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<span style="margin:0px; font-size:12pt; background-color:rgb(255,255,255)"><span style="margin:0px">Dear Colleagues,</span></span>
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<div style="margin:0px"><span style="margin:0px">Please find below the invitation to contribute to the </span><span style="margin:0px"><b>4<span><sup>th</sup> </span>Workshop and Competition on Affective Behavior Analysis in-the-wild (ABAW</b></span><span style="margin:0px">)
to be held in conjunction with</span><span style="margin:0px; text-align:justify; font-family:Calibri,Helvetica,sans-serif; font-size:12pt"> t</span><span style="margin:0px; text-align:justify; font-family:Calibri,Helvetica,sans-serif; font-size:12pt">he</span><span style="margin:0px; text-align:left; list-style:none; font-family:Calibri,Helvetica,sans-serif; font-size:12pt"> </span><span style="margin:0px; color:rgb(34,34,34); text-align:justify; display:inline!important"><span style="font-family:Calibri,Helvetica,sans-serif; font-size:12pt; display:inline!important">European
Conference on Computer Vision</span><span style="margin:0px; font-family:Calibri,Helvetica,sans-serif; font-size:12pt; line-height:normal; list-style:none; text-align:left"> </span><span style="font-family:Calibri,Helvetica,sans-serif; font-size:12pt; display:inline!important">(ECCV),
2022</span></span><span style="margin:0px; color:rgb(34,34,34); text-align:justify; display:inline!important; font-family:Calibri,Helvetica,sans-serif; font-size:12pt">.</span><span style="margin:0px; text-align:left; list-style:none"></span></div>
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<div style="margin:0px"><span style="margin:0px"> </span></div>
<div style="margin:0px"><span style="margin:0px">(1): The<span style="margin:0px"> </span></span><span style="margin:0px"><i><b>Competition</b></i></span><span style="margin:0px"><span style="margin:0px"> </span>is split into<span style="margin:0px"> </span></span><span style="margin:0px"><b>two
Challenges</b></span><span style="margin:0px">, which are based on Aff-Wild2 database (<span style="background-color:rgb(255, 255, 255)">an audiovisual in-the-wild database of 564 videos of around 2.8M frames</span>), which is the first comprehensive benchmark
annotated for different affective tasks (dimensional and categorical ones). The two Challenges are:</span></div>
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<div><u>Multi-Task-Learning Challenge</u> (three tasks are considered: i) <span style="font-family: Calibri, Helvetica, sans-serif; font-size: 12pt;">valence-arousal estimation, ii) expression recognition and iii) action unit detection; a </span><span style="color: rgb(34, 34, 34); font-family: Calibri, Helvetica, sans-serif; font-size: 12pt; text-align: justify; display: inline !important;">static
version of Aff-Wild2 database is used)</span></div>
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</li><li><u style="text-decoration-line: underline;">Learning from Synthetic Data Challenge</u> (the task considered is basic expression recognition; the data used are generated from Aff-Wild2)</li></ul>
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<div style="margin:0px"><span style="margin:0px">Participants are invited to participate in at least one of these Challenges.</span></div>
<div style="margin:0px"><span style="margin:0px">There will be one winner per Challenge; t<em style="margin:0px; font-family:Arial,sans-serif; font-size:12px; line-height:1em; list-style:none; text-align:left; color:rgb(34,34,34)"><span style="margin:0px; font-style:normal; font-weight:normal; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif">he
top-3 performing teams of each Challenge will have to contribute paper(s) describing their approach, methodology and results to our Workshop</span></em><span style="margin:0px; color:rgb(34,34,34); text-align:justify; display:inline!important">;<span> </span><i>the
accepted papers will be part of the ECCV 2022 proceedings;</i> all other teams are also encouraged to submit paper(s) describing their solutions and final results; the accepted papers will be part of the ECCV 2022 proceedings.</span></span></div>
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<div style="margin:0px"><span style="margin:0px">More information about the Competition can be found<span style="margin:0px"> <a href="https://ibug.doc.ic.ac.uk/resources/eccv-2023-4th-abaw/" data-auth="NotApplicable" title="https://ibug.doc.ic.ac.uk/resources/eccv-2023-4th-abaw/">here</a></span></span><span style="margin:0px">.</span></div>
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<div style="margin:0px"><span style="margin:0px"><b>Important Dates</b></span><span style="margin:0px">:</span></div>
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<li><span style="margin:0px; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif; color:black"><em style="margin:0px">Call for participation announced, team registration begins, data available: </em></span></li></ul>
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<p style="margin-top: 0px; margin-bottom: 0px;margin:0px 0px 5px; text-align:justify; line-height:1.4em">
<span style="margin:0px; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif; color:black"><em style="text-align:left; margin:0px">18 May, 2022</em></span></p>
