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<!doctype html>
<html>
<head>
<title>MultiX Overview</title>
<meta charset="utf-8" name="viewport" content="width=device-width, initial-scale=1">
<link href="css/frame.css" media="screen" rel="stylesheet" type="text/css" />
<link href="css/controls.css" media="screen" rel="stylesheet" type="text/css" />
<link href="css/custom.css" media="screen" rel="stylesheet" type="text/css" />
<link href='https://fonts.googleapis.com/css?family=Open+Sans:400,700' rel='stylesheet' type='text/css'>
<link href='https://fonts.googleapis.com/css?family=Open+Sans+Condensed:300,700' rel='stylesheet' type='text/css'>
<link href="https://fonts.googleapis.com/css?family=Source+Sans+Pro:400,700" rel="stylesheet">
<script src="https://ajax.googleapis.com/ajax/libs/jquery/3.3.1/jquery.min.js"></script>
<script src="js/menu.js"></script>
<link rel="icon" href="favicon.ico" sizes="any">
<style>
.menu-index {
color: rgb(0, 0, 0) !important;
opacity: 1 !important;
font-weight: 700 !important;
}
</style>
</head>
<body>
<div class="menu-container">
</div>
<div class="content-container">
<!-------------------------------------------------------------------------------------------->
<div class="banner" style="background: url('img/header.png') no-repeat center; background-size: cover; height: 260px;">
<div class="banner-table flex-column">
</div>
</div>
<!-------------------------------------------------------------------------------------------->
<div class="banner">
<div class="banner-table flex-column">
<div class="flex-row">
<div class="flex-item flex-column">
<h2 class="add-top-margin-small">MultiX @ UvA Informatics Institute, Amsterdam</h2>
<p class="text">
We research multimedia analytics by developing AI techniques for getting the richest information possible from the data, visualizations, and interactions surpassing human and machine intelligence.
We blend multi-modal data in effective interfaces for applications and social impact in public health, forensics and law enforcement, cultural heritage, and data-driven business.
</p>
</div>
</div>
</div>
</div>
<!-------------------------------------------------------------------------------------------->
<div class="content">
<div class="content-table flex-column">
<!-------------------------------------------------------------------------------------------->
<!--Start News-->
<div class="flex-row">
<div class="flex-item flex-column full-width">
<h2>News</h2>
<hr>
<ul>
<li>
<p class="text-small-margin">
<span style="color: #1b7677;">[November 2025]</span>
Yahia Dalbah's paper (<a href="https://arxiv.org/pdf/2508.02724">Veli: Unsupervised Method and Unified Benchmark for Low-Cost Air Quality Sensor Correction</a>) has been accepted at the AAAI 2026 conference!
</p>
</li>
<li>
<p class="text-small-margin">
<span style="color: #1b7677;">[July 2025]</span>
Shuai Wang's paper (<a href="https://arxiv.org/abs/2505.06020">ArtRAG: Retrieval-Augmented Generation with Structured Context for Visual Art Understanding</a>) has been accepted at the ACM MM 2025 conference!
</p>
</li>
<li>
<p class="text-small-margin">
<span style="color: #1b7677;">[February 2025]</span>
Ivona Najdenkoska's paper (<a href="https://arxiv.org/abs/2410.10034">TULIP: Token-length upgraded CLIP</a>) has been accepted at the ICLR 2025 conference!
</p>
</li>
<!-------------------------------------------------------------------------------------------->
<!--Use the following commented block code to add news-->
<!-- <li>
<p class="text-small-margin">
<span style="color: #1b7677;">[September 2022]</span>
Description of the news.
</p>
</li> -->
<!--Use the above commented block code to add news-->
</ul>
<p class="text">
For old news, please check this <a href="archived-news.html">archived news page</a>.
</p>
</div>
</div>
<!--End News-->
<!-------------------------------------------------------------------------------------------->
<!-------------------------------------------------------------------------------------------->
<!--Start Vacancies-->
<div class="flex-row">
<div class="flex-item flex-column full-width">
<h2>Vacancies<a id="vacancies"></a></h2>
<hr>
<ul>
<!-------------------------------------------------------------------------------------------->
<li>
<p class="text-small-margin">
There are currently no vacancies.
