labelElement.appendChild(span);
const div = document.createElement('div');
div.appendChild(labelElement);
return div;
};
return [
createRadioButton('texture', 'texture', true), // Default to texture
createRadioButton('mesh', 'mesh')
];
}
function createImageElement(src) {
const imageElement = document.createElement('img');
imageElement.src = src;
imageElement.style.display = "none";
imageElement.style.width = '100%';
imageElement.style.height = '100%';
return imageElement;
}
function createModelView_image(modelPath, index) {
const modelDiv = document.createElement('div');
modelDiv.className = 'item render_wrapper';
// Create and append Model Viewer
const modelViewerDiv = document.createElement('div');
modelViewerDiv.className = 'render_wrapper';
const modelViewer = document.createElement('model-viewer');
// ... set modelViewer properties ...
modelViewer.src = "./image_models/" + modelPath + ".glb";
modelViewer.alt = 'Description of model';
modelViewer.setAttribute('auto-rotate', '');
modelViewer.setAttribute('camera-controls', '');
modelViewer.style.width = '100%';
modelViewer.style.height = '100%';
modelViewer.style.backgroundColor = 'transparent';
modelViewer.setAttribute('camera-orbit', '50deg 75deg 3m');
const imageElement = createImageElement("./images/" + modelPath + ".png");
const radioButtons = createRadioButtons_image('display-option-' + index);
const updateColors = () => {
radioButtons.forEach(rb => {
rb.querySelector('span').style.color = rb.querySelector('input').checked ? 'green' : 'blue';
rb.querySelector('span').style.opacity = rb.querySelector('input').checked ? 1 : 0.2;
});
};
radioButtons.forEach(radioButton => {
radioButton.querySelector('input').addEventListener('change', updateColors);
});
updateColors();
let originalTexture = null;
modelViewer.addEventListener('load', function() {
const material = modelViewer.model.materials[0];
originalTexture = material.pbrMetallicRoughness.baseColorTexture.texture;
});
radioButtons[0].querySelector('input').addEventListener('change', function() {
const material = modelViewer.model.materials[0];
const texture = material.pbrMetallicRoughness.baseColorTexture.texture;
if (this.checked) {
const material = modelViewer.model.materials[0];
material.pbrMetallicRoughness.baseColorTexture.setTexture(originalTexture);
modelViewer.style.display = "block";
imageElement.style.display = "none";
}
});
radioButtons[1].querySelector('input').addEventListener('change', function() {
const material = modelViewer.model.materials[0];
const texture = material.pbrMetallicRoughness.baseColorTexture.texture;
if (this.checked) {
const material = modelViewer.model.materials[0];
material.pbrMetallicRoughness.baseColorTexture.setTexture(null);
modelViewer.style.display = "block";
imageElement.style.display = "none";
}
});
radioButtons[2].querySelector('input').addEventListener('change', function() {
if (this.checked) {
modelViewer.style.display = "none";
imageElement.style.display = "block";
}
});
const controlsDiv = document.createElement('div');
controlsDiv.className = 'controls';
radioButtons.forEach(radioButton => controlsDiv.appendChild(radioButton));
modelDiv.appendChild(controlsDiv);
modelDiv.appendChild(imageElement);
modelDiv.appendChild(modelViewer); // Append model viewer first
modelDiv.appendChild(modelViewerDiv);
return modelDiv;
}
function createModelView_uncondition(modelPath, index) {
const modelDiv = document.createElement('div');
modelDiv.className = 'item render_wrapper';
// Create and append Model Viewer
const modelViewerDiv = document.createElement('div');
modelViewerDiv.className = 'render_wrapper';
const modelViewer = document.createElement('model-viewer');
// ... set modelViewer properties ...
