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<!DOCTYPE html>
<html>
<head>
<meta charset="utf-8">
<!-- SEO & General Information -->
<title>EditP23: 3D Editing via Propagation of Image Prompts to Multi-View</title>
<meta name="description"
content="Project page for EditP23, a method for mask-free 3D editing that propagates 2D image edits to multi-view representations in a 3D-consistent manner.">
<meta name="keywords" content="3D Editing, Multi-view Diffusion, 3D Reconstruction, Diffusion Models">
<meta name="viewport" content="width=device-width, initial-scale=1">
<link rel="icon" type="image/x-icon" href="static/images/favicon.ico">
<!-- Open Graph / Facebook / LinkedIn Meta Tags -->
<meta property="og:title" content="EditP23: 3D Editing via Propagation of Image Prompts to Multi-View">
<meta property="og:description"
content="We propagate user-provided, single-view 2D edits to the multi-view representation of a 3D asset, enabling fast, mask-free, and consistent 3D editing with intuitive control.">
<meta property="og:url" content="https://editp23.github.io/">
<meta property="og:image" content="static/images/social_banner.png">
<meta property="og:image:width" content="1200">
<meta property="og:image:height" content="630">
<meta property="og:type" content="website">
<!-- Twitter Meta Tags -->
<meta name="twitter:card" content="summary_large_image">
<meta name="twitter:title" content="EditP23: 3D Editing via Propagation of Image Prompts to Multi-View">
<meta name="twitter:description"
content="We propagate user-provided, single-view 2D edits to the multi-view representation of a 3D asset, enabling fast, mask-free, and consistent 3D editing with intuitive control.">
<meta name="twitter:image" content="https://editp23.github.io/static/images/social_banner.png">
<!-- Stylesheets -->
<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">
<!-- Scripts -->
<script type="module" src="https://unpkg.com/@google/model-viewer/dist/model-viewer.min.js"></script>
<script src="https://ajax.googleapis.com/ajax/libs/jquery/3.5.1/jquery.min.js"></script>
<script src="https://documentcloud.adobe.com/view-sdk/main.js"></script>
<script 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>
</head>
<body>
<section class="section">
<div class="container">
<div class="columns is-vcentered">
<div class="column is-5">
<h1 class="title is-2">
EditP23
</h1>
<h2 class="subtitle is-4 has-text-grey-dark">
3D Editing via Propagation of Image Prompts to Multi-View
</h2>
<p class="is-size-5 has-text-grey-dark" style="line-height: 1.6;">
We propagate user-provided, single-view 2D edits to the multi-view representation of a 3D asset. This
enables fast, mask-free, high-fidelity, and consistent 3D editing with intuitive control.
</p>
<div class="buttons mt-5">
<a class="button is-link is-rounded" href="https://github.com/editp23/editp23" target="_blank">
<span class="icon"><i class="fab fa-github"></i></span>
<span>Code</span>
</a>
<a class="button is-link is-light is-rounded" href="https://arxiv.org/abs/2506.20652" target="_blank">
<span class="icon"><i class="ai ai-arxiv"></i></span>
<span>arXiv</span>
</a>
<a class="button is-link is-rounded" href="https://huggingface.co/spaces/roi/EditP23" target="_blank">
<span class="icon" style="filter: grayscale(1) opacity(0.8);">🤗</span>
<span>Demo</span>
</a>
</div>
</div>
<div class="column is-7">
<div class="box p-4">
<div id="results-carousel" class="carousel results-carousel" data-autoplay="true" data-delay="8000">
<div class="carousel-item is-active">
<div class="columns is-vcentered is-gapless">
<div class="column is-narrow prompt-stack">
<div class="prompt-item">
<figure class="image"><img src="static/media/hero/slide1/src.png" alt="Source prompt view">
</figure>
<p class="has-text-centered is-size-7 mt-2">Source view</p>
</div>
<div class="prompt-item">
<figure class="image"><img src="static/media/hero/slide1/edited.png" alt="Edited prompt view">
</figure>
<p class="has-text-centered is-size-7 mt-2">Edited view</p>
</div>
</div>
<div class="column">
<div class="video-wrapper"><video autoplay loop muted playsinline>
<source src="static/media/hero/slide1/ours.mp4" type="video/mp4">
</video></div>
</div>
</div>
</div>
<div class="carousel-item">
<div class="columns is-vcentered is-gapless">
<div class="column is-narrow prompt-stack">
<div class="prompt-item">
<figure class="image"><img src="static/media/hero/slide2/src.png" alt="Source view"></figure>