</p>
</li>
<!-------------------------------------------------------------------------------------------->
<!--Use the following commented block code to add vacancies-->
<!-- <li>
<p class="text-small-margin">
<span style="color: #dc3545;">[Due 1 October 2022]</span>
<a href="">YYY position XXX</a>: Title
</p>
<p class="text-small-margin">
There are currently no vacancies.
</p>
</li> -->
<!--Use the above commented block code to add vacancies-->
</ul>
</div>
</div>
<!--End Vacancies-->
<!-------------------------------------------------------------------------------------------->
<!-------------------------------------------------------------------------------------------->
<!--Start Events-->
<div class="flex-row">
<div class="flex-item flex-column full-width">
<h2>Events<a id="events"></a></h2>
<hr>
<ul>
<!-------------------------------------------------------------------------------------------->
<p class="text-small-margin">
<span style="color: #dc3545;">[23 April 2026 at 10:00]</span>
Tim Alpherts PhD thesis defense at <a href="https://maps.app.goo.gl/pgjk3NvCJafWDA9i8">Agnietenkapel, Oudezijds Voorburgwal 231, Amsterdam</a>
</p>
<!-------------------------------------------------------------------------------------------->
<!--Use the following commented block code to add vacancies-->
<!-- <p class="text-small-margin">
There are currently no events.
</p> -->
<!-- <li>
<p class="text-small-margin">
<span style="color: #dc3545;">[1 October 2022 at 11:00]</span>
XXX PhD thesis defense at <a href="">YYY</a>
</p>
</li> -->
<!--Use the above commented block code to add vacancies-->
</ul>
</div>
</div>
<!--End Events-->
<!-------------------------------------------------------------------------------------------->
<!-------------------------------------------------------------------------------------------->
<!--Start Team-->
<div class="flex-row">
<div class="flex-item flex-column full-width">
<h2>Team</h2>
<hr>
</div>
</div>
<!-------------------------------------------------------------------------------------------->
<div class="gallery add-top-margin-small add-bottom-margin-small" id="current-team">
<!-------------------------------------------------------------------------------------------->
<div class="flex-column">
<img src="img/people/marcel.jpeg">
<h3>Marcel Worring</h3>
<div>Head, Professor</div>
<div>
<a href="https://scholar.google.com/citations?user=pdu8f3sAAAAJ&hl=en">Scholar</a>
|
<a href="https://www.linkedin.com/in/marcel-worring/">LinkedIn</a>
</div>
<div> </div>
</div>
<!-------------------------------------------------------------------------------------------->
<div class="flex-column">
<img src="img/people/zeno.jpeg">
<h3>Zeno Geradts</h3>
<div>Professor</div>
<div>
<a href="https://scholar.google.com/citations?user=fX4Uvc0AAAAJ&hl=en">Scholar</a>
|
<a href="https://www.linkedin.com/in/forensic/?originalSubdomain=be">LinkedIn</a>
</div>
<div>also @ Netherlands Forensic Institute</div>
</div>
<!-------------------------------------------------------------------------------------------->
<div class="flex-column">
<img src="img/people/evert.jpeg">
<h3>Evert Haasdijk</h3>
<div>Professor</div>
<div>
<a href="https://scholar.google.com/citations?user=qGWvb-EAAAAJ">Scholar</a>
|
<a href="https://nl.linkedin.com/in/everthaasdijk">LinkedIn</a>
</div>
<div>also @ Deloitte Forensic</div>
</div>
<!-------------------------------------------------------------------------------------------->
<div class="flex-column">
<img src="img/people/stevan.jpg">
<h3>Stevan Rudinac</h3>
<div>Associate Professor</div>
<div>
<a href="https://stevanrudinac.com/">Website</a>
</div>
<div>also @ Amsterdam Business School</div>
</div>
<!-------------------------------------------------------------------------------------------->