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<li><span style="margin:0px; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif; color:black"><em style="margin:0px">Final submission deadline:</em></span></li></ul>
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<p style="margin-top: 0px; margin-bottom: 0px;margin:0px 0px 5px; text-align:justify; line-height:1.4em">
<span style="margin:0px; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif; color:black">20 July, 2022</span></p>
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<li><span style="margin:0px; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif; color:black"><em style="margin:0px">Winners Announcement: </em></span></li></ul>
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<p style="margin-top: 0px; margin-bottom: 0px;margin:0px 0px 5px; text-align:justify; line-height:1.4em">
<span style="margin:0px; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif; color:black"><em style="text-align:left; margin:0px">22 July, 2022</em></span></p>
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<li><span style="margin:0px"><i><span style="margin:0px; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif; color:black">Final paper submission deadline</span><span style="margin:0px; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif; color:black"><span style="margin:0px">:
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<td style="margin:0px"><span style="margin:0px; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif; color:black"><em style="margin:0px"> </em></span></td>
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<span style="margin:0px; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif; color:black"><em style="text-align:left; margin:0px">27 July, 2022</em></span></p>
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<li><span style="margin:0px; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif; color:black"><em style="margin:0px">Review decisions sent to authors; Notification of acceptance: </em></span></li></ul>
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<span style="margin:0px; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif; color:black"><em style="text-align:left; margin:0px"> 17 August, 2022</em></span></p>
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<li><span style="margin:0px; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif; color:black"><em style="margin:0px">Camera ready version deadline: </em></span></li></ul>
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<span style="margin:0px; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif; color:black"><em style="text-align:left; margin:0px"> 22 August, 2022</em></span></p>
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<div style="margin:0px"><span style="margin:0px"><b>Chairs</b></span><span style="margin:0px">:</span></div>
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<span style="margin:0px; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif; color:black"></span></p>
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<span style="margin:0px; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif; color:black">Dimitrios Kollias, Queen Mary University of London, UK</span><span style="margin:0px; font-weight:normal; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif; color:black; text-align:left">
</span><span style="margin:0px; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif; color:black"> </span></p>
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<span style="margin:0px; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif; color:black">Stefanos Zafeiriou, Imperial College London, UK </span></p>
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<span style="margin:0px; font-weight:normal; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif; color:black; text-align:left"></span><span style="margin:0px; font-weight:normal; font-size:1em; line-height:1em; text-align:left"><span style="margin:0px; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif; color:black"><span style="margin:0px; color:rgb(34,34,34)">Viktoriia
Sharmanska</span><span style="margin:0px; color:rgb(34,34,34); text-align:justify; display:inline!important">, University of Sussex, UK </span><span style="margin:0px; font-size:12px; font-family:Arial,sans-serif; color:rgb(34,34,34); text-align:justify; display:inline!important"><span style="margin:0px; font-size:12pt; font-family:Calibri,Helvetica,sans-serif"> </span></span></span><span style="margin:0px"><span style="margin:0px; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif; color:black">
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<span style="margin:0px; font-weight:normal; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif; color:black; text-align:left">Elnar Hajiyev</span><span style="margin:0px; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif; color:black">, Realeyes -
Emotional Intelligence </span><span style="margin:0px; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif; color:black"><span style="margin:0px"> </span> </span><span style="margin:0px; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif; color:black"> </span></p>
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<div style="margin:0px"><span style="margin:0px">(2): The<span style="margin:0px"> </span></span><span style="margin:0px"><b>Workshop</b></span><span style="margin:0px; font-weight:normal"> solicits contributions on</span><span style="margin:0px; text-align:justify"> the