<p class="has-text-centered is-size-7 mt-2">Source view</p>
</div>
<div class="prompt-item">
<figure class="image"><img src="static/media/hero/slide2/edited.png" alt="Edited view"></figure>
<p class="has-text-centered is-size-7 mt-2">Edited view</p>
</div>
</div>
<div class="column">
<div class="video-wrapper"><video autoplay loop muted playsinline>
<source src="static/media/hero/slide2/ours.mp4" type="video/mp4">
</video></div>
</div>
</div>
</div>
<div class="carousel-item">
<div class="columns is-vcentered is-gapless">
<div class="column is-narrow prompt-stack">
<div class="prompt-item">
<figure class="image"><img src="static/media/hero/slide3/src.png" alt="Source prompt view">
</figure>
<p class="has-text-centered is-size-7 mt-2">Source view</p>
</div>
<div class="prompt-item">
<figure class="image"><img src="static/media/hero/slide3/edited.png" alt="Edited prompt view">
</figure>
<p class="has-text-centered is-size-7 mt-2">Edited view</p>
</div>
</div>
<div class="column">
<div class="video-wrapper"><video autoplay loop muted playsinline>
<source src="static/media/hero/slide3/ours.mp4" type="video/mp4">
</video></div>
</div>
</div>
</div>
<div class="carousel-item">
<div class="columns is-vcentered is-gapless">
<div class="column is-narrow prompt-stack">
<div class="prompt-item">
<figure class="image"><img src="static/media/hero/slide4/src.png" alt="Source prompt view">
</figure>
<p class="has-text-centered is-size-7 mt-2">Source view</p>
</div>
<div class="prompt-item">
<figure class="image"><img src="static/media/hero/slide4/edited.png" alt="Edited prompt view">
</figure>
<p class="has-text-centered is-size-7 mt-2">Edited view</p>
</div>
</div>
<div class="column">
<div class="video-wrapper"><video autoplay loop muted playsinline>
<source src="static/media/hero/slide4/ours.mp4" type="video/mp4">
</video></div>
</div>
</div>
</div>
<div class="carousel-item">
<div class="columns is-vcentered is-gapless">
<div class="column is-narrow prompt-stack">
<div class="prompt-item">
<figure class="image"><img src="static/media/hero/slide5/src.png" alt="Source prompt view">
</figure>
<p class="has-text-centered is-size-7 mt-2">Source view</p>
</div>
<div class="prompt-item">
<figure class="image"><img src="static/media/hero/slide5/edited.png" alt="Edited prompt view">
</figure>
<p class="has-text-centered is-size-7 mt-2">Edited view</p>
</div>
</div>
<div class="column">
<div class="video-wrapper"><video autoplay loop muted playsinline>
<source src="static/media/hero/slide5/ours.mp4" type="video/mp4">
</video></div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</section>
<!-- ────────── Abstract ────────── -->
<section class="section has-background-light">
<div class="container is-max-desktop">
<div class="box abstract-box">
<h2 class="title is-4 mb-3">
Abstract</h2>
<div class="content is-size-5">
<p>
We present <strong>EditP23</strong>, a method for mask-free 3D editing that propagates 2D image edits
to multi-view representations in a 3D-consistent manner. In contrast to traditional approaches that rely on
text-based prompting or explicit spatial masks, EditP23 enables intuitive edits by conditioning on a pair of
images: an original view and its user-edited counterpart. These prompts guide an edit-aware flow in the
latent space of a pre-trained multi-view diffusion model, coherently propagating the edit across views.
Operating in a feed-forward manner (no optimisation), our method preserves the object’s identity in both
structure and appearance. We demonstrate effectiveness across diverse categories and edits, achieving
high fidelity to the source without masks.
</p>
</div>
</div>
</div>
</section>
<!-- ────────── /Abstract ────────── -->
<section class="section" id="mv-gallery">
<div class="container">
<h2 class="title is-3 has-text-centered mb-5">
Multi-View Edit Gallery
</h2>
<p class="subtitle has-text-centered" style="max-width: 60rem; margin: 0 auto 1.5rem;">
Results of our method across diverse object categories. Each block compares a source object (top)
with its edited versions (below). The leftmost column shows the conditioning views (source and target)
used to prompt the edit, while the remaining columns present novel viewpoints of the result. Our
approach consistently applies the desired edit while preserving the object’s structure and identity
across all viewpoints.