<div class="flex-column">
<img src="img/people/nanne.jpg">
<h3>Nanne van Noord</h3>
<div>Assistant Professor</div>
<div>
<a href="https://nanne.github.io/">Website</a>
|
<a href="https://scholar.google.com/citations?user=wFDJzDkAAAAJ">Scholar</a>
</div>
<div> </div>
</div>
<!-------------------------------------------------------------------------------------------->
<div class="flex-column">
<img src="img/people/yenchia.jpeg">
<h3>Yen-Chia Hsu</h3>
<div>Assistant Professor</div>
<div>
<a href="http://yenchiah.me/">Website</a>
</div>
<div> </div>
</div>
<!-------------------------------------------------------------------------------------------->
<div class="flex-column">
<img src="img/people/ivona.jpeg">
<h3>Ivona Najdenkoska</h3>
<div>Postdoc</div>
<div>
<a href="https://scholar.google.com/citations?user=2rFidrcAAAAJ&hl">Scholar</a>
|
<a href="https://ivonajdenkoska.github.io">Website</a>
</div>
<div> </div>
</div>
<!-------------------------------------------------------------------------------------------->
<div class="flex-column">
<img src="img/people/mina.jpg">
<h3>Mina Ghadimi Atigh</h3>
<div>Postdoc</div>
<div>
<a href="https://scholar.google.com/citations?user=pEQ6z9sAAAAJ">Scholar</a>
|
<a href="https://minaghadimi.github.io/">Website</a>
</div>
<div> </div>
</div>
<!-------------------------------------------------------------------------------------------->
<div class="flex-column">
<img src="img/people/piera.jpg">
<h3>Piera Riccio</h3>
<div>Postdoc</div>
<div>
<a href="https://scholar.google.com/citations?user=ejhiyEIAAAAJ">Scholar</a>
</div>
<div> </div>
</div>
<!-------------------------------------------------------------------------------------------->
<div class="flex-column">
<img src="img/people/floris.jpeg">
<h3>Floris Gisolf</h3>
<div>PhD Student</div>
<div>
<a href="https://scholar.google.com/citations?hl=en&user=lBOLqloAAAAJ">Scholar</a>
|
<a href="https://www.linkedin.com/in/floris-gisolf/">LinkedIn</a>
</div>
<div>also @ Dutch Safety Board</div>
</div>
<!-------------------------------------------------------------------------------------------->
<div class="flex-column">
<img src="img/people/goncalo.jpg">
<h3>Goncalo Marcelino</h3>
<div>PhD Student</div>
<div>
<a href="https://www.linkedin.com/in/goncalobfm">LinkedIn</a>
</div>
<div> </div>
</div>
<!-------------------------------------------------------------------------------------------->
<div class="flex-column">
<img src="img/people/selina.jpeg">
<h3>Selina Khan</h3>
<div>PhD Student</div>
<div>
<a href="https://scholar.google.com/citations?user=MAoZ-5QAAAAJ&hl=en">Scholar</a>
</div>
<div> </div>
</div>
<!-------------------------------------------------------------------------------------------->
<div class="flex-column">
<img src="img/people/ying.jpeg">
<h3>Ying Dehing</h3>
<div>PhD Student</div>
<div>
<a href="https://www.linkedin.com/in/ying-dehing-43230026b/">LinkedIn</a>
</div>
<div> </div>
</div>
<!-------------------------------------------------------------------------------------------->
<div class="flex-column">
<img src="img/people/yahia.jpg">
<h3>Yahia Dalbah</h3>
<div>PhD Student</div>
<div>
<a href="https://scholar.google.com/citations?user=58vfzfUAAAAJ">Scholar</a>
|
<a href="https://www.linkedin.com/in/yahia-dalbah-6b766016a/">LinkedIn</a>
</div>
<div> </div>
</div>
<!-------------------------------------------------------------------------------------------->
<div class="flex-column">
<img src="img/people/yijia.jpeg">
<h3>Yijia Zheng</h3>
<div>PhD Student</div>
<div>
<a href="https://zhengyijia.github.io/">Website</a>
|
<a href="https://www.linkedin.com/in/yijia-zheng-9ba3a0193/">LinkedIn</a>
</div>
<div> </div>
</div>
<!-------------------------------------------------------------------------------------------->
