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index.html
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<!DOCTYPE HTML>
<html>
<head>
<title>Dounia Hammou Personal Webpage</title>
<meta charset="utf-8" />
<meta name="viewport" content="width=device-width, initial-scale=1, user-scalable=no" />
<link rel="stylesheet" href="assets/css/main.css" />
<link rel="icon" type="image/png" href="images/logo.png">
</head>
<body class="is-preload">
<!-- Header -->
<header id="header">
<div class="inner">
<a href="#" class="image avatar"><img src="images/avatar.jpg" alt="" /></a>
<h1><strong>Dounia Hammou</strong>,<br> a second-year PhD student in the<br>
<a href="https://www.cl.cam.ac.uk/research/rainbow/" target="_blank"><strong>Graphics and Interaction (Rainbow)</strong></a> <br>
Group at the University of Cambridge <br>
under the supervision of <a href="https://www.cl.cam.ac.uk/~rkm38/index.html" target="_blank"><strong>Rafał Mantiuk</strong></a>.</h1>
</div>
</header>
<!-- Main -->
<div id="main">
<!-- One -->
<section id="one">
<header class="major">
<h2>About Me</h2>
</header>
<p>I am Dounia Hammou, a second-year PhD student in the Graphics and Interaction (Rainbow) group at the University of
Cambridge under the supervision of Dr Rafał Mantiuk. My research is primarily centered on human vision and perception
and its application to video quality assessment metrics and visual difference predictors.
</p>
<p> My research revolves around applying both human vision and machine learning to develop video quality assessment
algorithms that account for the display and viewing conditions of observers, with the aim of optimizing video delivery
of both SDR and HDR content for all users in any viewing environment.
</p>
<p>Prior to my PhD, I studied at the National Institute of Telecommunication and ICT, where I received my engineering
degree in Telecommunications and Digital Technologies. During my undergraduate studies, I worked under the supervision
of Dr Sid Ahmed Fezza and Dr Hamidouche Wassim on image quality assessment algorithms.
</p>
<ul class="actions">
<li><a href="pdf/Hammou_Dounia_CV.pdf" target="_blank" class="button">View CV</a></li>
</ul>
</section>
<!-- Two -->
<section id="two">
<header class="major">
<h2>Publications</h2>
</header>
<div class="row">
<article class="col-12 work-item">
<a href="images/papers/hdr-vdc.JPG" class="image left thumb"><img src="images/papers/hdr-vdc.JPG" alt="" class="image_source"/></a>
<h3>The effect of viewing distance and display peak luminance - HDR AV1 video streaming quality dataset</h3>
<h2><strong>Dounia Hammou</strong>, Lukáš Krasula, Christos G. Bampis, Zhi Li, Rafał K. Mantiuk</h2>
<h2>QoMEX 2024 [conference]</h2>
<h2>
<a href="pdf/Qomex2024_HDR_VDC.pdf" target="_blank">pdf</a> /
<a href="https://www.cl.cam.ac.uk/research/rainbow/projects/hdr-vdc/" target="_blank">project webpage</a> /
<a href="https://doi.org/10.17863/CAM.107964" target="_blank">dataset repository</a> /
<a href="https://github.com/gfxdisp/HDR-VDC" target="_blank">github repository</a>
</h2>
<br>
<p>In this work, we collected a new video quality dataset, HDR-VDC, which captures the quality degradation of HDR
content due to AV1 coding artifacts and the resolution reduction. The quality drop was measured at two viewing
distances, corresponding to 60 and 120 pixels per visual degree, and two display peak luminance levels, 100
and 800 nits. Our results indicate that the effect of both viewing distance and display brightness is significant,
and it reduces the visibility of coding and upsampling artifacts on darker displays or those seen from a further
distance.
