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<div class="elementToProof"><span style="letter-spacing: normal; font-family: Calibri, Helvetica, sans-serif; font-size: 12pt; color: black; font-weight: 400;">Dear Colleagues,</span></div>
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<span style="letter-spacing: normal; font-family: Calibri, Helvetica, sans-serif; font-size: 12pt; color: black; font-weight: 400;">We are inviting you to participate in the</span><span style="letter-spacing: normal; font-family: Calibri, Helvetica, sans-serif; font-size: 12pt; color: black; background-color: white;"><b> </b></span><span style="letter-spacing: normal; font-family: Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0); background-color: rgb(255, 255, 255);"><b><u><a href="https://ai-medical-image-analysis.github.io/4th" id="OWA9003f7eb-594e-0444-1f65-86862d9c3055" class="OWAAutoLink" title="https://ai-medical-image-analysis.github.io/4th" data-loopstyle="linkonly" style="margin: 0px;">Domain
adaptation, Explainability and Fairness in AI for Medical Image Analysis (DEF-AI-MIA) Workshop</a> and
<a href="https://mlearn.lincoln.ac.uk/ai-mia-cov19d-competition/" id="OWA131d58c2-ca5d-7788-f2b3-303053117586" class="OWAAutoLink" title="https://mlearn.lincoln.ac.uk/ai-mia-cov19d-competition/" data-loopstyle="linkonly" style="margin: 0px;">
4th COV19D Competition</a></u> </b></span><span style="letter-spacing: normal; font-family: Calibri, Helvetica, sans-serif; font-size: 12pt; color: black; background-color: white; font-weight: 400;">to be held in conjunction with the
</span><span style="letter-spacing: normal; font-family: Calibri, Helvetica, sans-serif; font-size: 16px; color: rgb(0, 0, 0); background-color: rgb(255, 255, 255); font-weight: 400;"><u>IEEE Computer Vision and Pattern Recognition Conference (CVPR), 2024</u></span><span style="letter-spacing: normal; font-family: Calibri, Helvetica, sans-serif; font-size: 12pt; color: black; background-color: white; font-weight: 400;"> in
Seattle, USA, 17 – 21 June, 2024. </span></div>
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<span style="letter-spacing: normal; font-family: Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0); background-color: white; font-weight: 400;"><u>A)</u> </span><span style="letter-spacing: normal; font-family: Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0); font-weight: 400;">In
the past few years, Deep Learning techniques have made rapid advances in many medical image analysis tasks. In pathology and radiology applications, they managed to increase the accuracy and precision of medical image assessment, which is often considered
subjective and not optimally reproducible. This is due to the fact that they can extract more clinically relevant information from medical images than what is possible in current routine clinical practice by human assessors. Nevertheless, considerable development
and validation work lies ahead before AI-based methods can be fully integrated ad used in routine clinical tasks.</span></p>
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<span style="letter-spacing: normal; font-family: Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0); font-weight: 400;">Of major importance is research on domain adaptation, fairness and explainability in AI-enabled medical image analysis.
This research constitutes the main target of the <u>DEF-AI-MIA Workshop</u>. The workshop aims to foster discussion and presentation of ideas to tackle these challenges in the field, as well as identify research opportunities in this context. More information
can be found</span><span style="letter-spacing: normal; font-family: Calibri, Helvetica, sans-serif; font-size: 16px; color: rgb(0, 0, 0); background-color: rgb(255, 255, 255); font-weight: 400;"> </span><span style="letter-spacing: normal; font-family: Calibri, Helvetica, sans-serif; font-size: 16px; color: rgb(0, 0, 0); font-weight: 400;"><a href="https://ai-medical-image-analysis.github.io/4th" id="OWA00934763-a5ee-9df9-eb32-5ef16977eb54" class="OWAAutoLink" title="https://ai-medical-image-analysis.github.io/4th" data-loopstyle="linkonly" style="margin: 0px;">here</a></span><span style="letter-spacing: normal; font-family: Calibri, Helvetica, sans-serif; font-size: 16px; color: rgb(0, 0, 0); background-color: rgb(255, 255, 255); font-weight: 400;">.</span></p>
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<span style="letter-spacing: normal; font-family: Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(32, 31, 30);"><b>Important Dates:</b></span><span style="letter-spacing: normal; font-family: monospace; font-size: 13.31px; color: rgb(32, 31, 30); font-weight: 400;"><br>
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<span style="letter-spacing: normal; font-family: Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(32, 31, 30); font-weight: 400;"><u>March 23, 2024</u>: Paper submission</span></div>
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<span style="letter-spacing: normal; font-family: Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(32, 31, 30); font-weight: 400;"><u>April 7, 2024</u>: Review decisions sent to authors; notifications of acceptance</span></div>
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<span style="letter-spacing: normal; font-family: Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(32, 31, 30); background-color: white; font-weight: 400;"><u>April 14, 2024</u>: Camera ready version</span></div>