modelViewer.src = "./models/" + modelPath + ".glb";
modelViewer.alt = 'Description of model';
modelViewer.setAttribute('auto-rotate', '');
modelViewer.setAttribute('camera-controls', '');
modelViewer.style.width = '100%';
modelViewer.style.height = '100%';
modelViewer.style.backgroundColor = 'transparent';
modelViewer.setAttribute('camera-orbit', '50deg 75deg 3m');
const radioButtons = createRadioButtons_uncondition('display-option-' + index);
const updateColors = () => {
radioButtons.forEach(rb => {
rb.querySelector('span').style.color = rb.querySelector('input').checked ? 'green' : 'blue';
rb.querySelector('span').style.opacity = rb.querySelector('input').checked ? 1 : 0.2;
});
};
radioButtons.forEach(radioButton => {
radioButton.querySelector('input').addEventListener('change', updateColors);
});
updateColors();
let originalTexture = null;
modelViewer.addEventListener('load', function() {
const material = modelViewer.model.materials[0];
originalTexture = material.pbrMetallicRoughness.baseColorTexture.texture;
});
radioButtons[0].querySelector('input').addEventListener('change', function() {
const material = modelViewer.model.materials[0];
const texture = material.pbrMetallicRoughness.baseColorTexture.texture;
if (this.checked) {
const material = modelViewer.model.materials[0];
material.pbrMetallicRoughness.baseColorTexture.setTexture(originalTexture);
modelViewer.style.display = "block";
}
});
radioButtons[1].querySelector('input').addEventListener('change', function() {
const material = modelViewer.model.materials[0];
const texture = material.pbrMetallicRoughness.baseColorTexture.texture;
if (this.checked) {
const material = modelViewer.model.materials[0];
material.pbrMetallicRoughness.baseColorTexture.setTexture(null);
modelViewer.style.display = "block";
}
});
const controlsDiv = document.createElement('div');
controlsDiv.className = 'controls';
radioButtons.forEach(radioButton => controlsDiv.appendChild(radioButton));
modelDiv.appendChild(controlsDiv);
modelDiv.appendChild(modelViewer); // Append model viewer first
modelDiv.appendChild(modelViewerDiv);
return modelDiv;
}
function createModelView_text(modelPath, index) {
const modelDiv = document.createElement('div');
modelDiv.className = 'item render_wrapper';
// Create and append Model Viewer
const modelViewerDiv = document.createElement('div');
modelViewerDiv.className = 'render_wrapper';
const modelViewer = document.createElement('model-viewer');
// ... set modelViewer properties ...
modelViewer.src = "./text_models/" + modelPath + ".glb";
modelViewer.alt = 'Description of model';
modelViewer.setAttribute('auto-rotate', '');
modelViewer.setAttribute('camera-controls', '');
modelViewer.style.width = '100%';
modelViewer.style.height = '100%';
modelViewer.style.backgroundColor = 'transparent';
modelViewer.setAttribute('camera-orbit', '50deg 75deg 3m');
const radioButtons = createRadioButtons_uncondition('display-option-' + index);
const updateColors = () => {
radioButtons.forEach(rb => {
rb.querySelector('span').style.color = rb.querySelector('input').checked ? 'green' : 'blue';
rb.querySelector('span').style.opacity = rb.querySelector('input').checked ? 1 : 0.2;
});
};
radioButtons.forEach(radioButton => {
radioButton.querySelector('input').addEventListener('change', updateColors);
});
updateColors();
let originalTexture = null;
modelViewer.addEventListener('load', function() {
const material = modelViewer.model.materials[0];
originalTexture = material.pbrMetallicRoughness.baseColorTexture.texture;
});
radioButtons[0].querySelector('input').addEventListener('change', function() {
const material = modelViewer.model.materials[0];
const texture = material.pbrMetallicRoughness.baseColorTexture.texture;
if (this.checked) {
const material = modelViewer.model.materials[0];
material.pbrMetallicRoughness.baseColorTexture.setTexture(originalTexture);
modelViewer.style.display = "block";
}
});
radioButtons[1].querySelector('input').addEventListener('change', function() {
const material = modelViewer.model.materials[0];
const texture = material.pbrMetallicRoughness.baseColorTexture.texture;
if (this.checked) {
const material = modelViewer.model.materials[0];
material.pbrMetallicRoughness.baseColorTexture.setTexture(null);
modelViewer.style.display = "block";
}
});
const controlsDiv = document.createElement('div');
controlsDiv.className = 'controls';
radioButtons.forEach(radioButton => controlsDiv.appendChild(radioButton));
const dialogBox = document.createElement('div');
dialogBox.className = 'dialog-box';
dialogBox.style.position = 'absolute';