</p>
</article>
<article class="col-12 work-item">
<a href="images/papers/vd_rescaling_fcts.png" class="image left thumb"><img src="images/papers/vd_rescaling_fcts.png" alt="" class="image_source"/></a>
<h3>Image quality assessment across viewing distances: A comparison study of CSF-based and rescaling-based metrics</h3>
<h2><strong>Dounia Hammou</strong>, Lukáš Krasula, Christos G. Bampis, Zhi Li, Rafał K. Mantiuk</h2>
<h2>HVEI (EI) 2024 [conference]</h2>
<h2>
<a href="pdf/HVEI2024___Image_quality_assessment_across_viewing_distances__A_comparison_study_of_CSF_based_and_rescaling_based_metrics.pdf" target="_blank">pdf</a>
</h2>
<br>
<p>Assessing the quality of images often requires accounting for the viewing conditions. Metrics that account for
these conditions typically rely on contrast sensitivity functions (CSFs). However, it is also possible to
rescale the input images to account for the change in the viewing distance. In a recent study comparing these
two types of metrics, we did not observe any statistical difference between the metrics. Hence, in this paper,
we use Fourier analysis to study the similarities and differences between the mechanisms of CSF-based and
rescaling-based metrics.
</p>
</article>
<article class="col-12 work-item">
<a href="images/papers/patches_m_poly42_logMSE.png" class="image left thumb"><img src="images/papers/patches_m_poly42_logMSE.png" alt="" class="image_source"/></a>
<h3>Color calibration methods for OLED displays</h3>
<h2>Maliha Ashraf, Alejandro Sztrajman, <strong>Dounia Hammou</strong>, Rafał K. Mantiuk</h2>
<h2>COLOR (EI) 2024 [conference]</h2>
<h2>
<a href="pdf/HVEI2024_OLED_calibration_final.pdf" target="_blank">pdf</a>
</h2>
<br>
<p>Accurate color reproduction on a display requires an inverse display model, mapping colorimetric values (e.g. CIE XYZ)
into RGB values driving the display. To create such a model, we collected a large dataset of display color measurements
for a high refresh-rate 4-primary OLED display. We tested the performances of different regression methods: polynomial
regression, look-up tables, multi-layer perceptrons, and others. We found that the performances of several variations
of 4th-degree polynomial models were comparable to the look-up table and machine-learning-based models while being less
resource-intensive.
</p>
</article>
<article class="col-12 work-item">
<a href="images/papers/oled_calibration_thumbnail.png" class="image left thumb"><img src="images/papers/oled_calibration_thumbnail.png" alt="" class="image_source"/></a>
<h3>Forward and inverse colour calibration models for OLED displays</h3>
<h2>Maliha Ashraf, <strong>Dounia Hammou</strong>, Rafał K. Mantiuk</h2>
<h2>CIC 2023 [poster]</h2>
<h2>
<a href="pdf/CIC2023_OLED_calibration_extended_abstract_fontembedded.pdf" target="_blank">pdf</a> /
<a href="poster/cic_poster.pdf" target="_blank">poster</a>
</h2>
<br>
<p>In this study, we compare different methods of color calibrating OLED 4-primary displays: three sub-gamut, PLCC-based compensation,
color mixing, polynomial regression, and RGBW gamut. We found that the performance of the models depended on the display
characteristics, and the models that performed better in terms of forward model error were not necessarily better for inverse model
performance.
</p>
</article>
<article class="col-12 work-item">
<a href="images/papers/mmsp_thumbnail.png" class="image left thumb"><img src="images/papers/mmsp_thumbnail.png" alt=""class="image_source" /></a>
<h3>Comparison of metrics for predicting image and video quality at varying viewing distances</h3>
<h2><strong>Dounia Hammou</strong>, Lukáš Krasula, Christos G. Bampis, Zhi Li, Rafał K. Mantiuk</h2>
<h2>MMSP 2023 [conference]</h2>
<h2>
<a href="https://doi.org/10.1109/MMSP59012.2023.10337748" target="_blank">doi</a> /
<a href="pdf/MMSP_2023___Comparison_of_the_metrics_for_predicting_image_and_video_quality_at_varying_viewing_distances.pdf" target="_blank">pdf</a>
</h2>
<br>
<p>Viewing distance has arguably a significant impact on perceived image quality; however, only a few image and video quality metrics
account for the effect of viewing distance. Those that do typically rely on contrast sensitivity functions (CSFs).
Other metrics can be potentially adapted to different viewing distances by rescaling input images. In this
paper, we investigate the performance of such adapted metrics together with those that natively account for viewing distance. The
results for three testing datasets indicate that there is no evidence that the metrics based on the CSF outperform those that rely
on rescaled images.
