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<span style="color: rgb(0, 0, 0); font-family: Calibri, Helvetica, sans-serif; font-size: 12pt;">Dear All,</span><br>
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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>2nd 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"> the</span><span style="margin:0px; text-align:left; list-style:none"> International</span><span style="margin:0px; text-align:left; list-style:none"> Conference on Computer Vision
(ICCV) 2021.</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>three
Challenges-Tracks</b></span><span style="margin:0px">, which are based on the same database, Aff-Wild2, which is the first comprehensive benchmark for the three affect recognition tasks in-the-wild:</span></div>
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<li><span style="margin:0px"><u>dimensional affect recognition (valence and arousal estimation)</u></span><span style="margin:0px"><u><br>
</u></span></li><li><span style="margin:0px"><u>categorical affect classification (seven basic expression classification)</u></span></li><li><span style="margin:0px"><u>facial action unit detection</u></span></li></ul>
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<div style="margin:0px"><span style="margin:0px"><i>Aff-Wild2 is an audiovisual in-the-wild database of 564 videos of around 2.8M frames.</i></span></div>
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<div style="margin:0px"><span style="margin:0px">Participants are invited to participate in one or more of these Challenges.</span></div>
<div style="margin:0px"><span style="margin:0px">There will be one winner per Challenge-Track; the winners are expected to contribute a paper describing their approach, methodology and results;<span style="margin:0px"> </span></span><span style="margin:0px"><i>the
accepted winning papers will be part of the ICCV 2021 proceedin</i></span><span style="margin:0px"><i>gs</i></span><span style="margin:0px">; a</span><span style="margin:0px; text-align:justify">ll other teams are also able to submit a paper describing their
solutions and final results;<span style="margin:0px"> </span></span><span style="margin:0px; text-align:justify"><i>the accepted papers will be part of the ICCV 2021 proceedings.</i></span></div>
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<div style="margin:0px"><span style="margin:0px">For more information about the challenge, see<span style="margin:0px"> </span></span><a href="https://ibug.doc.ic.ac.uk/resources/iccv-2021-2nd-abaw/" target="_blank" rel="noopener noreferrer" title="https://ibug.doc.ic.ac.uk/resources/iccv-2021-2nd-abaw/" style="margin:0px"><span style="margin:0px">here</span></a><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">12 May, 2021</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">10 July, 2021</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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<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">11 July, 2021</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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<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">21 July, 2021</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"> 10 August, 2021</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"> 17 August, 2021</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">Dimitrios Kollias, University of Greenwich, 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">Irene Kotsia, </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">Middlesex
University London, UK</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></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">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 the recent progress of recognition, analysis, </span><span style="margin:0px; text-align:justify">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.</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">Original high-quality contributions, including:</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">- databases or</span></p>
<p style="margin-top: 0px; margin-bottom: 0px;margin:0px 0px 5px; color:rgb(34,34,34); font-size:12px; font-family:Arial,sans-serif; text-align:justify; list-style:none; line-height:1.4em">
<span style="margin:0px; font-weight:normal; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif; color:black; text-align:left">- surveys and comparative studies or</span></p>
<p style="margin-top: 0px; margin-bottom: 0px;margin:0px 0px 5px; color:rgb(34,34,34); font-size:12px; font-family:Arial,sans-serif; text-align:justify; list-style:none; line-height:1.4em">
<span style="margin:0px; font-weight:normal; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif; color:black; text-align:left">- Artificial Intelligence / Machine Learning / Deep Learning / AutoML / </span><span style="margin:0px; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif; color:black">(Data-driven
or physics-based) Generative</span></p>
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<span style="margin:0px; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif; color:black">Modelling Methodologies (either Uni-Modal or Multi-Modal ones)</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">are solicited on the following topics:</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">i) "in-the-wild" facial expression or micro-expression analysis,</span></p>
<p style="margin-top: 0px; margin-bottom: 0px;margin:0px 0px 5px; color:rgb(34,34,34); font-size:12px; font-family:Arial,sans-serif; text-align:justify; list-style:none; line-height:1.4em">
<span style="margin:0px; font-weight:normal; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif; color:black; text-align:left">ii) "in-the-wild" facial action unit detection,</span></p>
<p style="margin-top: 0px; margin-bottom: 0px;margin:0px 0px 5px; color:rgb(34,34,34); font-size:12px; font-family:Arial,sans-serif; text-align:justify; list-style:none; line-height:1.4em">