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<span style="letter-spacing: normal; font-family: Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(32, 31, 30); font-weight: 400;">For any requests or enquiries, please contact: stefanos@cs.ntua.gr</span><span style="letter-spacing: normal; font-family: monospace; font-size: 13.31px; color: rgb(32, 31, 30); font-weight: 400;"><br>
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<span style="letter-spacing: normal; font-family: Calibri, Helvetica, sans-serif; font-size: 12pt; color: black;"><u>B) The 4th COV19D Competition</u> includes two Challenges: i)
</span><span style="letter-spacing: normal; font-family: Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0); font-weight: normal;">Covid-19</span><span style="letter-spacing: normal; font-family: Calibri, Helvetica, sans-serif; font-size: 12pt; color: black; font-weight: normal;"> Detection
Challenge and ii)</span><span style="letter-spacing: normal; font-family: Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0); font-weight: normal;"> Covid-19 Domain Adaptation Challenge. </span></h5>
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<span style="letter-spacing: normal; font-family: Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0); font-weight: 400;">The 1st Challenge refers to
</span><span style="letter-spacing: normal; font-family: Calibri, Helvetica, sans-serif; font-size: 12pt; color: black; font-weight: 400;">detection of COVID-19
</span><span style="letter-spacing: normal; font-family: Calibri, Helvetica, sans-serif; font-size: 16px; color: rgb(0, 0, 0); background-color: rgb(255, 255, 255); font-weight: 400;">in chest 3D CT scans</span><span style="letter-spacing: normal; font-family: Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0); font-weight: 400;"> obtained
from a single source, i.e., hospital. The 2nd Challenge refers t</span><span style="letter-spacing: normal; font-family: Calibri, Helvetica, sans-serif; font-size: 12pt; color: black; font-weight: 400;">o detection of COVID-19
</span><span style="letter-spacing: normal; font-family: Calibri, Helvetica, sans-serif; font-size: 16px; color: rgb(0, 0, 0); background-color: rgb(255, 255, 255); font-weight: 400;">in chest 3D CT scans</span><span style="letter-spacing: normal; font-family: Calibri, Helvetica, sans-serif; font-size: 12pt; color: black; font-weight: 400;"> obtained
from various sources, i.e., hospitals with different data distributions.</span></div>
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<span style="letter-spacing: normal; font-family: Calibri, Helvetica, sans-serif; font-size: 16px; color: rgb(0, 0, 0); background-color: rgb(255, 255, 255); font-weight: 400;">More information can be found
</span><span style="letter-spacing: normal; font-family: Calibri, Helvetica, sans-serif; font-size: 16px; color: black; font-weight: 400;"><a href="https://mlearn.lincoln.ac.uk/ai-mia-cov19d-competition/" id="OWA4914b10c-ccba-de5f-cfee-aa076b174b14" class="OWAAutoLink" title="https://mlearn.lincoln.ac.uk/ai-mia-cov19d-competition/" data-loopstyle="linkonly" style="margin: 0px;">here</a></span><span style="letter-spacing: normal; font-family: Calibri, Helvetica, sans-serif; font-size: 16px; color: rgb(0, 0, 0); background-color: rgb(255, 255, 255); font-weight: 400;">.</span></div>
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<span style="letter-spacing: normal; font-family: Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(32, 31, 30);"><b>Important Dates:</b></span><span style="letter-spacing: normal; font-family: monospace; font-size: 13.31px; color: rgb(32, 31, 30); font-weight: 400;"><br>
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<span style="letter-spacing: normal; font-family: Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(32, 31, 30); font-weight: 400;"><u>January 8, 2024</u>: Opening of the Competition</span></div>
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<span style="letter-spacing: normal; font-family: Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(32, 31, 30); font-weight: 400;"><u>March 16, 2024</u>: Submission of results </span></div>
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<span style="letter-spacing: normal; font-family: Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(32, 31, 30); font-weight: 400;"><u>March 19, 2024</u>: Winners announcement</span></div>
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<span style="letter-spacing: normal; font-family: Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(32, 31, 30); font-weight: 400;"><u>March 23, 2024</u>: Paper submission </span></div>
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<span style="letter-spacing: normal; font-family: Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(32, 31, 30); font-weight: 400;"><u>April 7, 2024</u>: Review decisions sent to authors; notifications of acceptance</span></div>
<div style="direction: ltr; text-align: left; margin: 0px;"><span style="letter-spacing: normal; font-family: Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(32, 31, 30); background-color: white; font-weight: 400;"><u>April 14, 2024</u>: Camera
ready version </span></div>
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<span style="letter-spacing: normal; font-family: Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(32, 31, 30); font-weight: 400;">For registration and further information, please contact d.kollias@qmul.ac.uk</span><span style="letter-spacing: normal; font-family: monospace; font-size: 13.31px; color: rgb(32, 31, 30); font-weight: 400;"><br>
