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<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="UTF-8" />
<meta name="viewport" content="width=device-width, initial-scale=1.0" />
<title>About — Open4D</title>
<meta name="description" content="About the Open4D project: mission, team, roadmap, contributing, and how to cite." />
<link rel="preconnect" href="https://fonts.googleapis.com" />
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<link rel="stylesheet" href="css/style.css" />
<link rel="icon" type="image/svg+xml" href="assets/favicon.svg" />
</head>
<body>
<header class="nav">
<div class="nav-inner">
<a href="index.html" class="nav-logo">
<svg class="logo-mark" viewBox="0 0 32 32" xmlns="http://www.w3.org/2000/svg" aria-hidden="true">
<defs>
<linearGradient id="logo-grad" x1="0" y1="0" x2="1" y2="1">
<stop offset="0" stop-color="#6366f1"/><stop offset="1" stop-color="#22d3ee"/>
</linearGradient>
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<line x1="3" y1="20" x2="12" y2="29" stroke="url(#logo-grad)" stroke-width="1.6" opacity="0.55"/>
</svg>
<span>Open<span class="logo-4d">4D</span></span>
</a>
<nav>
<ul class="nav-links" id="nav-links">
<li><a href="index.html">Home</a></li>
<li><a href="modules.html">Modules</a></li>
<li><a href="documentation.html">Documentation</a></li>
<li><a href="gallery.html">Gallery</a></li>
<li><a href="benchmarks.html">Benchmarks</a></li>
<li><a href="about.html" class="active">About</a></li>
</ul>
</nav>
<a class="nav-cta" href="https://github.com/open4dfoundation/Open4D" target="_blank" rel="noopener">
<svg viewBox="0 0 16 16" aria-hidden="true"><path d="M8 0C3.58 0 0 3.58 0 8c0 3.54 2.29 6.53 5.47 7.59.4.07.55-.17.55-.38 0-.19-.01-.82-.01-1.49-2.01.37-2.53-.49-2.69-.94-.09-.23-.48-.94-.82-1.13-.28-.15-.68-.52-.01-.53.63-.01 1.08.58 1.23.82.72 1.21 1.87.87 2.33.66.07-.52.28-.87.51-1.07-1.78-.2-3.64-.89-3.64-3.95 0-.87.31-1.59.82-2.15-.08-.2-.36-1.02.08-2.12 0 0 .67-.21 2.2.82.64-.18 1.32-.27 2-.27s1.36.09 2 .27c1.53-1.04 2.2-.82 2.2-.82.44 1.1.16 1.92.08 2.12.51.56.82 1.27.82 2.15 0 3.07-1.87 3.75-3.65 3.95.29.25.54.73.54 1.48 0 1.07-.01 1.93-.01 2.2 0 .21.15.46.55.38A8.01 8.01 0 0 0 16 8c0-4.42-3.58-8-8-8z"/></svg>
GitHub
</a>
<button class="nav-toggle" id="nav-toggle" aria-label="Toggle menu" aria-expanded="false">☰</button>
</div>
</header>
<section class="page-hero">
<div class="hero-bg"></div>
<div class="container">
<span class="section-eyebrow">About</span>
<h1>The Open4D Project</h1>
<p>
Open4D is developed by the <strong style="color: var(--text);">SINRG Lab at Northeastern University</strong>
as open research infrastructure for time-varying 4D geometry — with the explicit goal of letting
research compound instead of resetting with every paper.
</p>
</div>
</section>
<section class="section">
<div class="container split">
<div class="reveal">
<span class="section-eyebrow">Mission</span>
<h2 style="font-size: clamp(1.8rem, 4vw, 2.4rem); font-weight: 800; letter-spacing: -0.03em; margin-bottom: 18px;">
Shared foundations for a fast-moving field
</h2>
<p style="color: var(--text-muted); margin-bottom: 16px;">
4D geometry — meshes and point clouds whose shape, and even connectivity, changes every frame —
is the substrate of volumetric video, telepresence, digital twins, and robot perception. Yet
the field's tooling is fragmented: every paper rebuilds IO, metrics, and pipelines from scratch.