</p>
<div id="mv-gallery-container" class="grid-container">
<div class="card">
<h4 class="card-title">Deer – Pixar style & Wings</h4>
<div class="card-header">
<span></span> <span>Cond. View</span> <span>View 1</span> <span>View 2</span> <span>View 3</span>
</div>
<div class="image-row">
<p class="row-title">Original</p>
<img src="static/media/mv-gallery/1/src/prompt.png" alt="Original Deer Conditional View">
<img src="static/media/mv-gallery/1/src/0.png" alt="Original Deer View 1">
<img src="static/media/mv-gallery/1/src/1.png" alt="Original Deer View 2">
<img src="static/media/mv-gallery/1/src/2.png" alt="Original Deer View 3">
</div>
<div class="image-row">
<p class="row-title">Pixar style</p>
<img src="static/media/mv-gallery/1/edit/prompt.png" alt="Pixar Style Deer Conditional View">
<img src="static/media/mv-gallery/1/edit/0.png" alt="Pixar Style Deer View 1">
<img src="static/media/mv-gallery/1/edit/1.png" alt="Pixar Style Deer View 2">
<img src="static/media/mv-gallery/1/edit/2.png" alt="Pixar Style Deer View 3">
</div>
<div class="image-row">
<p class="row-title">Wings</p>
<img src="static/media/mv-gallery/1/edit2/prompt.png" alt="Winged Deer Conditional View">
<img src="static/media/mv-gallery/1/edit2/0.png" alt="Winged Deer View 1">
<img src="static/media/mv-gallery/1/edit2/1.png" alt="Winged Deer View 2">
<img src="static/media/mv-gallery/1/edit2/2.png" alt="Winged Deer View 3">
</div>
</div>
<div class="card">
<h4 class="card-title">Person – Old & Zombie</h4>
<div class="card-header">
<span></span> <span>Cond. View</span> <span>View 1</span> <span>View 2</span> <span>View 3</span>
</div>
<div class="image-row">
<p class="row-title">Original</p>
<img src="static/media/mv-gallery/2/src/prompt.png" alt="Original Person Conditional View">
<img src="static/media/mv-gallery/2/src/0.png" alt="Original Person View 1">
<img src="static/media/mv-gallery/2/src/1.png" alt="Original Person View 2">
<img src="static/media/mv-gallery/2/src/2.png" alt="Original Person View 3">
</div>
<div class="image-row">
<p class="row-title">Old</p>
<img src="static/media/mv-gallery/2/edit/prompt.png" alt="Old Person Conditional View">
<img src="static/media/mv-gallery/2/edit/0.png" alt="Old Person View 1">
<img src="static/media/mv-gallery/2/edit/1.png" alt="Old Person View 2">
<img src="static/media/mv-gallery/2/edit/2.png" alt="Old Person View 3">
</div>
<div class="image-row">
<p class="row-title">Zombie</p>
<img src="static/media/mv-gallery/2/edit2/prompt.png" alt="Zombie Person Conditional View">
<img src="static/media/mv-gallery/2/edit2/0.png" alt="Zombie Person View 1">
<img src="static/media/mv-gallery/2/edit2/1.png" alt="Zombie Person View 2">
<img src="static/media/mv-gallery/2/edit2/2.png" alt="Zombie Person View 3">
</div>
</div>
<div class="card">
<h4 class="card-title">Ship – Fantasy</h4>
<div class="card-header">
<span></span> <span>Cond. View</span> <span>View 1</span> <span>View 2</span> <span>View 3</span>
</div>
<div class="image-row">
<p class="row-title">Original</p>
<img src="static/media/mv-gallery/3/src/prompt.png" alt="Original Ship Conditional View">
<img src="static/media/mv-gallery/3/src/0.png" alt="Original Ship View 1">
<img src="static/media/mv-gallery/3/src/1.png" alt="Original Ship View 2">
<img src="static/media/mv-gallery/3/src/2.png" alt="Original Ship View 3">
</div>
<div class="image-row">
<p class="row-title">Fantasy</p>
<img src="static/media/mv-gallery/3/edit/prompt.png" alt="Fantasy Ship Conditional View">
<img src="static/media/mv-gallery/3/edit/0.png" alt="Fantasy Ship View 1">
<img src="static/media/mv-gallery/3/edit/1.png" alt="Fantasy Ship View 2">
<img src="static/media/mv-gallery/3/edit/2.png" alt="Fantasy Ship View 3">
</div>
</div>
<div class="card">
<h4 class="card-title">Stormtrooper – Wearing a Donut Pool Float</h4>
<div class="card-header">
<span></span> <span>Cond. View</span> <span>View 1</span> <span>View 2</span> <span>View 3</span>
</div>
<div class="image-row">
<p class="row-title">Original</p>
<img src="static/media/mv-gallery/4/src/prompt.png" alt="Original Stormtrooper Conditional View">
<img src="static/media/mv-gallery/4/src/0.png" alt="Original Stormtrooper View 1">
<img src="static/media/mv-gallery/4/src/1.png" alt="Original Stormtrooper View 2">
<img src="static/media/mv-gallery/4/src/2.png" alt="Original Stormtrooper View 3">
</div>
<div class="image-row">
<p class="row-title">Donut</p>
<img src="static/media/mv-gallery/4/edit/prompt.png" alt="Donut Stormtrooper Conditional View">
<img src="static/media/mv-gallery/4/edit/0.png" alt="Donut Stormtrooper View 1">
<img src="static/media/mv-gallery/4/edit/1.png" alt="Donut Stormtrooper View 2">
<img src="static/media/mv-gallery/4/edit/2.png" alt="Donut Stormtrooper View 3">
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</div>