<span style="margin:0px; font-weight:normal; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif; color:black; text-align:left">iii) "in-the-wild" valence-arousal estimation,</span></p>
<p style="margin-top: 0px; margin-bottom: 0px;margin:0px 0px 5px; color:rgb(34,34,34); font-size:12px; font-family:Arial,sans-serif; text-align:justify; list-style:none; line-height:1.4em">
<span style="margin:0px; font-weight:normal; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif; color:black; text-align:left">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; color:rgb(34,34,34); font-size:12px; font-family:Arial,sans-serif; text-align:justify; list-style:none; line-height:1.4em">
<span style="margin:0px; font-weight:normal; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif; color:black; text-align:left">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; color:rgb(34,34,34); font-size:12px; font-family:Arial,sans-serif; text-align:justify; list-style:none; line-height:1.4em">
<span style="margin:0px; font-weight:normal; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif; color:black; text-align:left">vi) "in-the-wild" face recognition, detection or tracking,</span></p>
<p style="margin-top: 0px; margin-bottom: 0px;margin:0px 0px 5px; color:rgb(34,34,34); font-size:12px; font-family:Arial,sans-serif; text-align:justify; list-style:none; line-height:1.4em">
<span style="margin:0px; font-weight:normal; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif; color:black; text-align:left">vii) "in-the-wild" body recognition, detection or tracking,</span></p>
<p style="margin-top: 0px; margin-bottom: 0px;margin:0px 0px 5px; color:rgb(34,34,34); font-size:12px; font-family:Arial,sans-serif; text-align:justify; list-style:none; line-height:1.4em">
<span style="margin:0px; font-weight:normal; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif; color:black; text-align:left">viii) "in-the-wild" gesture recognition or detection,</span></p>
<p style="margin-top: 0px; margin-bottom: 0px;margin:0px 0px 5px; color:rgb(34,34,34); font-size:12px; font-family:Arial,sans-serif; text-align:justify; list-style:none; line-height:1.4em">
<span style="margin:0px; font-weight:normal; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif; color:black; text-align:left">ix) "in-the-wild" pose estimation or tracking,</span></p>
<p style="margin-top: 0px; margin-bottom: 0px;margin:0px 0px 5px; color:rgb(34,34,34); font-size:12px; font-family:Arial,sans-serif; text-align:justify; list-style:none; line-height:1.4em">
<span style="margin:0px; font-weight:normal; font-size:12pt; line-height:normal; font-family:Calibri,Helvetica,sans-serif; color:black; text-align:left">x) "in-the-wild" activity recognition or tracking,</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">xi) "in-the-wild" lip reading and voice understanding,</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">xii) "in-the-wild" face and body characterization (e.g., behavioral understanding),</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">xiii) "in-the-wild" characteristic analysis (e.g., gait, age, gender, ethnicity recognition),</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">xiv) "in-the-wild" group understanding via social cues (e.g., kinship, non-blood relationships, personality)</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">Accepted 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">ICCV </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">2021</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"> 21 July, 2021</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">10 August, 2021</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"> 17 August, 2021</span></div>
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<div style="margin:0px"><span style="margin:0px">Accepted workshop papers will appear at ICCV 2021 proceedings.</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, University of Greenwich, 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">
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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">Irene Kotsia, </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">Middlesex
University London, UK</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></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">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 D.Kollias@greenwich.ac.uk</span></div>
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<div style="margin:0px"><span style="margin:0px">Kind Regards,</span></div>
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<div style="margin:0px"><span style="margin:0px">Dimitrios Kollias,</span></div>
<span style="margin:0px"><span style="margin:0px">on behalf of the organising committee</span></span></div>
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<span style="margin:0px"><span style="font-family:Calibri,Arial,Helvetica,sans-serif; font-size:small; background-color:rgb(255,255,255); display:inline!important">====================================<span style="font-family:Calibri,Arial,Helvetica,sans-serif; font-size:small">===============</span></span><br>
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<span style="margin:0px">Dr Dimitrios Kollias</span></p>
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<span style="margin:0px"><span style="color:rgb(51,51,51); font-family:Calibri,Helvetica,sans-serif; font-size:11pt; text-align:center; background-color:rgb(255,255,255); display:inline!important">Senior Lecturer in Computer Science (Artificial Intelligence)</span></span></p>
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School of Computing and Mathematical Sciences<br>
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<span style="margin:0px">University of Greenwich</span></p>
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University of Greenwich, a charity and company limited by guarantee, registered in England (reg no. 986729). Registered Office: Old Royal Naval College, Park Row, Greenwich SE10 9LS.
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