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<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="utf-8">
<title>SerliDesigns Inner Page</title>
<meta content="width=device-width, initial-scale=1.0" name="viewport">
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<meta content="" name="description">
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<a class="navbar-brand js-scroll" href="#page-top">Zachary Serlin</a>
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aria-controls="navbarDefault" aria-expanded="false" aria-label="Toggle navigation">
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<a class="nav-link js-scroll active" href="index.html#home">Home</a>
</li>
<li class="nav-item">
<a class="nav-link js-scroll" href="index.html#about">About</a>
</li>
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<a class="nav-link js-scroll" href="index.html#service">Research</a>
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<h3>Distributed and Consistent Multi-Image Feature Matching via QuickMatch</h3>
</div>
</div>
</div>
</div>
<!--/ Intro Skew End /-->
<section id="about" class="service-mf sect-pt8 route">
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<p >
<u>Abstract:</u>In this work we consider the multi-image object matching problem,
extend a centralized solution of the problem to a distributed solution, and present
an experimental application of the centralized solution. Multi-image feature matching
is a keystone of many applications, including simultaneous localization and mapping,
homography, object detection, and structure from motion. We first review the QuickMatch
algorithm for multi-image feature matching. We then present a scheme for distributing sets
of features across computational units (agents) that largely preserves feature match quality
and minimizes communication between agents (avoiding, in particular, the need of flooding all
data to all agents). Finally, we show how QuickMatch performs on an object matching test with
low quality images. The centralized QuickMatch algorithm is compared to other standard matching
algorithms, while the Distributed QuickMatch algorithm is compared to the centralized algorithm
in terms of preservation of match consistency. The presented experiment shows that QuickMatch
matches features across a large number of images and features in larger numbers and more
accurately than standard techniques.
</p>
</div>
<!--</div>-->
<center>
<iframe width="800" height="500" align="center" src="https://www.youtube.com/embed/Bzw73hxiEM8" frameborder="0" allow="accelerometer; autoplay; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
</center>
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