</p>
</article>
<article class="col-12 work-item">
<a href="images/papers/visual_model_hdrvdp3.png" class="image left thumb"><img src="images/papers/visual_model_hdrvdp3.png" alt="" class="image_source"/></a>
<h3>HDR-VDP-3: A multi-metric for predicting image differences, quality and contrast distortions in high dynamic range and standard content</h3>
<h2>Rafał K. Mantiuk, <strong>Dounia Hammou</strong>, Param Hanji</h2>
<h2>
<a href="https://doi.org/10.48550/arXiv.2304.13625" target="_blank">doi</a> /
<a href="pdf/HDR_VDP_3__WACV_Challenge____Arxiv.pdf" target="_blank">pdf</a>
</h2>
<br>
<p>High-Dynamic-Range Visual-Difference-Predictor version 3, or HDR-VDP-3, is a visual metric that can fulfill several tasks, such
as full-reference image/video quality assessment, prediction of visual differences between a pair of images, or prediction of
contrast distortions. In this paper, we present a high-level overview of the metric, and describe how the metric was adapted for
the HDR Video Quality Measurement Grand Challenge 2023.
</p>
</article>
<article class="col-12 work-item">
<a href="images/papers/egb_thumbnail.png" class="image left thumb"><img src="images/papers/egb_thumbnail.png" alt="" class="image_source"/></a>
<h3>EGB: Image Quality Assessment based on Ensemble of Gradient Boosting</h3>
<h2><strong>Dounia Hammou</strong>, Sid Ahmed Fezza, Wassim Hamidouche</h2>
<h2>CVPR 2021 [workshop]</h2>
<h2>
<a href="https://doi.org/10.1109/CVPRW53098.2021.00066" target="_blank">doi</a> /
<a href="pdf/Hammou_EGB_Image_Quality_Assessment_Based_on_Ensemble_of_Gradient_Boosting_CVPRW_2021_paper.pdf" target="_blank">pdf</a> / <a href="https://github.com/Dounia18/EGB.git" target="_blank">code</a>
</h2>
<br>
<p>In this paper, we propose an ensemble of gradient boosting (EGB) metric based on selected features similarity and ensemble learning.
The regression network consists of three gradient-boosting regression models that are combined to derive the final quality score.
Experiments were performed on the perceptual image processing algorithms (PIPAL) dataset, which has been used in the NTIRE 2021
perceptual image quality assessment challenge.
</p>
</article>
</div>
</section>
<!-- Four -->
<!--
<section id="four">
<h2>Elements</h2>
<section>
<h4>Text</h4>
<p>This is <b>bold</b> and this is <strong>strong</strong>. This is <i>italic</i> and this is <em>emphasized</em>.
This is <sup>superscript</sup> text and this is <sub>subscript</sub> text.
This is <u>underlined</u> and this is code: <code>for (;;) { ... }</code>. Finally, <a href="#">this is a link</a>.</p>
<hr />
<header>
<h4>Heading with a Subtitle</h4>
<p>Lorem ipsum dolor sit amet nullam id egestas urna aliquam</p>
</header>
<p>Nunc lacinia ante nunc ac lobortis. Interdum adipiscing gravida odio porttitor sem non mi integer non faucibus ornare mi ut ante amet placerat aliquet. Volutpat eu sed ante lacinia sapien lorem accumsan varius montes viverra nibh in adipiscing blandit tempus accumsan.</p>
<header>
<h5>Heading with a Subtitle</h5>
<p>Lorem ipsum dolor sit amet nullam id egestas urna aliquam</p>
</header>
<p>Nunc lacinia ante nunc ac lobortis. Interdum adipiscing gravida odio porttitor sem non mi integer non faucibus ornare mi ut ante amet placerat aliquet. Volutpat eu sed ante lacinia sapien lorem accumsan varius montes viverra nibh in adipiscing blandit tempus accumsan.</p>
<hr />
<h2>Heading Level 2</h2>
<h3>Heading Level 3</h3>
<h4>Heading Level 4</h4>
<h5>Heading Level 5</h5>