<div class="card is-hidden">
<h4 class="card-title">Dragon – Tail Pointing Up</h4>
<div class="card-header">
<span></span> <span>Cond. View</span> <span>View 1</span> <span>View 2</span> <span>View 3</span>
</div>
<div class="image-row">
<p class="row-title">Original</p>
<img src="static/media/mv-gallery/5/src/prompt.png" alt="Dragon Item Conditional View">
<img src="static/media/mv-gallery/5/src/0.png" alt="Original Dragon View 1">
<img src="static/media/mv-gallery/5/src/1.png" alt="Original Dragon View 2">
<img src="static/media/mv-gallery/5/src/2.png" alt="Original Dragon View 3">
</div>
<div class="image-row">
<p class="row-title">Tail</p>
<img src="static/media/mv-gallery/5/edit/prompt.png" alt="Tail Dragon Conditional View">
<img src="static/media/mv-gallery/5/edit/0.png" alt="Tail Dragon View 1">
<img src="static/media/mv-gallery/5/edit/1.png" alt="Tail Dragon View 2">
<img src="static/media/mv-gallery/5/edit/2.png" alt="Tail Dragon View 3">
</div>
</div>
<div class="card is-hidden">
<h4 class="card-title">Cake – Oreo</h4>
<div class="card-header">
<span></span> <span>Cond. View</span> <span>View 1</span> <span>View 2</span> <span>View 3</span>
</div>
<div class="image-row">
<p class="row-title">Original</p>
<img src="static/media/mv-gallery/6/src/prompt.png" alt="Original Cake Conditional View">
<img src="static/media/mv-gallery/6/src/0.png" alt="Original Cake View 1">
<img src="static/media/mv-gallery/6/src/1.png" alt="Original Cake View 2">
<img src="static/media/mv-gallery/6/src/2.png" alt="Original Cake View 3">
</div>
<div class="image-row">
<p class="row-title">Oreo</p>
<img src="static/media/mv-gallery/6/edit/prompt.png" alt="Oreo Cake Conditional View">
<img src="static/media/mv-gallery/6/edit/0.png" alt="Oreo Cake View 1">
<img src="static/media/mv-gallery/6/edit/1.png" alt="Oreo Cake View 2">
<img src="static/media/mv-gallery/6/edit/2.png" alt="Oreo Cake View 3">
</div>
</div>
<div class="card is-hidden">
<h4 class="card-title">Motorcycle – Vintage & Modern</h4>
<div class="card-header">
<span></span> <span>Cond. View</span> <span>View 1</span> <span>View 2</span> <span>View 3</span>
</div>
<div class="image-row">
<p class="row-title">Original</p>
<img src="static/media/mv-gallery/7/src/prompt.png" alt="Original Deer Conditional View">
<img src="static/media/mv-gallery/7/src/0.png" alt="Original Deer View 1">
<img src="static/media/mv-gallery/7/src/1.png" alt="Original Deer View 2">
<img src="static/media/mv-gallery/7/src/2.png" alt="Original Deer View 3">
</div>
<div class="image-row">
<p class="row-title">Vintage</p>
<img src="static/media/mv-gallery/7/edit/prompt.png" alt="Pixar Style Deer Conditional View">
<img src="static/media/mv-gallery/7/edit/0.png" alt="Pixar Style Deer View 1">
<img src="static/media/mv-gallery/7/edit/1.png" alt="Pixar Style Deer View 2">
<img src="static/media/mv-gallery/7/edit/2.png" alt="Pixar Style Deer View 3">
</div>
<div class="image-row">
<p class="row-title">Modern</p>
<img src="static/media/mv-gallery/7/edit2/prompt.png" alt="Winged Deer Conditional View">
<img src="static/media/mv-gallery/7/edit2/0.png" alt="Winged Deer View 1">
<img src="static/media/mv-gallery/7/edit2/1.png" alt="Winged Deer View 2">
<img src="static/media/mv-gallery/7/edit2/2.png" alt="Winged Deer View 3">
</div>
</div>
<div class="card is-hidden">
<h4 class="card-title">German Shepherd – Plush & Pixar Style</h4>
<div class="card-header">
<span></span> <span>Cond. View</span> <span>View 1</span> <span>View 2</span> <span>View 3</span>
</div>
<div class="image-row">
<p class="row-title">Original</p>
<img src="static/media/mv-gallery/8/src/prompt.png" alt="Original Deer Conditional View">
<img src="static/media/mv-gallery/8/src/0.png" alt="Original Deer View 1">
<img src="static/media/mv-gallery/8/src/1.png" alt="Original Deer View 2">
<img src="static/media/mv-gallery/8/src/2.png" alt="Original Deer View 3">
</div>
<div class="image-row">
<p class="row-title">Plush</p>
<img src="static/media/mv-gallery/8/edit/prompt.png" alt="Pixar Style Deer Conditional View">
<img src="static/media/mv-gallery/8/edit/0.png" alt="Pixar Style Deer View 1">
<img src="static/media/mv-gallery/8/edit/1.png" alt="Pixar Style Deer View 2">
<img src="static/media/mv-gallery/8/edit/2.png" alt="Pixar Style Deer View 3">
</div>
<div class="image-row">
<p class="row-title">Pixar</p>
<img src="static/media/mv-gallery/8/edit2/prompt.png" alt="Winged Deer Conditional View">
<img src="static/media/mv-gallery/8/edit2/0.png" alt="Winged Deer View 1">
<img src="static/media/mv-gallery/8/edit2/1.png" alt="Winged Deer View 2">
<img src="static/media/mv-gallery/8/edit2/2.png" alt="Winged Deer View 3">
</div>
</div>
</div>
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<button id="load-more-mv-btn" class="button is-link is-medium">Load More</button>
