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Update index.html (Added accessibility)
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@josephchen1
josephchen1 authored May 25, 2024
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26 changes: 13 additions & 13 deletions docs/identification/index.html
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<div class="container">
<a class="navbar-brand" href="#" aria-label="Metaverse Research">
Metaverse Research @
<img height="30" src="img/rdi-sm.png" alt="RDl Logo">
<img height="30" src="img/rdi-sm.png" alt="RDI Logo">
</a>
<button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbarSupportedContent" aria-controls="navbarSupportedContent" aria-expanded="false" aria-label="Toggle navigation">
<span class="navbar-toggler-icon"></span>
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<div class="container">
<div class="row align-items-center">
<div class="col-lg-3">
<img src="img/shot1.png" class="w-100 rounded">
<img src="img/shot1.png" class="w-100 rounded" alt="Screenshot 1">
</div>
<div class="col-lg-6" style="font-size: 16.5px;">
<p class="text-secondary">2023 &nbsp;|&nbsp; Vivek Nair &middot; Wenbo Guo &middot; Justus Mattern &middot; Rui Wang &middot; James F. O’Brien &middot; Louis Rosenberg &middot; Dawn Song &nbsp;|&nbsp; https://doi.org/10.48550/arXiv.2302.08927</p>
<p class="text-justify">With the recent explosive growth of interest and investment in virtual reality (VR) and the so-called "metaverse," public attention has rightly shifted toward the unique security and privacy threats that these platforms may pose. While it has long been known that people reveal information about themselves via their motion, the extent to which this makes an individual globally identifiable within virtual reality has not yet been widely understood. In this study, we show that a large number of real VR users (N=55,541) can be uniquely and reliably identified across multiple sessions using just their head and hand motion relative to virtual objects. After training a classification model on 5 minutes of data per person, a user can be uniquely identified amongst the entire pool of 50,000+ with 94.33% accuracy from 100 seconds of motion, and with 73.20% accuracy from just 10 seconds of motion. This work is the first to truly demonstrate the extent to which biomechanics may serve as a unique identifier in VR, on par with widely used biometrics such as facial or fingerprint recognition.</p>
</div>
<div class="col-lg-3">
<img src="img/shot2.png" class="w-100 rounded">
<img src="img/shot2.png" class="w-100 rounded" alt="Screenshot 2">
</div>
</div>
</div>
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<div class="container py-5 text-center">
<div class="row align-items-center">
<div class="col-md-4 py-5 py-md-0">
<img src="img/051-FIG-Motion.svg" class="w-100" />
<img src="img/051-FIG-Motion.svg" class="w-100" alt="Motion Features Figure">
</div>
<div class="col-md-8 ps-md-5 text-md-start">
<h4 class="mb-3">Motion Features</h4>
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</div>
<div class="row align-items-center mt-5">
<div class="col-md-4 py-5 py-md-0 order-md-last">
<img src="img/053-FIG-Context.svg" class="w-100" />
<img src="img/053-FIG-Context.svg" class="w-100" alt="Context Features Figure">
</div>
<div class="col-md-8 pe-md-5 text-md-start">
<h4>Context Features</h4>
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</div>
<div class="row align-items-center mt-5 mb-5">
<div class="col-md-4 py-5 py-md-0">
<img src="img/082-FIG-Features.svg" class="w-100" />
<img src="img/082-FIG-Features.svg" class="w-100" alt="Features Figure">
</div>
<div class="col-md-8 ps-md-5 text-md-start">
<h4>Results</h4>
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<div class="container text-center">
<h5 class="mb-4"><i>Authors:</i></h5>
<a style="display: inline-block" width="120px" href="https://nair.me">
<img src="img/vivek.jpg" height="120" class="rounded-circle" />
<img src="img/vivek.jpg" height="120" class="rounded-circle" alt="Vivek Nair">
<p style="color: #fff; text-decoration: none; outline: none;">Vivek Nair</p>
</a>
<a style="display: inline-block" width="120px" href="https://henrygwb.github.io/">
<img src="img/wenbo.jpg" height="120" class="rounded-circle" />
<img src="img/wenbo.jpg" height="120" class="rounded-circle" alt="Wenbo Guo">
<p style="color: #fff; text-decoration: none; outline: none;">Wenbo Guo</p>
</a>
<a style="display: inline-block" width="120px" href="https://justusmattern.github.io/">
<img src="img/justus.png" height="120" class="rounded-circle" />
<img src="img/justus.png" height="120" class="rounded-circle" alt="Justus Mattern">
<p style="color: #fff; text-decoration: none; outline: none;">Justus Mattern</p>
</a>
<a style="display: inline-block" width="120px" href="https://github.com/Rui-Wang-813">
<img src="img/rui.jfif" height="120" class="rounded-circle" />
<img src="img/rui.jfif" height="120" class="rounded-circle" alt="Rui Wang">
<p style="color: #fff; text-decoration: none; outline: none;">Rui Wang</p>
</a>
<a style="display: inline-block" width="120px" href="http://obrien.berkeley.edu/">
<img src="img/james.jfif" height="120" class="rounded-circle" />
<img src="img/james.jfif" height="120" class="rounded-circle" alt="James F. O'Brien">
<p style="color: #fff; text-decoration: none; outline: none;">James F. O'Brien</p>
</a>
<a style="display: inline-block" width="120px" href="https://unanimous.ai/staff-item/louis-rosenberg-phd/">
<img src="img/louis.jfif" height="120" class="rounded-circle" />
<img src="img/louis.jfif" height="120" class="rounded-circle" alt="Louis Rosenberg">
<p style="color: #fff; text-decoration: none; outline: none;">Louis Rosenberg</p>
</a>
<a style="display: inline-block" width="120px" href="https://dawnsong.io">
<img src="img/dawn.jpg" height="120" class="rounded-circle" />
<img src="img/dawn.jpg" height="120" class="rounded-circle" alt="Dawn Song">
<p style="color: #fff; text-decoration: none; outline: none;">Dawn Song</p>
</a>
</div>
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