<h6>Heading Level 6</h6>
<hr />
<h5>Blockquote</h5>
<blockquote>Fringilla nisl. Donec accumsan interdum nisi, quis tincidunt felis sagittis eget tempus euismod. Vestibulum ante ipsum primis in faucibus vestibulum. Blandit adipiscing eu felis iaculis volutpat ac adipiscing accumsan faucibus. Vestibulum ante ipsum primis in faucibus lorem ipsum dolor sit amet nullam adipiscing eu felis.</blockquote>
<h5>Preformatted</h5>
<pre><code>i = 0;
while (!deck.isInOrder()) {
print 'Iteration ' + i;
deck.shuffle();
i++;
}
print 'It took ' + i + ' iterations to sort the deck.';</code></pre>
</section>
<section>
<h4>Lists</h4>
<div class="row">
<div class="col-6 col-12-xsmall">
<h5>Unordered</h5>
<ul>
<li>Dolor pulvinar etiam magna etiam.</li>
<li>Sagittis adipiscing lorem eleifend.</li>
<li>Felis enim feugiat dolore viverra.</li>
</ul>
<h5>Alternate</h5>
<ul class="alt">
<li>Dolor pulvinar etiam magna etiam.</li>
<li>Sagittis adipiscing lorem eleifend.</li>
<li>Felis enim feugiat dolore viverra.</li>
</ul>
</div>
<div class="col-6 col-12-xsmall">
<h5>Ordered</h5>
<ol>
<li>Dolor pulvinar etiam magna etiam.</li>
<li>Etiam vel felis at lorem sed viverra.</li>
<li>Felis enim feugiat dolore viverra.</li>
<li>Dolor pulvinar etiam magna etiam.</li>
<li>Etiam vel felis at lorem sed viverra.</li>
<li>Felis enim feugiat dolore viverra.</li>
</ol>
<h5>Icons</h5>
<ul class="icons">
<li><a href="#" class="icon brands fa-twitter"><span class="label">Twitter</span></a></li>
<li><a href="#" class="icon brands fa-facebook-f"><span class="label">Facebook</span></a></li>
<li><a href="#" class="icon brands fa-instagram"><span class="label">Instagram</span></a></li>
<li><a href="#" class="icon brands fa-github"><span class="label">Github</span></a></li>
<li><a href="#" class="icon brands fa-dribbble"><span class="label">Dribbble</span></a></li>
<li><a href="#" class="icon brands fa-tumblr"><span class="label">Tumblr</span></a></li>
</ul>
</div>
</div>
<h5>Actions</h5>
<ul class="actions">
<li><a href="#" class="button primary">Default</a></li>
<li><a href="#" class="button">Default</a></li>
</ul>
<ul class="actions small">
<li><a href="#" class="button primary small">Small</a></li>
<li><a href="#" class="button small">Small</a></li>
</ul>
<div class="row">
<div class="col-6 col-12-small">
<ul class="actions stacked">
<li><a href="#" class="button primary">Default</a></li>
<li><a href="#" class="button">Default</a></li>
</ul>
</div>
<div class="col-6 col-12-small">
<ul class="actions stacked">
<li><a href="#" class="button primary small">Small</a></li>
<li><a href="#" class="button small">Small</a></li>
</ul>
</div>
<div class="col-6 col-12-small">
<ul class="actions stacked">
<li><a href="#" class="button primary fit">Default</a></li>
<li><a href="#" class="button fit">Default</a></li>
</ul>
</div>
<div class="col-6 col-12-small">
<ul class="actions stacked">
<li><a href="#" class="button primary small fit">Small</a></li>
<li><a href="#" class="button small fit">Small</a></li>
</ul>
</div>
</div>
</section>
<section>
<h4>Table</h4>
<h5>Default</h5>
<div class="table-wrapper">
<table>
<thead>
<tr>
<th>Name</th>
<th>Description</th>
<th>Price</th>
</tr>
</thead>
<tbody>
<tr>
<td>Item One</td>
<td>Ante turpis integer aliquet porttitor.</td>
<td>29.99</td>
</tr>
<tr>
<td>Item Two</td>
<td>Vis ac commodo adipiscing arcu aliquet.</td>
<td>19.99</td>
</tr>
<tr>
<td>Item Three</td>
<td> Morbi faucibus arcu accumsan lorem.</td>
<td>29.99</td>