recent progress of recognition, analysis, generation and modelling of face, body, and gesture, while embracing the most advanced systems available for face and gesture analysis, particularly, in-the-wild (i.e., in unconstrained environments) and across modalities
like face to voice. In parallel, this Workshop will solicit contributions towards building fair models that perform well on all subgroups and improve in-the-wild generalisation.</span></div>
<p style="margin-top: 0px; margin-bottom: 0px;margin:0px 0px 5px; font-family:Arial,sans-serif; font-size:12px; line-height:1.4em; list-style:none; text-align:justify; color:rgb(34,34,34)">
<span style="margin:0px; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif"> </span></p>
<p style="margin-top: 0px; margin-bottom: 0px;margin:0px 0px 5px; font-family:Arial,sans-serif; font-size:12px; line-height:1.4em; list-style:none; text-align:justify; color:rgb(34,34,34)">
<span style="margin:0px; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif">Original high-quality contributions, including:</span></p>
<p style="margin-top: 0px; margin-bottom: 0px;margin:0px 0px 5px; font-family:Arial,sans-serif; font-size:12px; line-height:1.4em; list-style:none; text-align:justify; color:rgb(34,34,34)">
<span style="margin:0px; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif"> </span></p>
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<span style="margin:0px; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif">- databases or</span></p>
<p style="margin-top: 0px; margin-bottom: 0px;margin:0px 0px 5px; font-family:Arial,sans-serif; font-size:12px; line-height:1.4em; list-style:none; text-align:justify; color:rgb(34,34,34)">
<span style="margin:0px; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif">- surveys and comparative studies or</span></p>
<p style="margin-top: 0px; margin-bottom: 0px;margin:0px 0px 5px; font-family:Arial,sans-serif; font-size:12px; line-height:1.4em; list-style:none; text-align:justify; color:rgb(34,34,34)">
<span style="margin:0px; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif">- Artificial Intelligence / Machine Learning / Deep Learning / AutoML / (Data-driven or physics-based) Generative </span><span style="font-family: Calibri, Helvetica, sans-serif; font-size: 12pt;">Modelling
Methodologies (either Uni-Modal or Multi-Modal; Uni-Task or Multi-Task ones)</span></p>
<p style="margin-top: 0px; margin-bottom: 0px;margin:0px 0px 5px; font-family:Arial,sans-serif; font-size:12px; line-height:1.4em; list-style:none; text-align:justify; color:rgb(34,34,34)">
<span style="margin:0px; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif"> </span></p>
<p style="margin-top: 0px; margin-bottom: 0px;margin:0px 0px 5px; font-family:Arial,sans-serif; font-size:12px; line-height:1.4em; list-style:none; text-align:justify; color:rgb(34,34,34)">
<span style="margin:0px; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif">are solicited on the following topics:</span></p>
<p style="margin-top: 0px; margin-bottom: 0px;margin:0px 0px 5px; font-family:Arial,sans-serif; font-size:12px; line-height:1.4em; list-style:none; text-align:justify; color:rgb(34,34,34)">
<span style="margin:0px; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif"> </span></p>
<p style="margin-top: 0px; margin-bottom: 0px;margin:0px 0px 5px; font-family:Arial,sans-serif; font-size:12px; line-height:1.4em; list-style:none; text-align:justify; color:rgb(34,34,34)">
<span style="margin:0px; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif">i) "in-the-wild" facial expression or micro-expression analysis,</span></p>
<p style="margin-top: 0px; margin-bottom: 0px;margin:0px 0px 5px; font-family:Arial,sans-serif; font-size:12px; line-height:1.4em; list-style:none; text-align:justify; color:rgb(34,34,34)">
<span style="margin:0px; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif">ii) "in-the-wild" facial action unit detection,</span></p>
<p style="margin-top: 0px; margin-bottom: 0px;margin:0px 0px 5px; font-family:Arial,sans-serif; font-size:12px; line-height:1.4em; list-style:none; text-align:justify; color:rgb(34,34,34)">
<span style="margin:0px; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif">iii) "in-the-wild" valence-arousal estimation,</span></p>
<p style="margin-top: 0px; margin-bottom: 0px;margin:0px 0px 5px; font-family:Arial,sans-serif; font-size:12px; line-height:1.4em; list-style:none; text-align:justify; color:rgb(34,34,34)">
<span style="margin:0px; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif">iv) "in-the-wild" physiological-based (e.g.,EEG, EDA) affect analysis,</span></p>
<p style="margin-top: 0px; margin-bottom: 0px;margin:0px 0px 5px; font-family:Arial,sans-serif; font-size:12px; line-height:1.4em; list-style:none; text-align:justify; color:rgb(34,34,34)">
<span style="margin:0px; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif">v) domain adaptation for affect recognition in the previous 4 cases</span></p>
<p style="margin-top: 0px; margin-bottom: 0px;margin:0px 0px 5px; font-family:Arial,sans-serif; font-size:12px; line-height:1.4em; list-style:none; text-align:justify; color:rgb(34,34,34)">
<span style="margin:0px; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif">vi) "in-the-wild" face recognition, detection or tracking,</span></p>