<div class="flex-column">
<img src="img/people/fatemeh.jpg">
<h3>Fatemeh Gholamzadeh</h3>
<div>PhD Student</div>
<div>
<a href="https://www.linkedin.com/in/fatemeh-gholamzadeh-97727a201/">LinkedIn</a>
</div>
<div> </div>
</div>
<!-------------------------------------------------------------------------------------------->
<div class="flex-column">
<img src="img/people/eleni.jpg">
<h3>Eleni Sergidou</h3>
<div>PhD Student</div>
<div>
<a href="https://www.linkedin.com/in/eksergidou/">LinkedIn</a>
</div>
<div>also @ Netherlands Forensic Institute</div>
</div>
<!-------------------------------------------------------------------------------------------->
<div class="flex-column">
<img src="img/people/meike.jpg">
<h3>Meike Kombrink</h3>
<div>PhD Student</div>
<div>
<a href="https://www.linkedin.com/in/meike-kombrink/">LinkedIn</a>
</div>
<div>also @ Netherlands Forensic Institute</div>
</div>
<!-------------------------------------------------------------------------------------------->
<div class="flex-column">
<img src="img/people/ujjwal.jpg">
<h3>Ujjwal Sharma</h3>
<div>Postdoc</div>
<div>
<a href="https://www.ujjwal.sh">Website</a>
|
<a href="https://www.linkedin.com/in/ujjwal-sharma-a36133ba/">LinkedIn</a>
</div>
<div>also @ Amsterdam Business School</div>
</div>
<!-------------------------------------------------------------------------------------------->
<div class="flex-column">
<img src="img/people/stijn.jpeg">
<h3>Stijn van Lierop</h3>
<div>PhD Student</div>
<div>
<a href="https://www.linkedin.com/in/stijn-van-lierop-179189126/">LinkedIn</a>
</div>
<div>also @ Netherlands Forensic Institute</div>
</div>
<!-------------------------------------------------------------------------------------------->
<div class="flex-column">
<img src="img/people/thanos.jpeg">
<h3>Thanos Efthymiou</h3>
<div>PhD Student</div>
<div>
<a href="https://www.uva.nl/en/profile/e/f/a.efthymiou/a.efthymiou.html">Website</a>
</div>
<div>also @ Amsterdam Business School</div>
</div>
<!-------------------------------------------------------------------------------------------->
<div class="flex-column">
<img src="img/people/wangyuan.jpeg">
<h3>Wangyuan Ding</h3>
<div>PhD Student</div>
<div>
<a href="https://www.linkedin.com/in/wangyuan-ding-b940b518b/">LinkedIn</a>
</div>
<div> </div>
</div>
<!-------------------------------------------------------------------------------------------->
<div class="flex-column">
<img src="img/people/tim.jpeg">
<h3>Tim Alpherts</h3>
<div>PhD Student</div>
<div>
<a href="https://www.linkedin.com/in/tim-alpherts/">LinkedIn</a>
</div>
<div>also @ Civic AI Lab</div>
</div>
<!-------------------------------------------------------------------------------------------->
<div class="flex-column">
<img src="img/people/shuai.jpg">
<h3>Shuai Wang</h3>
<div>PhD Student</div>
<div>
<a href="https://shuaiwang97.github.io/">Website</a>
|
<a href="https://www.linkedin.com/in/shuai-wang-254bb6180/">LinkedIn</a>
</div>
<div>also @ Amsterdam Business School</div>
</div>
<!-------------------------------------------------------------------------------------------->
<div class="flex-column">
<img src="img/people/yassin.jpg">
<h3>Yassin Mohamadi</h3>
<div>PhD Student</div>
<div>
<a href="https://www.linkedin.com/in/yassin-mohamadi-936434170">LinkedIn</a>
</div>
<div> </div>
</div>
<!-------------------------------------------------------------------------------------------->
<div class="flex-column">
<img src="img/people/carlo.jpeg">
<h3>Carlo Bretti</h3>
<div>PhD Student</div>
<div>
<a href="https://carlobretti.github.io">Website</a>
|
<a href="https://www.linkedin.com/in/carlobretti/">LinkedIn</a>
</div>
<div> </div>
</div>
<!-------------------------------------------------------------------------------------------->
<div class="flex-column">