</p>
<p style="color: var(--text-muted);">
Open4D exists to fix that. A stable core provides the data model, IO, and metrics; research
modules — codecs, trackers, editors — plug into it and evolve independently; benchmarks make
comparisons reproducible; and apps prove the whole stack end-to-end, all the way to real-time
playback on an XR headset.
</p>
</div>
<div class="reveal">
<div class="card" style="margin-bottom: 18px;">
<h3>SINRG Lab</h3>
<p>
The Spatial Intelligence Research Group (SINRG) at Northeastern University works
at the intersection of mobile systems, networking, and immersive computing — including
volumetric video streaming, XR systems, and machine perception.
</p>
<a class="card-link" href="https://github.com/SINRG-Lab" target="_blank" rel="noopener">SINRG Lab on GitHub →</a>
</div>
<div class="card">
<h3>Project PI</h3>
<p>
<strong style="color: var(--text);">Prof. Mallesham Dasari</strong> — Northeastern University.
Open4D grows out of a line of research on volumetric video compression and streaming for
immersive systems.
</p>
<a class="card-link" href="mailto:m.dasari@northeastern.edu">m.dasari@northeastern.edu →</a>
</div>
</div>
</div>
</section>
<section class="section section-alt" id="roadmap">
<div class="container">
<div class="section-head left">
<span class="section-eyebrow">Roadmap</span>
<h2>Where the platform is heading</h2>
</div>
<div class="timeline reveal">
<div class="timeline-item done">
<span class="when">Shipped</span>
<h4>Core API, IO, and players</h4>
<p>The <code style="font-family: var(--mono); font-size: 0.85em; color: #a5b4fc;">.o4d</code> data model with readers, writers, playback, and conversion tools for meshes and point clouds — pip-installable.</p>
</div>
<div class="timeline-item done">
<span class="when">Shipped</span>
<h4>Compression modules</h4>
<p>N4MC, TSMC, and TVMC integrated; Unity decoder plugin running on Meta Quest 3.</p>
</div>
<div class="timeline-item">
<span class="when">In progress</span>
<h4>Benchmarks & baselines</h4>
<p>Paper-reproducible evaluation harness with reimplemented baselines and shared metrics.</p>
</div>
<div class="timeline-item">
<span class="when">Planned</span>
<h4>C++ core and bindings</h4>
<p>Performance-critical implementations with Python bindings for real-time pipelines.</p>
</div>
<div class="timeline-item">
<span class="when">Planned</span>
<h4>Streaming stack & end-to-end apps</h4>
<p>Adaptive 4D streaming pipelines and reference applications for telepresence and robotics.</p>
</div>
</div>
</div>
</section>
<section class="section" id="contributing">
<div class="container">
<div class="section-head left">
<span class="section-eyebrow">Contributing</span>
<h2>Get involved</h2>
<p>Open4D is an open research platform — contributions are welcome in many forms.</p>
</div>
<div class="grid grid-3">
<div class="card reveal">
<h3>New modules</h3>
<p>Codecs, trackers, editors, or any algorithm for time-varying geometry, built on the core API.</p>
</div>
<div class="card reveal">
<h3>Benchmarks & datasets</h3>
<p>Reimplemented baselines, new test content, and evaluation configurations.</p>
</div>
<div class="card reveal">
<h3>Metrics</h3>
<p>Quality, rate, latency, and temporal-stability measures for systems-aware evaluation.</p>
</div>
<div class="card reveal">
<h3>Documentation</h3>
<p>Tutorials, examples, and API documentation that lower the barrier to entry.</p>
</div>
<div class="card reveal">
<h3>Performance</h3>
<p>Optimizations, C++ ports, and profiling for real-time and on-device pipelines.</p>
</div>
<div class="card reveal">
<h3>Applications</h3>
<p>End-to-end demos — telepresence, robotics, digital twins — that exercise the full stack.</p>
</div>
</div>
<div class="callout" style="margin-top: 32px;">
<span class="callout-icon">🤝</span>
<p>
Start with an issue or pull request on <a href="https://github.com/open4dfoundation/Open4D" target="_blank" rel="noopener">GitHub</a>,
or <a href="mailto:m.dasari@northeastern.edu">reach out directly</a> if you'd like to discuss a larger contribution.