<p style="margin-top: 0px; margin-bottom: 0px;margin:0px 0px 5px; font-family:Arial,sans-serif; font-size:12px; line-height:1.4em; list-style:none; text-align:justify; color:rgb(34,34,34)">
<span style="margin:0px; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif">vii) "in-the-wild" body recognition, detection or tracking,</span></p>
<p style="margin-top: 0px; margin-bottom: 0px;margin:0px 0px 5px; font-family:Arial,sans-serif; font-size:12px; line-height:1.4em; list-style:none; text-align:justify; color:rgb(34,34,34)">
<span style="margin:0px; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif">viii) "in-the-wild" gesture recognition or detection,</span></p>
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<span style="margin:0px; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif">ix) "in-the-wild" pose estimation or tracking,</span></p>
<p style="margin-top: 0px; margin-bottom: 0px;margin:0px 0px 5px; font-family:Arial,sans-serif; font-size:12px; line-height:1.4em; list-style:none; text-align:justify; color:rgb(34,34,34)">
<span style="margin:0px; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif">x) "in-the-wild" activity recognition or tracking,</span></p>
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<span style="margin:0px; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif">xi) "in-the-wild" lip reading and voice understanding,</span></p>
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<span style="margin:0px; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif">xii) "in-the-wild" face and body characterization (e.g., behavioral understanding),</span></p>
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<span style="margin:0px; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif">xiii) "in-the-wild" characteristic analysis (e.g., gait, age, gender, ethnicity recognition),</span></p>
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<span style="margin:0px; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif">xiv) "in-the-wild" group understanding via social cues (e.g., kinship, non-blood relationships, personality) </span></p>
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<span style="font-family: Calibri, Helvetica, sans-serif; font-size: 12pt; line-height: normal;">xv) editing, manipulation, image-to-image translation, style mixing, interpolation, inversion and semantic diffusion for the afore mentioned cases</span></p>
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<p style="margin-top: 0px; margin-bottom: 0px;margin:0px 0px 5px; font-family:Arial,sans-serif; font-size:12px; line-height:1.4em; list-style:none; text-align:justify; color:rgb(34,34,34)">
<span style="margin:0px; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif">xvi) subgroup distribution shift analysis in affect recognition</span></p>
<p style="margin-top: 0px; margin-bottom: 0px;margin:0px 0px 5px; font-family:Arial,sans-serif; font-size:12px; line-height:1.4em; list-style:none; text-align:justify; color:rgb(34,34,34)">
<span style="margin:0px; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif">xvii) subgroup distribution shift analysis in face and body behaviour</span></p>
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<span style="margin:0px; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif">xviii) subgroup distribution shift analysis in characteristic analysis</span></p>
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<span style="margin:0px; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif; color:black">Accepted workshop papers will appear at </span><span style="margin:0px; font-weight:normal; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif; color:black; text-align:left">ECCV </span><span style="margin:0px; font-weight:normal; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif; color:black; text-align:left">2022</span><span style="margin:0px; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif; color:black"> </span><span style="margin:0px; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif; color:black">proceedings.</span></p>
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<div style="margin:0px"><span style="margin:0px"><em style="list-style:none; margin:0px">Paper Submission Deadline: </em></span><span style="margin:0px"> 27 July, 2022</span><br>
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<div style="margin:0px"><span style="margin:0px"><em style="list-style:none; margin:0px"><em style="margin:0px">Review decisions sent to authors; Notification of acceptance</em></em></span><span style="margin:0px"><em style="list-style:none; margin:0px">:
</em></span><span style="margin:0px">17 August, 2022</span><br>
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<div style="margin:0px"><span style="margin:0px"><em style="list-style:none; margin:0px">Camera ready version</em></span><span style="margin:0px"> 22 August, 2022</span></div>
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<span style="margin:0px; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif; color:black">Dimitrios Kollias, Queen Mary University of London, UK</span><span style="margin:0px; font-weight:normal; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif; color:black; text-align:left">
</span><span style="margin:0px; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif; color:black"> </span></p>
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<span style="margin:0px; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif; color:black">Stefanos Zafeiriou, Imperial College London, UK </span></p>