</div>
</div>
</section>
<!-- ===================================================================
NEW Interactive Method Section
=================================================================== -->
<section class="section has-background-light">
<div class="container is-max-desktop">
<div class="box">
<h2 class="title is-3 has-text-centered">
How EditP23 Works: From a 2D Edit to a 3D Model
</h2>
<p class="subtitle is-6 has-text-centered" style="margin: -1rem auto 2.5rem; max-width: 60rem;">
The EditP23 pipeline propagates your 2D edit into a full, 3D-consistent object modification. The process is
designed to be intuitive, requiring only a single edited view to guide the entire 3D update. Here’s how it
unfolds:
</p>
<!-- Accordion Container -->
<div class="accordion-container">
<!-- Accordion Item 1 -->
<div class="accordion-item">
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<div class="flow-step-number">1</div>
<h4 class="title is-5">Rendering & Initial Setup</h4>
<span class="accordion-icon"><i class="fas fa-plus"></i></span>
</div>
<div class="accordion-content">
<p>The process begins with a 3D object, which is rendered to generate a multi-view grid (mv-grid) composed
of six different viewpoints, and an additional fixed prompt view.</p>
</div>
</div>
<!-- Accordion Item 2 -->
<div class="accordion-item">
<div class="accordion-trigger">
<div class="flow-step-number">2</div>
<h4 class="title is-5">The 2D Edit</h4>
<span class="accordion-icon"><i class="fas fa-plus"></i></span>
</div>
<div class="accordion-content">
<p>The user can take the prompt view and modify it with any preferred 2D editing tool, such as painting or
generative AI. This user-edited image becomes the <strong>target view</strong>, which guides the 3D
edit.</p>
</div>
</div>
<!-- Accordion Item 3 (with Diagram) - NOW ACTIVE BY DEFAULT -->
<div class="accordion-item is-active">
<div class="accordion-trigger">
<div class="flow-step-number">3</div>
<h4 class="title is-5">Edit Propagation via Multi-View Diffusion</h4>
<span class="accordion-icon"><i class="fas fa-plus"></i></span>
</div>
<div class="accordion-content">
<p>The core of the method is a technique called "edit-aware denoising". At each step, the system runs two
parallel processes within a multi-view diffusion model:</p>
<ul style="list-style-type: disc; margin-left: 20px; margin-top: 10px; margin-bottom: 20px;">
<li><strong>Source Branch:</strong> The original source mv-grid and source view are fed into the model
to predict the velocity towards the original object.</li>
<li><strong>Target Branch:</strong> The current, in-progress grid is conditioned on the target view to
predict the velocity towards the final, edited object.</li>
</ul>
<!-- UPDATED: Image is now wrapped in a link to trigger the lightbox -->
<a href="static/media/method/method_fig2.png" class="lightbox-trigger">
<figure class="image">
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style="border-radius: 8px; box-shadow: 0 4px 12px rgba(0,0,0,0.1);">
</figure>
</a>
<figcaption class="method-caption mt-2">
By subtracting the source prediction from the target prediction, the model calculates an "edit-only
delta" (<i>v<sub>Δ</sub></i>). This delta isolates the user's intended changes, ensuring the rest of the
object's structure and appearance are preserved. This delta then guides the update for the next
iteration, consistently propagating the edit across all views in the grid.
</figcaption>
</div>
</div>
<!-- Accordion Item 4 -->
<div class="accordion-item">
<div class="accordion-trigger">
<div class="flow-step-number">4</div>
<h4 class="title is-5">Final 3D Reconstruction</h4>
<span class="accordion-icon"><i class="fas fa-plus"></i></span>
</div>
<div class="accordion-content">
<p>After the diffusion process completes, the final, edited multi-view grid is generated. This edited grid
is then converted into a textured 3D mesh using a reconstruction module like InstantMesh. The output is
a fully edited 3D object.</p>
</div>
</div>
</div>
</div>
</div>
</section>
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</div>
<button class="modal-close is-large" aria-label="close"></button>
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padding: 0 1.5rem;
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<!-- ===================================================================
Auto-Generated Responsive Paginated Gallery
=================================================================== -->
<!-- ===================================================================
Auto-Generated Responsive Paginated Gallery
=================================================================== -->
<section class="section" id="recon-gallery">
<div class="container is-max-desktop">
