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<!doctype html>
<html lang="en">
<head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta
name="description"
content="Gradient Spaces Lab at Stanford builds data-driven methods for spatial intelligence across physical and digital environments."
>
<title>Gradient Spaces Lab | Stanford</title>
<meta property="og:title" content="Gradient Spaces Lab | Stanford">
<meta property="og:description" content="Data-driven methods for spatial intelligence across physical and digital environments.">
<meta property="og:type" content="website">
<meta property="og:url" content="https://gradientspaces.github.io/">
<meta property="og:image" content="https://gradientspaces.github.io/assets/images/group-photo.jpg">
<link rel="canonical" href="https://gradientspaces.github.io/">
<link rel="icon" type="image/svg+xml" href="assets/favicon.svg">
<link rel="stylesheet" href="styles.css">
</head>
<body>
<header class="site-header">
<a class="brand" href="index.html">Gradient Spaces</a>
<button class="nav-toggle" type="button" aria-expanded="false" aria-controls="site-nav" title="Open navigation">
<span class="sr-only">Menu</span>
<span aria-hidden="true"></span>
<span aria-hidden="true"></span>
<span aria-hidden="true"></span>
</button>
<nav class="site-nav" id="site-nav" aria-label="Main navigation">
<a class="active" href="index.html">Home</a>
<a href="people.html">People</a>
<a href="research.html">Research</a>
<a href="#news">News</a>
<a href="#connect">Connect</a>
</nav>
</header>
<main>
<section class="hero">
<div class="hero-copy">
<p class="eyebrow">Stanford Civil & Environmental Engineering</p>
<h1>
<span>Gradient</span>
<span>Spaces</span>
<span>Lab</span>
</h1>
<p class="lead">
We study how real-world visual data can help design, construct, and understand adaptive spaces
that move between the physical and digital world.
</p>
<div class="hero-actions" aria-label="Primary links">
<a class="strong-link" href="research.html">Research</a>
<a class="strong-link" href="people.html">People</a>
<a class="strong-link" href="https://github.com/GradientSpaces">Github</a>
</div>
</div>
<figure class="hero-media">
<img
src="assets/images/group-photo.jpg"
alt="Gradient Spaces group photo at Stanford"
>
<figcaption>Gradient Spaces Lab at Stanford.</figcaption>
</figure>
</section>
<section class="section split-intro" aria-labelledby="about-title">
<div>
<p class="section-kicker">About</p>
<h2 id="about-title">Learning spatial futures from the world as it is.</h2>
</div>
<div class="body-copy">
<p>
Gradient Spaces develops quantitative methods for environments that blend real reality,
mixed reality, and virtual reality. The lab works across visual data, 3D understanding,
design, construction, and human experience.
</p>
<p>
Our research spans dynamic 3D scene understanding, in-the-wild reconstruction, mixed
reality, and sustainable built environments — with open datasets, code, and benchmarks
released alongside our publications.
</p>
</div>
</section>
<section class="section" id="news" aria-labelledby="news-title">
<div class="section-heading">
<p class="section-kicker">News</p>
<h2 id="news-title">Latest signals</h2>
</div>
<div class="news-list">
<article class="news-item">
<time datetime="2026">2026</time>
<div>
<h3>Three papers accepted to CVPR 2026</h3>
<p>Selected work spans dynamic indoor scenes, robust pose estimation, and in-the-wild 3D reconstruction.</p>
</div>
</article>
<article class="news-item">
<time datetime="2025">2025</time>
<div>
<h3>U. V. Helava Award for Best Paper</h3>
<p>Tao Sun, Iro Armeni, and collaborators were recognized for work on evolving 3D scenes.</p>
</div>
</article>
<article class="news-item">
<time datetime="2025">2025</time>
<div>
<h3>Two papers accepted to NeurIPS 2025</h3>
<p>GuideFlow3D and Rectified Point Flow join the lab's growing archive of spatial AI work.</p>
</div>
</article>
</div>
</section>
<section class="section" aria-labelledby="featured-title">
<div class="section-heading inline-heading">
<div>
<p class="section-kicker">Research</p>
<h2 id="featured-title">Featured projects</h2>
</div>
<a class="text-link" href="research.html">View all research</a>
</div>
<div class="project-grid">
<article class="project-card">
<img
src="assets/images/projects/rescene4d.jpeg"
alt="ReScene4D project teaser"
loading="lazy"
>
<div>
<p class="tag">CVPR 2026</p>
<h3>ReScene4D</h3>
<p>Temporally consistent semantic instance segmentation for evolving indoor 3D scenes.</p>
</div>
</article>
<article class="project-card">
<img
src="assets/images/projects/wildpose.jpg"
alt="WildPose project teaser"
loading="lazy"
>
<div>
<p class="tag">CVPR 2026</p>
<h3>WildPose</h3>
<p>A unified framework for robust pose estimation in unconstrained visual settings.</p>
</div>
</article>
<article class="project-card">
<img
src="assets/images/projects/gaussfusion.png"
alt="GaussFusion project teaser"
loading="lazy"
>
<div>
<p class="tag">CVPR 2026</p>
<h3>GaussFusion</h3>
<p>Geometry-informed video generation for stronger 3D reconstruction in the wild.</p>
</div>
</article>
</div>
</section>
<section class="section connect-band" id="connect" aria-labelledby="connect-title">
<div>
<p class="section-kicker">Connect</p>
<h2 id="connect-title">Build, visit, collaborate.</h2>
</div>
<div class="link-columns">
<a href="https://github.com/GradientSpaces">Github</a>
<a href="https://huggingface.co/gradient-spaces">HuggingFace</a>
<a href="https://www.linkedin.com/company/gradientspaces">LinkedIn</a>
<a href="https://cee.stanford.edu/academics-admission/graduate-admissions">PhD in CEE</a>
<a href="mailto:iroarmeni@stanford.edu">Email</a>
</div>
</section>
</main>
<footer class="site-footer">
<p>Gradient Spaces Research Group</p>
<p>Y2E2, 473 Via Ortega, Room 233, Stanford, CA 94305</p>
</footer>
<script src="script.js"></script>
</body>
</html>