</tr>
<tr>
<td>Item Four</td>
<td>Vitae integer tempus condimentum.</td>
<td>19.99</td>
</tr>
<tr>
<td>Item Five</td>
<td>Ante turpis integer aliquet porttitor.</td>
<td>29.99</td>
</tr>
</tbody>
<tfoot>
<tr>
<td colspan="2"></td>
<td>100.00</td>
</tr>
</tfoot>
</table>
</div>
<h5>Alternate</h5>
<div class="table-wrapper">
<table class="alt">
<thead>
<tr>
<th>Name</th>
<th>Description</th>
<th>Price</th>
</tr>
</thead>
<tbody>
<tr>
<td>Item One</td>
<td>Ante turpis integer aliquet porttitor.</td>
<td>29.99</td>
</tr>
<tr>
<td>Item Two</td>
<td>Vis ac commodo adipiscing arcu aliquet.</td>
<td>19.99</td>
</tr>
<tr>
<td>Item Three</td>
<td> Morbi faucibus arcu accumsan lorem.</td>
<td>29.99</td>
</tr>
<tr>
<td>Item Four</td>
<td>Vitae integer tempus condimentum.</td>
<td>19.99</td>
</tr>
<tr>
<td>Item Five</td>
<td>Ante turpis integer aliquet porttitor.</td>
<td>29.99</td>
</tr>
</tbody>
<tfoot>
<tr>
<td colspan="2"></td>
<td>100.00</td>
</tr>
</tfoot>
</table>
</div>
</section>
<section>
<h4>Buttons</h4>
<ul class="actions">
<li><a href="#" class="button primary">Primary</a></li>
<li><a href="#" class="button">Default</a></li>
</ul>
<ul class="actions">
<li><a href="#" class="button large">Large</a></li>
<li><a href="#" class="button">Default</a></li>
<li><a href="#" class="button small">Small</a></li>
</ul>
<ul class="actions fit">
<li><a href="#" class="button primary fit">Fit</a></li>
<li><a href="#" class="button fit">Fit</a></li>
</ul>
<ul class="actions fit small">
<li><a href="#" class="button primary fit small">Fit + Small</a></li>
<li><a href="#" class="button fit small">Fit + Small</a></li>
</ul>
<ul class="actions">
<li><a href="#" class="button primary icon solid fa-download">Icon</a></li>
<li><a href="#" class="button icon solid fa-download">Icon</a></li>
</ul>
<ul class="actions">
<li><span class="button primary disabled">Primary</span></li>
<li><span class="button disabled">Default</span></li>
</ul>
</section>
<section>
<h4>Form</h4>
<form method="post" action="#">
<div class="row gtr-uniform gtr-50">
<div class="col-6 col-12-xsmall">
<input type="text" name="demo-name" id="demo-name" value="" placeholder="Name" />
</div>
<div class="col-6 col-12-xsmall">
<input type="email" name="demo-email" id="demo-email" value="" placeholder="Email" />
</div>
<div class="col-12">
<select name="demo-category" id="demo-category">
<option value="">- Category -</option>
<option value="1">Manufacturing</option>
<option value="1">Shipping</option>
<option value="1">Administration</option>
<option value="1">Human Resources</option>
</select>
</div>
<div class="col-4 col-12-small">
<input type="radio" id="demo-priority-low" name="demo-priority" checked>
<label for="demo-priority-low">Low Priority</label>
</div>
<div class="col-4 col-12-small">
<input type="radio" id="demo-priority-normal" name="demo-priority">
<label for="demo-priority-normal">Normal Priority</label>
</div>
<div class="col-4 col-12-small">
<input type="radio" id="demo-priority-high" name="demo-priority">
<label for="demo-priority-high">High Priority</label>
</div>
<div class="col-6 col-12-small">
<input type="checkbox" id="demo-copy" name="demo-copy">
<label for="demo-copy">Email me a copy of this message</label>
</div>
<div class="col-6 col-12-small">
<input type="checkbox" id="demo-human" name="demo-human" checked>
<label for="demo-human">I am a human and not a robot</label>
</div>
<div class="col-12">