<h2 class="title is-3 has-text-centered mb-5">
Interactive 3D Reconstruction Gallery
</h2>
<div id="model-gallery-container" class="columns is-multiline is-variable is-4">
<div class="column is-one-quarter-desktop is-half-tablet gallery-item is-hidden-by-pagination">
<div class="card model-card">
<div class="model-grid">
<figure class="image">
<model-viewer data-src="static/media/recon/1/src.glb" alt="Original Cartoonish car" camera-controls
camera-orbit="-45deg 90deg auto" shadow-intensity="1"></model-viewer>
<figcaption class="has-text-centered is-size-7 mt-1">Original</figcaption>
</figure>
<figure class="image">
<model-viewer data-src="static/media/recon/1/ours-conv.glb" alt="Edited Cartoonish car" camera-controls
camera-orbit="-45deg 90deg auto" shadow-intensity="1"></model-viewer>
<figcaption class="has-text-centered is-size-7 mt-1">Edited</figcaption>
</figure>
<figure class="image">
<model-viewer data-src="static/media/recon/1/ours-conv-neutral.glb" alt="Un-textured Cartoonish car"
camera-controls camera-orbit="-45deg 90deg auto" shadow-intensity="1"></model-viewer>
<figcaption class="has-text-centered is-size-7 mt-1">No texture</figcaption>
</figure>
</div>
<p class="has-text-centered is-size-6 mt-3">Cartoonish car</p>
</div>
</div>
<div class="column is-one-quarter-desktop is-half-tablet gallery-item is-hidden-by-pagination">
<div class="card model-card">
<div class="model-grid">
<figure class="image">
<model-viewer data-src="static/media/recon/2/src.glb" alt="Original Car with wings" camera-controls
camera-orbit="-45deg 90deg auto" shadow-intensity="1"></model-viewer>
<figcaption class="has-text-centered is-size-7 mt-1">Original</figcaption>
</figure>
<figure class="image">
<model-viewer data-src="static/media/recon/2/ours-conv.glb" alt="Edited Car with wings" camera-controls
camera-orbit="-45deg 90deg auto" shadow-intensity="1"></model-viewer>
<figcaption class="has-text-centered is-size-7 mt-1">Edited</figcaption>
</figure>
<figure class="image">
<model-viewer data-src="static/media/recon/2/ours-conv-neutral.glb" alt="Un-textured Car with wings"
camera-controls camera-orbit="-45deg 90deg auto" shadow-intensity="1"></model-viewer>
<figcaption class="has-text-centered is-size-7 mt-1">No texture</figcaption>
</figure>
</div>
<p class="has-text-centered is-size-6 mt-3">Car with wings</p>
</div>
</div>
<div class="column is-one-quarter-desktop is-half-tablet gallery-item is-hidden-by-pagination">
<div class="card model-card">
<div class="model-grid">
<figure class="image">
<model-viewer data-src="static/media/recon/3/src.glb" alt="Original Fox with open eyes" camera-controls
camera-orbit="-45deg 90deg auto" shadow-intensity="1"></model-viewer>
<figcaption class="has-text-centered is-size-7 mt-1">Original</figcaption>
</figure>
<figure class="image">
<model-viewer data-src="static/media/recon/3/ours-conv.glb" alt="Edited Fox with open eyes"
camera-controls camera-orbit="-45deg 90deg auto" shadow-intensity="1"></model-viewer>
<figcaption class="has-text-centered is-size-7 mt-1">Edited</figcaption>
</figure>
<figure class="image">
<model-viewer data-src="static/media/recon/3/ours-conv-neutral.glb" alt="Un-textured Fox with open eyes"
camera-controls camera-orbit="-45deg 90deg auto" shadow-intensity="1"></model-viewer>
<figcaption class="has-text-centered is-size-7 mt-1">No texture</figcaption>
</figure>
</div>
<p class="has-text-centered is-size-6 mt-3">Fox with open eyes</p>
</div>
</div>
<div class="column is-one-quarter-desktop is-half-tablet gallery-item is-hidden-by-pagination">
<div class="card model-card">
<div class="model-grid">
<figure class="image">
<model-viewer data-src="static/media/recon/4/src.glb" alt="Original Golden R2D2" camera-controls
camera-orbit="-45deg 90deg auto" shadow-intensity="1"></model-viewer>
<figcaption class="has-text-centered is-size-7 mt-1">Original</figcaption>
</figure>
<figure class="image">
<model-viewer data-src="static/media/recon/4/ours-conv.glb" alt="Edited Golden R2D2" camera-controls
camera-orbit="-45deg 90deg auto" shadow-intensity="1"></model-viewer>
<figcaption class="has-text-centered is-size-7 mt-1">Edited</figcaption>
</figure>
<figure class="image">
<model-viewer data-src="static/media/recon/4/ours-conv-neutral.glb" alt="Un-textured Golden R2D2"
camera-controls camera-orbit="-45deg 90deg auto" shadow-intensity="1"></model-viewer>
<figcaption class="has-text-centered is-size-7 mt-1">No texture</figcaption>
</figure>
</div>
<p class="has-text-centered is-size-6 mt-3">Golden R2D2</p>
</div>
</div>
<div class="column is-one-quarter-desktop is-half-tablet gallery-item is-hidden-by-pagination">
<div class="card model-card">
<div class="model-grid">
<figure class="image">
<model-viewer data-src="static/media/recon/5/src.glb" alt="Original Robot with sunglasses"