<img src="img/people/conor.jpg">
<h3>Conor McCarthy</h3>
<div>PhD Student</div>
<div>
<a href="https://con-or-mccarthy.github.io">Website</a>
</div>
<div> </div>
</div>
<!-------------------------------------------------------------------------------------------->
<div class="flex-column">
<img src="img/people/dennis.jpg">
<h3>Dennis Koelma</h3>
<div>System Support</div>
<div>
<a href="https://www.uva.nl/en/profile/k/o/d.c.koelma/d.c.koelma.html">Website</a>
</div>
<div> </div>
</div>
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<img src="img/people/person.png">
<h3>Petra Venema</h3>
<div>Administrative Support</div>
<div>
<a href="https://www.uva.nl/en/profile/v/e/p.venema/p.venema.html">Website</a>
</div>
<div> </div>
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<a href="">Website</a>
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<h2>Alumni</h2>
<hr>
</div>
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<img src="img/people/tom.jpeg">
<h3>Tom van Sonsbeek</h3>
<div>Previous PhD Student</div>
<div>
<a href="https://www.linkedin.com/in/tom-van-sonsbeek/">LinkedIn</a>
</div>
<div> </div>
</div>
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<img src="img/people/sarah.jpg">
<h3>Sarah Ibrahimi</h3>
<div>Previous PhD Student</div>
<div>
<a href="https://scholar.google.com/citations?user=SKSOF8kAAAAJ&hl=nl">Scholar</a>
|
<a href="https://www.linkedin.com/in/sarah-ibrahimi-45390552/">LinkedIn</a>
</div>
<div> </div>
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<img src="img/people/jiahong.jpg">
<h3>Jia-Hong Huang</h3>
<div>Previous PhD Student</div>
<div>
<a href="https://scholar.google.com/citations?user=SrUWuYkAAAAJ&hl=en">Website</a>
|
<a href="https://www.linkedin.com/in/jia-hong-huang-7139a9b4/">LinkedIn</a>
</div>
<div> </div>
</div>
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<img src="img/people/jiayi.jpg">
<h3>Jiayi Shen</h3>
<div>Previous PhD Student</div>
<div>
<a href="https://autumn9999.github.io">Website</a>
|
<a href="https://scholar.google.com/citations?user=RMOeDywAAAAJ&hl=en">Scholar</a>
</div>
<div> </div>
</div>
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<img src="img/people/andrea.jpeg">
<h3>Andrea Macarulla</h3>
<div>Previous PhD Student</div>
<div>
<a href="https://www.linkedin.com/in/andrea-macarulla-rodriguez/">LinkedIn</a>
</div>
<div>also @ Netherlands Forensic Institute</div>
</div>
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<img src="img/people/teng.png">
<h3>Teng Long</h3>
<div>Previous Postdoctoral Researcher</div>
<div>
<a href="https://tenglon.github.io">Website</a>
|
<a href="https://www.linkedin.com/in/tenglong-926500116/">LinkedIn</a>
</div>
<div> </div>
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<img src="img/people/merel.jpeg">
<h3>Merel de Leeuw den Bouter</h3>
<div>Previous Postdoctoral Researcher</div>
<div><a href="https://www.linkedin.com/in/merel-de-leeuw-den-bouter-599358212/">LinkedIn</a></div>
<div> </div>
</div>
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<img src="img/people/sadaf.png">
<h3>Sadaf Gulshad</h3>
<div>Previous Postdoctoral Researcher</div>
<div>
<a href="https://sites.google.com/view/sadafgulshad/">Website</a>
|
<a href="https://www.linkedin.com/in/sadaf-gulshad-6825b636/">LinkedIn</a>
</div>
<div> </div>
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<h3>Inske Groenen</h3>
<div>Previous PhD Student</div>
<div>
<a href="https://scholar.google.com/citations?user=EPquzqwAAAAJ&hl=nl&oi=ao">Scholar</a>
|
<a href="https://www.linkedin.com/in/inske-groenen/">LinkedIn</a>
</div>
<div> </div>
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<h3>Gjorgji Strezoski</h3>
<div>Previous PhD Student</div>
<div>
<a href="https://scholar.google.nl/citations?user=rRqGXOoAAAAJ&hl=en">Scholar</a>