<textarea name="demo-message" id="demo-message" placeholder="Enter your message" rows="6"></textarea>
</div>
<div class="col-12">
<ul class="actions">
<li><input type="submit" value="Send Message" class="primary" /></li>
<li><input type="reset" value="Reset" /></li>
</ul>
</div>
</div>
</form>
</section>
<section>
<h4>Image</h4>
<h5>Fit</h5>
<div class="box alt">
<div class="row gtr-50 gtr-uniform">
<div class="col-12"><span class="image fit"><img src="images/fulls/05.jpg" alt="" /></span></div>
<div class="col-4"><span class="image fit"><img src="images/thumbs/01.jpg" alt="" /></span></div>
<div class="col-4"><span class="image fit"><img src="images/thumbs/02.jpg" alt="" /></span></div>
<div class="col-4"><span class="image fit"><img src="images/thumbs/03.jpg" alt="" /></span></div>
<div class="col-4"><span class="image fit"><img src="images/thumbs/04.jpg" alt="" /></span></div>
<div class="col-4"><span class="image fit"><img src="images/thumbs/05.jpg" alt="" /></span></div>
<div class="col-4"><span class="image fit"><img src="images/thumbs/06.jpg" alt="" /></span></div>
<div class="col-4"><span class="image fit"><img src="images/thumbs/03.jpg" alt="" /></span></div>
<div class="col-4"><span class="image fit"><img src="images/thumbs/02.jpg" alt="" /></span></div>
<div class="col-4"><span class="image fit"><img src="images/thumbs/01.jpg" alt="" /></span></div>
</div>
</div>
<h5>Left & Right</h5>
<p><span class="image left"><img src="images/avatar.jpg" alt="" /></span>Fringilla nisl. Donec accumsan interdum nisi, quis tincidunt felis sagittis eget. tempus euismod. Vestibulum ante ipsum primis in faucibus vestibulum. Blandit adipiscing eu felis iaculis volutpat ac adipiscing accumsan eu faucibus. Integer ac pellentesque praesent tincidunt felis sagittis eget. tempus euismod. Vestibulum ante ipsum primis in faucibus vestibulum. Blandit adipiscing eu felis iaculis volutpat ac adipiscing accumsan eu faucibus. Integer ac pellentesque praesent. Donec accumsan interdum nisi, quis tincidunt felis sagittis eget. tempus euismod. Vestibulum ante ipsum primis in faucibus vestibulum. Blandit adipiscing eu felis iaculis volutpat ac adipiscing accumsan eu faucibus. Integer ac pellentesque praesent tincidunt felis sagittis eget. tempus euismod. Vestibulum ante ipsum primis in faucibus vestibulum. Blandit adipiscing eu felis iaculis volutpat ac adipiscing accumsan eu faucibus. Integer ac pellentesque praesent.</p>
<p><span class="image right"><img src="images/avatar.jpg" alt="" /></span>Fringilla nisl. Donec accumsan interdum nisi, quis tincidunt felis sagittis eget. tempus euismod. Vestibulum ante ipsum primis in faucibus vestibulum. Blandit adipiscing eu felis iaculis volutpat ac adipiscing accumsan eu faucibus. Integer ac pellentesque praesent tincidunt felis sagittis eget. tempus euismod. Vestibulum ante ipsum primis in faucibus vestibulum. Blandit adipiscing eu felis iaculis volutpat ac adipiscing accumsan eu faucibus. Integer ac pellentesque praesent. Donec accumsan interdum nisi, quis tincidunt felis sagittis eget. tempus euismod. Vestibulum ante ipsum primis in faucibus vestibulum. Blandit adipiscing eu felis iaculis volutpat ac adipiscing accumsan eu faucibus. Integer ac pellentesque praesent tincidunt felis sagittis eget. tempus euismod. Vestibulum ante ipsum primis in faucibus vestibulum. Blandit adipiscing eu felis iaculis volutpat ac adipiscing accumsan eu faucibus. Integer ac pellentesque praesent.</p>
</section>
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