camera-controls camera-orbit="-45deg 90deg auto" shadow-intensity="1"></model-viewer>
<figcaption class="has-text-centered is-size-7 mt-1">Original</figcaption>
</figure>
<figure class="image">
<model-viewer data-src="static/media/recon/5/ours-conv.glb" alt="Edited Robot with sunglasses"
camera-controls camera-orbit="-45deg 90deg auto" shadow-intensity="1"></model-viewer>
<figcaption class="has-text-centered is-size-7 mt-1">Edited</figcaption>
</figure>
<figure class="image">
<model-viewer data-src="static/media/recon/5/ours-conv-neutral.glb"
alt="Un-textured Robot with sunglasses" camera-controls camera-orbit="-45deg 90deg auto"
shadow-intensity="1"></model-viewer>
<figcaption class="has-text-centered is-size-7 mt-1">No texture</figcaption>
</figure>
</div>
<p class="has-text-centered is-size-6 mt-3">Robot with sunglasses</p>
</div>
</div>
<div class="column is-one-quarter-desktop is-half-tablet gallery-item is-hidden-by-pagination">
<div class="card model-card">
<div class="model-grid">
<figure class="image">
<model-viewer data-src="static/media/recon/6/src.glb" alt="Original Terrier with beanie" camera-controls
camera-orbit="-45deg 90deg auto" shadow-intensity="1"></model-viewer>
<figcaption class="has-text-centered is-size-7 mt-1">Original</figcaption>
</figure>
<figure class="image">
<model-viewer data-src="static/media/recon/6/ours-conv.glb" alt="Edited Terrier with beanie"
camera-controls camera-orbit="-45deg 90deg auto" shadow-intensity="1"></model-viewer>
<figcaption class="has-text-centered is-size-7 mt-1">Edited</figcaption>
</figure>
<figure class="image">
<model-viewer data-src="static/media/recon/6/ours-conv-neutral.glb"
alt="Un-textured Terrier with beanie" camera-controls camera-orbit="-45deg 90deg auto"
shadow-intensity="1"></model-viewer>
<figcaption class="has-text-centered is-size-7 mt-1">No texture</figcaption>
</figure>
</div>
<p class="has-text-centered is-size-6 mt-3">Terrier with beanie</p>
</div>
</div>
<div class="column is-one-quarter-desktop is-half-tablet gallery-item is-hidden-by-pagination">
<div class="card model-card">
<div class="model-grid">
<figure class="image">
<model-viewer data-src="static/media/recon/7/src.glb" alt="Original Batman with backpack"
camera-controls camera-orbit="-45deg 90deg auto" shadow-intensity="1"></model-viewer>
<figcaption class="has-text-centered is-size-7 mt-1">Original</figcaption>
</figure>
<figure class="image">
<model-viewer data-src="static/media/recon/7/ours-conv.glb" alt="Edited Batman with backpack"
camera-controls camera-orbit="-45deg 90deg auto" shadow-intensity="1"></model-viewer>
<figcaption class="has-text-centered is-size-7 mt-1">Edited</figcaption>
</figure>
<figure class="image">
<model-viewer data-src="static/media/recon/7/ours-conv-neutral.glb"
alt="Un-textured Batman with backpack" camera-controls camera-orbit="-45deg 90deg auto"
shadow-intensity="1"></model-viewer>
<figcaption class="has-text-centered is-size-7 mt-1">No texture</figcaption>
</figure>
</div>
<p class="has-text-centered is-size-6 mt-3">Batman with backpack</p>
</div>
</div>
<div class="column is-one-quarter-desktop is-half-tablet gallery-item is-hidden-by-pagination">
<div class="card model-card">
<div class="model-grid">
<figure class="image">
<model-viewer data-src="static/media/recon/8/src.glb" alt="Original Grogu with red robe" camera-controls
camera-orbit="-45deg 90deg auto" shadow-intensity="1"></model-viewer>
<figcaption class="has-text-centered is-size-7 mt-1">Original</figcaption>
</figure>
<figure class="image">
<model-viewer data-src="static/media/recon/8/ours-conv.glb" alt="Edited Grogu with red robe"
camera-controls camera-orbit="-45deg 90deg auto" shadow-intensity="1"></model-viewer>
<figcaption class="has-text-centered is-size-7 mt-1">Edited</figcaption>
</figure>
<figure class="image">
<model-viewer data-src="static/media/recon/8/ours-conv-neutral.glb"
alt="Un-textured Grogu with red robe" camera-controls camera-orbit="-45deg 90deg auto"
shadow-intensity="1"></model-viewer>
<figcaption class="has-text-centered is-size-7 mt-1">No texture</figcaption>
</figure>
</div>
<p class="has-text-centered is-size-6 mt-3">Grogu with red robe</p>
</div>
</div>
<div class="column is-one-quarter-desktop is-half-tablet gallery-item is-hidden-by-pagination">
<div class="card model-card">
<div class="model-grid">
<figure class="image">
<model-viewer data-src="static/media/recon/9/src.glb" alt="Original Fox with tuxedo" camera-controls
camera-orbit="-45deg 90deg auto" shadow-intensity="1"></model-viewer>
<figcaption class="has-text-centered is-size-7 mt-1">Original</figcaption>
</figure>
<figure class="image">
<model-viewer data-src="static/media/recon/9/ours-conv.glb" alt="Edited Fox with tuxedo" camera-controls
camera-orbit="-45deg 90deg auto" shadow-intensity="1"></model-viewer>