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<span style="margin:0px; font-weight:normal; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif; color:black; text-align:left"></span><span style="margin:0px; font-weight:normal; font-size:1em; line-height:1em; text-align:left"><span style="margin:0px; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif; color:black"><span style="margin:0px; color:rgb(34,34,34)">Viktoriia
Sharmanska</span><span style="margin:0px; color:rgb(34,34,34); text-align:justify; display:inline!important">, University of Sussex, UK </span><span style="margin:0px; font-size:12px; font-family:Arial,sans-serif; color:rgb(34,34,34); text-align:justify; display:inline!important"><span style="margin:0px; font-size:12pt; font-family:Calibri,Helvetica,sans-serif"> </span></span></span><span style="margin:0px"><span style="margin:0px; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif; color:black">
</span></span></span></div>
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<span style="margin:0px; font-weight:normal; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif; color:black; text-align:left">Elnar Hajiyev</span><span style="margin:0px; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif; color:black">, Realeyes -
Emotional Intelligence </span><span style="margin:0px; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif; color:black"><span style="margin:0px"> </span> </span><span style="margin:0px; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif; color:black"> </span></p>
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<div style="margin:0px"><span style="margin:0px">In case of any queries, please contact<span> </span><a href="mailto:d.kollias@qmul.ac.uk" data-auth="NotApplicable" title="d.kollias@qmul.ac.uk " style="margin:0px">d.kollias@qmul.ac.uk</a></span></div>
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<div style="margin:0px"><span style="margin:0px">Kind Regards,</span></div>
<div style="margin:0px"><span style="margin:0px">Dimitrios Kollias,</span></div>
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<span style="margin:0px; font-size:12pt; color:black"><span style="margin:0px"><span style="margin:0px">on behalf of the organising committee</span></span></span></div>
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<span style="font-size:10pt; font-family:Calibri,Helvetica,sans-serif">====================================</span><span style="font-size:small; font-family:Calibri,Arial,Helvetica,sans-serif"><span style="font-size:10pt; font-family:Calibri,Helvetica,sans-serif">====================================</span></span><br>
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<span style="margin:0px; font-size:10pt; font-family:Calibri,Helvetica,sans-serif">D</span><span style="margin:0px; font-size:10pt; font-family:Calibri,Helvetica,sans-serif; color:rgb(0,0,0)">r Dimitrios Kollias, PhD, MIEEE, FHEA</span></p>
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<span style="margin:0px; font-size:10pt; font-family:Calibri,Helvetica,sans-serif"></span><span style="margin:0px"><span style="margin:0px; font-size:10pt; font-family:Calibri,Helvetica,sans-serif; color:rgb(0,0,0); text-align:center; background-color:white">Lecturer
(Assistant Professor) in Artificial Intelligence</span></span></p>
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<span style="margin:0px"><span style="margin:0px; font-size:10pt; font-family:Calibri,Helvetica,sans-serif; color:rgb(0,0,0); text-align:center; background-color:white">Member of Multimedia and Vision (MMV) research group </span></span></p>
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<span style="margin:0px"><span style="margin:0px; font-size:10pt; font-family:Calibri,Helvetica,sans-serif; color:rgb(0,0,0); text-align:center; background-color:white">Member of Queen Mary Computer Vision Group </span></span></p>
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<span style="margin:0px"><span style="margin:0px; font-size:10pt; font-family:Calibri,Helvetica,sans-serif; color:rgb(0,0,0); text-align:center; background-color:white">Associate Member of Centre for Advanced Robotics (ARQ) </span><span style="margin:0px; font-size:10pt; font-family:Calibri,Helvetica,sans-serif; color:rgb(51,51,51); text-align:center; background-color:white"><br>
</span><span style="margin:0px; font-size:10pt; font-family:Calibri,Helvetica,sans-serif; color:rgb(0,0,0); text-align:center; background-color:white">Academic Fellow of Digital Environment Research Institute (DERI) </span><span style="margin:0px; font-size:10pt; font-family:Calibri,Helvetica,sans-serif; color:rgb(51,51,51); text-align:center; background-color:white"><br>
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<span style="margin:0px; font-size:10pt; font-family:Calibri,Helvetica,sans-serif">School of EECS</span></p>
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<span style="margin:0px"><span style="margin:0px; font-size:10pt; font-family:Calibri,Helvetica,sans-serif; background-color:rgb(255,255,255); display:inline!important">Queen Mary Un</span><span style="margin:0px; font-size:10pt; font-family:Calibri,Helvetica,sans-serif; background-color:rgb(255,255,255); display:inline!important">iversity
of London</span></span></p>
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