dialogBox.style.display = 'none';
dialogBox.style.top = '30px';
dialogBox.style.right = '0';
const descriptionCheckbox = document.createElement('input');
descriptionCheckbox.type = 'checkbox';
descriptionCheckbox.id = 'descriptionCheckbox-' + index;
descriptionCheckbox.style.opacity = "0";
const descriptionLabel = document.createElement('label');
descriptionLabel.htmlFor = descriptionCheckbox.id;
const span = document.createElement('span');
span.innerHTML = 'Show Description';
span.style.position = 'relative';
span.style.top = '-7px';
span.style.marginLeft='10px';
span.style.whiteSpace = 'nowrap';
descriptionLabel.appendChild(span);
const descriptionText = "this is a test this is a test this is a test this is a test this is a test"; //
descriptionCheckbox.addEventListener('change', function() {
if (this.checked) {
// dialogBox.innerHTML = descriptionText;
// dialogBox.style.display = 'block';
fetch("./text/" + modelPath + ".txt")
.then(response => response.text())
.then(text => {
dialogBox.innerHTML = text;
dialogBox.style.display = 'block';
})
.catch(error => console.error(error));
} else {
dialogBox.style.display = 'none';
}
});
const checkboxWrapper = document.createElement('div');
checkboxWrapper.style.position = 'relative';
checkboxWrapper.appendChild(descriptionCheckbox);
checkboxWrapper.appendChild(dialogBox);
checkboxWrapper.appendChild(descriptionLabel);
controlsDiv.appendChild(checkboxWrapper);
modelDiv.appendChild(controlsDiv);
modelDiv.appendChild(modelViewer); // Append model viewer first
modelDiv.appendChild(modelViewerDiv);
return modelDiv;
}
function createCarousel(modelPaths, resultsCarouselId, createModelViewFunction) {
const resultsCarousel = document.getElementById(resultsCarouselId);
modelPaths.forEach((modelPath, index) => {
const uniqueId = resultsCarouselId + '-model-' + index;
const modelDiv = createModelViewFunction(modelPath, uniqueId);
resultsCarousel.appendChild(modelDiv);
});
}
</script>
<!---------------------------------------------Functions Over-------------------------------------------------->
<!--<section class="hero">-->
<!-- <div class="hero-body">-->
<!-- <div class="container is-max-desktop">-->
<!-- <h1 class="title is-4">Unconditional texture generation</h1>-->
<!-- <div id="results-carousel1" class="carousel results-carousel"></div>-->
<!-- </div>-->
<!-- </div>-->
<!--</section>-->
<section class="hero">
<div class="hero-body">
<div class="container is-max-desktop">
<h1 class="title is-4">Image-condition texture generation</h1>
<div id="results-carousel2" class="carousel results-carousel"></div>
</div>
</div>
</section>
<section class="hero">
<div class="hero-body">
<div class="container is-max-desktop">
<h1 class="title is-4">Text-condition texture generation</h1>
<div id="results-carousel3" class="carousel results-carousel"></div>
</div>
</div>
</section>
<script>
// const modelPaths1 = [
// "a770cb6ad4a97df84abd45348d17aaf8",
// ];
const modelPaths2 = [
"f1722ab650ad4d8dbe6fc4bf44e33d38",
"99325395edd44438b36ad04cb308a3a0",
"511aa069fb8f4e759de014e569b22a05",
"0e06763d63f44733b99c06ae18dcb13d",
"1bf163160fa34a2bac8c9c6218675478",
"897ce33a65d04bb69eb3d87d0742464f",
"bab2d06e16064619ac4f6ccf976f0d0a",
"fe9bb26f88ce4efd9b0855ea383f3e78",
];
const modelPaths3 = [
"Suzanne_monkey",
"Utah_teapot",
"be48f3f906ed431b98b1bf03ab7aadd6",
"0000c32fde7f45efb8d14e8ba737d50c",
"7abe9a2b33d6443d83b5d54e467aaac5",
"8cd40f962f2c440c9caf1db1a505357f",
"ae0831702eac462a9969ff4f8bd57710",
"nascar",
];
// createCarousel(modelPaths1, 'results-carousel1', createModelView_uncondition);
createCarousel(modelPaths2, 'results-carousel2', createModelView_image);
createCarousel(modelPaths3, 'results-carousel3', createModelView_text);
</script>
<section class="section" id="BibTeX">
<div class="container is-max-desktop content">
<h2 class="title">BibTeX</h2>
<pre><code>@misc{zeng2023paint3d,
title={Paint3D: Paint Anything 3D with Lighting-Less Texture Diffusion Models},
author={Xianfang Zeng and Xin Chen and Zhongqi Qi and Wen Liu and Zibo Zhao and Zhibin Wang and BIN FU and Yong Liu and Gang Yu},
year={2023},
eprint={2312.13913},
archivePrefix={arXiv},
primaryClass={cs.CV}
}</code></pre>
</div>
</section>
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<div class="container">
<div class="columns is-centered">
<div class="column is-8">
<div class="content">
<p style="text-align:center">
Source code mainly borrowed from <a href="https://cvmi-lab.github.io/Point-UV-Diffusion/">Point-UV</a> and <a href="https://mv-dream.github.io/">MVDream</a>
</p>
</div>
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