<figcaption class="has-text-centered is-size-7 mt-1">Edited</figcaption>
</figure>
<figure class="image">
<model-viewer data-src="static/media/recon/9/ours-conv-neutral.glb" alt="Un-textured Fox with tuxedo"
camera-controls camera-orbit="-45deg 90deg auto" shadow-intensity="1"></model-viewer>
<figcaption class="has-text-centered is-size-7 mt-1">No texture</figcaption>
</figure>
</div>
<p class="has-text-centered is-size-6 mt-3">Fox with tuxedo</p>
</div>
</div>
<div class="column is-one-quarter-desktop is-half-tablet gallery-item is-hidden-by-pagination">
<div class="card model-card">
<div class="model-grid">
<figure class="image">
<model-viewer data-src="static/media/recon/10/src.glb" alt="Original Gothic cathedral" camera-controls
camera-orbit="-45deg 90deg auto" shadow-intensity="1"></model-viewer>
<figcaption class="has-text-centered is-size-7 mt-1">Original</figcaption>
</figure>
<figure class="image">
<model-viewer data-src="static/media/recon/10/ours-conv.glb" alt="Edited Gothic cathedral"
camera-controls camera-orbit="-45deg 90deg auto" shadow-intensity="1"></model-viewer>
<figcaption class="has-text-centered is-size-7 mt-1">Edited</figcaption>
</figure>
<figure class="image">
<model-viewer data-src="static/media/recon/10/ours-conv-neutral.glb" alt="Un-textured Gothic cathedral"
camera-controls camera-orbit="-45deg 90deg auto" shadow-intensity="1"></model-viewer>
<figcaption class="has-text-centered is-size-7 mt-1">No texture</figcaption>
</figure>
</div>
<p class="has-text-centered is-size-6 mt-3">Gothic cathedral</p>
</div>
</div>
<div class="column is-one-quarter-desktop is-half-tablet gallery-item is-hidden-by-pagination">
<div class="card model-card">
<div class="model-grid">
<figure class="image">
<model-viewer data-src="static/media/recon/11/src.glb" alt="Original Terrier with Paddington's hat"
camera-controls camera-orbit="-45deg 90deg auto" shadow-intensity="1"></model-viewer>
<figcaption class="has-text-centered is-size-7 mt-1">Original</figcaption>
</figure>
<figure class="image">
<model-viewer data-src="static/media/recon/11/ours-conv.glb" alt="Edited Terrier with Paddington's hat"
camera-controls camera-orbit="-45deg 90deg auto" shadow-intensity="1"></model-viewer>
<figcaption class="has-text-centered is-size-7 mt-1">Edited</figcaption>
</figure>
<figure class="image">
<model-viewer data-src="static/media/recon/11/ours-conv-neutral.glb"
alt="Un-textured Terrier with Paddington's hat" camera-controls camera-orbit="-45deg 90deg auto"
shadow-intensity="1"></model-viewer>
<figcaption class="has-text-centered is-size-7 mt-1">No texture</figcaption>
</figure>
</div>
<p class="has-text-centered is-size-6 mt-3">Terrier with Paddington's hat</p>
</div>
</div>
<div class="column is-one-quarter-desktop is-half-tablet gallery-item is-hidden-by-pagination">
<div class="card model-card">
<div class="model-grid">
<figure class="image">
<model-viewer data-src="static/media/recon/12/src.glb" alt="Original Vespa" camera-controls
camera-orbit="-45deg 90deg auto" shadow-intensity="1"></model-viewer>
<figcaption class="has-text-centered is-size-7 mt-1">Original</figcaption>
</figure>
<figure class="image">
<model-viewer data-src="static/media/recon/12/ours-conv.glb" alt="Edited Vespa" camera-controls
camera-orbit="-45deg 90deg auto" shadow-intensity="1"></model-viewer>
<figcaption class="has-text-centered is-size-7 mt-1">Edited</figcaption>
</figure>
<figure class="image">
<model-viewer data-src="static/media/recon/12/ours-conv-neutral.glb" alt="Un-textured Vespa"
camera-controls camera-orbit="-45deg 90deg auto" shadow-intensity="1"></model-viewer>
<figcaption class="has-text-centered is-size-7 mt-1">No texture</figcaption>
</figure>
</div>
<p class="has-text-centered is-size-6 mt-3">Vespa</p>
</div>
</div>
<div class="column is-one-quarter-desktop is-half-tablet gallery-item is-hidden-by-pagination">
<div class="card model-card">
<div class="model-grid">
<figure class="image">
<model-viewer data-src="static/media/recon/13/src.glb" alt="Original Grogu in the-force pose"
camera-controls camera-orbit="-45deg 90deg auto" shadow-intensity="1"></model-viewer>
<figcaption class="has-text-centered is-size-7 mt-1">Original</figcaption>
</figure>
<figure class="image">
<model-viewer data-src="static/media/recon/13/ours-conv.glb" alt="Edited Grogu in the-force pose"
camera-controls camera-orbit="-45deg 90deg auto" shadow-intensity="1"></model-viewer>
<figcaption class="has-text-centered is-size-7 mt-1">Edited</figcaption>
</figure>
<figure class="image">
<model-viewer data-src="static/media/recon/13/ours-conv-neutral.glb"
alt="Un-textured Grogu in the-force pose" camera-controls camera-orbit="-45deg 90deg auto"
shadow-intensity="1"></model-viewer>
<figcaption class="has-text-centered is-size-7 mt-1">No texture</figcaption>
</figure>
</div>