</div>
<div> </div>
</div>
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<img src="img/people/devanshu.jpg">
<h3>Devanshu Arya</h3>
<div>Previous PhD Student</div>
<div>
<a href="https://devanshuarya.github.io/">Website</a>
</div>
<div> </div>
</div>
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<img src="img/people/javier.jpeg">
<h3>Javier Lloret Pardo</h3>
<div>Previous PhD Student</div>
<div>
<a href="https://javierlloret.com/">Website</a>
</div>
<div> </div>
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<h2>Paticipation in ICAI Labs</h2>
<hr>
<p class="text no-bottom-margin">
MultiX participates in the following labs of the Innovation Center for Artificial Intelligence:
</p>
<ul>
<li>
<p class="text-small-margin">
The <a href="https://ivi.fnwi.uva.nl/aimlab/">AIM Lab (AI for Medical Imaging)</a> is a collaborative initiative of the Inception Institute of Artificial Intelligence from the United Arab Emirates and the University of Amsterdam.
It focuses on using artificial intelligence for medical image recognition.
</p>
</li>
<li>
<p class="text-small-margin">
The <a href="https://icai.ai/police-lab-ai/">National Police Lab AI</a> is a collaborative initiative of the Dutch Police, Utrecht University, University of Amsterdam, and TU Delft.
They aim to develop state-of-the-art AI techniques to improve safety in the Netherlands in a socially, legally, and ethically responsible way.
</p>
</li>
<li>
<p class="text-small-margin">
The <a href="https://ai4forensics.github.io/">AI4Forensics Lab</a> is a collaborative initiative of the Netherlands Forensic Institute and the University of Amsterdam.
Our focus is on the study and development of artificial intelligence for forensic purposes.
</p>
</li>
</ul>
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<div class="flex-item flex-column full-width grants">
<h2>List of Funded Grants</h2>
<hr>
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<div>
<h3>AI4Intelligence: from Multimodal Data to Trustworthy Evidence in Court</h3>
<ul>
<li>Primarily funded by NWO and co-funded by others (€1.5M), 09/2022 - 09/2028</li>
<li>
Law enforcement has to process huge amounts of data derived from online platforms, digital marketplaces, or communication services, where AI can serve as a solution.
In AI4Intelligence we allow AI tool development, the use of these tools by investigators, and legal regulations to go hand in hand so that investigations can lead to trustworthy evidence that is admissible in court.
</li>
<li>Partners: Nationale Politie, NFI, Sustainable Rescue Foundation, TNO, Microsoft, SynerScope BV, CFLW Cyber Strategies, DuckDuck0Goose, ZiuZ Forensics BV, BG.legal, The Hague Court of Appeal, Innovation Team Testlab OM</li>
<li><a href="https://ivi.uva.nl/content/news/2022/05/ai4intelligence-project-granted.html?origin=AbIBW%2F3BT%2FqqidVpq41UEg">Link to the News</a></li>
</ul>
</div>
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<div>
<h3>AI4FILM</h3>
<ul>
<li>Funded by ClickNL (€387K), 09/2022 - 09/2026</li>
<li>
With this project, we aim to develop novel AI techniques that are tailored to film by learning from analysis, production practice, and theory.
</li>
<li>Partners: <a href="https://www.kasparai.com/">Kaspar</a></li>
</ul>
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<div>
<h3>VisXP: Interactive Visual Exploration of Media Archives</h3>
<ul>
<li>Funded by ClickNL (€391K), 02/2021 - 12/2023</li>
<li>
This project aims to make AI technology widely applicable within media archives based on interactive learning interfaces that enable users to explore the data visually.
This requires research into combining the different types of data sources within archives, both for analysis and for displaying and visualizing with an interface.