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<span style="letter-spacing: normal; font-family: Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(32, 31, 30);"><b>General Chairs:</b></span></div>
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<div style="text-align: left; margin: 0px;"><span style="letter-spacing: normal; font-family: Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0); line-height: 1.71429; font-weight: 400;"><i>Stefanos Kollias</i> (National Technical University
of Athens) </span></div>
<div style="text-align: left; margin: 0px;"><span style="letter-spacing: normal; font-family: Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0); line-height: 1.71429; font-weight: 400;"><i>Dimitris N. Metaxas</i> (Rutgers University) </span></div>
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<div style="text-align: left; margin: 0px;"><span style="letter-spacing: normal; font-family: Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);"><b>Program Chairs:</b></span></div>
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<div style="text-align: left; margin: 0px;"><span style="letter-spacing: normal; font-family: Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0); line-height: 1.71429; font-weight: 400;"><i>Dimitrios Kollias</i> (Queen Mary University London)
</span></div>
<div style="text-align: left; margin: 0px;"><span style="letter-spacing: normal; font-family: Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0); line-height: 1.71429; font-weight: 400;"><i>Xujiong Ye</i> (University of Lincoln)
</span></div>
<div style="text-align: left; margin: 0px;"><span style="letter-spacing: normal; font-family: Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0); line-height: 1.71429; font-weight: 400;"><i>Francesco Rundo</i> (STMicroelectronics ADG—Central
R&D) </span></div>
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<span style="letter-spacing: normal; font-family: Calibri, Helvetica, sans-serif; font-size: 12pt; color: rgb(32, 31, 30); background-color: white; font-weight: 400;">All accepted papers will be pa</span><span style="letter-spacing: normal; font-family: Calibri, Helvetica, sans-serif; font-size: 12pt; color: black; background-color: white; font-weight: 400;">rt
of IEEE CVPR 2024 Conference Proceedings.</span></div>
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<span style="letter-spacing: normal; font-family: Calibri, Helvetica, sans-serif; color: rgb(34, 34, 34); background-color: white; line-height: 1.5; font-weight: 400;">Kind Regards,</span></div>
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<span style="letter-spacing: normal; font-family: Calibri, Helvetica, sans-serif; font-size: 12pt; color: black; line-height: 1.5; font-weight: 400;">on behalf of the organising committee,</span></div>
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<span style="letter-spacing: normal; font-family: Calibri, Helvetica, sans-serif; font-size: 12pt; color: black; background-color: white; line-height: 1.5; font-weight: 400;">Dimitrios Kollias</span></div>
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<span style="font-family: Calibri, Helvetica, sans-serif; font-size: 10pt;">========================================================================</span></p>
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<span style="font-family: Calibri, Helvetica, sans-serif; font-size: 10pt; color: rgb(0, 0, 0);">Dr Dimitrios Kollias, PhD, MIEEE, MBMVA, MAAAI, AMIARP, FHEA</span></p>
<p style="background-color: white; margin: 0px; font-family: Calibri, sans-serif; font-size: 11pt;">
<span style="font-family: Calibri, Helvetica, sans-serif; font-size: 10pt; color: rgb(0, 0, 0); background-color: white;">Lecturer (Assistant Professor) in Artificial Intelligence</span></p>
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<span style="font-family: Calibri, Helvetica, sans-serif; font-size: 10pt; color: rgb(0, 0, 0); background-color: white;">Member of Multimedia and Vision (MMV) research group </span></p>
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<span style="font-family: Calibri, Helvetica, sans-serif; font-size: 10pt; color: rgb(0, 0, 0); background-color: white;">Member of Queen Mary Computer Vision Group </span></p>
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<span style="font-family: Calibri, Helvetica, sans-serif; font-size: 10pt; color: rgb(0, 0, 0); background-color: white;">Member of Health Data in Practice (HDiP) Theme</span></p>
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<span style="font-family: Calibri, Helvetica, sans-serif; font-size: 10pt; color: rgb(0, 0, 0); background-color: white;">Associate Member of Centre for Advanced Robotics (ARQ) </span><span style="font-family: Calibri, Helvetica, sans-serif; font-size: 10pt; color: rgb(51, 51, 51); background-color: white;"><br>
</span><span style="font-family: Calibri, Helvetica, sans-serif; font-size: 10pt; color: rgb(0, 0, 0); background-color: white;">Academic Fellow of Digital Environment Research Institute (DERI) </span></p>
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<span style="font-family: Calibri, Helvetica, sans-serif; font-size: 10pt;">School of EECS</span></p>
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<span style="font-family: Calibri, Helvetica, sans-serif; font-size: 10pt; background-color: rgb(255, 255, 255);">Queen Mary University of London</span></p>
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