</p>
</div>
</div>
</section>
<section class="section section-alt" id="citation">
<div class="container">
<div class="section-head left">
<span class="section-eyebrow">Citation</span>
<h2>How to cite</h2>
<p>If you use Open4D in your research, please cite it.</p>
</div>
<div style="max-width: 720px;" class="reveal">
<div class="code-block">
<div class="code-head"><span>BibTeX</span><button class="copy-btn">Copy</button></div>
<pre><code>@software{<span class="fn">open4d2026</span>,
<span class="kw">title</span> = {<span class="str">Open4D: An Open Platform for Time-Varying 4D Geometry Data</span>},
<span class="kw">author</span> = {<span class="str">Spatial Intelligence Research Group</span>},
<span class="kw">year</span> = {<span class="num">2026</span>},
<span class="kw">url</span> = {<span class="str">https://github.com/open4dfoundation/Open4D</span>}
}</code></pre>
</div>
<p style="color: var(--text-muted); font-size: 0.92rem;">
A <code style="font-family: var(--mono); font-size: 0.85em; color: #a5b4fc;">CITATION.cff</code> file
with the canonical citation metadata ships in the repository root.
</p>
</div>
</div>
</section>
<section class="cta-band">
<h2>Questions? Ideas? Datasets?</h2>
<p>We're building Open4D in the open and would love to hear from researchers and practitioners working with 4D data.</p>
<div class="hero-actions" style="margin-bottom: 0;">
<a href="mailto:m.dasari@northeastern.edu" class="btn btn-primary">Contact Us</a>
<a href="https://github.com/open4dfoundation/Open4D/issues" target="_blank" rel="noopener" class="btn btn-secondary">Open an Issue</a>
</div>
</section>
<footer class="footer">
<div class="container">
<div class="footer-grid">
<div class="footer-brand">
<a href="index.html" class="nav-logo"><span>Open<span class="logo-4d">4D</span></span></a>
<p>An open, research-driven platform for the representation, compression, processing, evaluation, and streaming of time-varying 4D geometry data.</p>
</div>
<div>
<h5>Project</h5>
<ul>
<li><a href="modules.html">Modules</a></li>
<li><a href="documentation.html">Documentation</a></li>
<li><a href="benchmarks.html">Benchmarks</a></li>
<li><a href="gallery.html">Gallery</a></li>
</ul>
</div>
<div>
<h5>Code</h5>
<ul>
<li><a href="https://github.com/open4dfoundation/Open4D" target="_blank" rel="noopener">Open4D on GitHub</a></li>
<li><a href="https://github.com/SINRG-Lab/TSMC" target="_blank" rel="noopener">TSMC</a></li>
<li><a href="https://github.com/frozzzen3/N4MC" target="_blank" rel="noopener">N4MC</a></li>
<li><a href="https://github.com/open4dfoundation/Open4D/issues" target="_blank" rel="noopener">Issue Tracker</a></li>
</ul>
</div>
<div>
<h5>Community</h5>
<ul>
<li><a href="about.html">About & Team</a></li>
<li><a href="about.html#contributing">Contributing</a></li>
<li><a href="about.html#citation">How to Cite</a></li>
<li><a href="mailto:m.dasari@northeastern.edu">Contact</a></li>
</ul>
</div>
</div>
<div class="footer-bottom">
<span>© 2026 Open4D · SINRG Lab, Northeastern University</span>
<span>Open-source research infrastructure for 4D geometry</span>
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