</li>
<li>Partners: <a href="https://www.beeldengeluid.nl/">The Netherlands Institute for Sound & Vision</a>, <a href="https://www.rtl.nl/">RTL Nederland</a></li>
<li><a href="https://www.clicknl.nl/en/case/pps-projects-visxp/">Project Link</a></li>
</ul>
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<h2>List of Demos</h2>
<hr>
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<img class="image max-width-1000" src="img/demo/panorams.png">
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<p class="text">
<span class="highlight-text">PanorAMS: Automatic Annotation for Detecting Objects in Urban Context</span><br>
The PanorAMS framework involves a method to automatically generate bounding box annotations in geo-referenced panoramic images based on geospatial context information.
We acquire large-scale (albeit noisy) annotations from open data sources.
(<a href="https://panorams.inskegroenen.nl/">website link</a>, <a href="https://arxiv.org/abs/2208.14295">paper link</a>)
</p>
</div>
</div>
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<img class="image max-width-1000" src="img/demo/tindart.jpg">
</div>
<div class="flex-item flex-item-stretch-6 flex-column">
<p class="text">
<span class="highlight-text">TindART: A Personal Visual Arts Recommender</span><br>
TindART is a web-based visual artwork reccomendation system.
The system has visual analytics controls that allow users to gain a deeper understanding of their art taste and refine their personal recommendation.
(<a href="https://tindart.net/">website link</a>, <a href="https://dl.acm.org/doi/10.1145/3394171.3414445">paper link</a>)
</p>
</div>
</div>
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<img class="image max-width-1000" src="img/demo/omniart.jpg">
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<p class="text">
<span class="highlight-text">OmniArt: A Large-scale Artistic Benchmark</span><br>
OmniArt is a large scale artistic benchmark dataset aggregated from multiple collections around the world.
It is designed for easy data handling and fast integration with popular deep learning frameworks.
(<a href="https://vistory-omniart.com/">website link</a>, <a href="https://dl.acm.org/doi/10.1145/3273022">paper link</a>)
</p>
</div>
</div>
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<img class="image max-width-1000" src="img/demo/gcnillustrator.jpeg">
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<div class="flex-item flex-item-stretch-6 flex-column">
<p class="text">
<span class="highlight-text">GCNIllustrator: Illustrating the Effect of Hyperparameters on Graph Convolutional Networks</span><br>
GCNIllustrator is a visual analytics tool for illustrating the effect of hyperparameters on graph convolutional networks (GCNs).
It addresses one of the most tedious steps in training GCNs: the choice of hyperparameters and their influence on performance.
(<a href="https://dl.acm.org/doi/abs/10.1145/3474085.3478566">video demo and paper link</a>)
</p>
</div>
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<div class="flex-item flex-item-stretch-6 flex-column">
<p class="text">
<span class="highlight-text">TindART: A Personal Visual Arts Recommender</span><br>
TindART is a web-based visual artwork reccomendation system.
The system has visual analytics controls that allow users to gain a deeper understanding of their art taste and refine their personal recommendation.
(<a href="">website link</a>, <a href="">paper link</a>)
</p>
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<h2>List of Open Source Courses</h2>
<hr>
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<p class="text">
<span class="highlight-text">Data Science (Third Year of the UvA Bachelor Informatiekunde Program)</span><br>
This course teaches data science pipelines with three modules in processing structured data, text, and images.
Course materials involve Jupyter Notebooks for hands-on experiences and lectures that explain theories behind the implementations.
(<a href="https://multix.io/data-science-book-uva/">website link</a>)
</p>
</div>
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<h2>Contact Us</h2>
<p class="text no-bottom-margin">
If you have any questions regarding our group and research feel free to contact us via the details provided below.
</p>
<p class="text no-bottom-margin">
Informatics Institute, University of Amsterdam, Science Park 900, 1098 XH Amsterdam, The Netherlands.
</p>
<p class="text no-bottom-margin">
Phone: +31-(0)20-525-7521
</p>
<p class="text add-bottom-margin-large">
Email: m.worring@uva.nl
</p>
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