<div dir="ltr"><div dir="ltr">

<p class="MsoNormal" style="text-align:center;text-indent:10pt" align="center"><b><span style="font-size:11pt;font-family:"Times New Roman",serif" lang="EN-US">Call
for papers IEEE Transactions on Pattern Analysis and Machine Intelligence</span></b></p>

<p class="MsoNormal" style="text-align:center;text-indent:10pt" align="center"><b><span style="font-size:11pt;font-family:"Times New Roman",serif" lang="EN-US">special
issue on Image and Video Inpainting and Denoising in Deep Learning Age</span></b></p>

<p class="MsoNormal" style="text-align:center;text-indent:10pt" align="center"><b><span style="font-size:11pt;font-family:"Times New Roman",serif" lang="EN-US"> </span></b></p>

<p class="MsoNormal" style="text-indent:10pt"><span style="font-size:10pt;font-family:"Times New Roman",serif" lang="EN-US">Image and video Inpainting and
Denoising is a hot and challenging research topic that has received much
attention from the computer vision and pattern recognition communities in the
past. The inpainting problem of dealing with missing data or incomplete data in
machine learning and computer vision arises in many applications. Owing to the
development of deep learning and big data, recent advances have gained.
However, it is still challenging to aim at fast, accurate, and robust removal
of occlusions (text, objects or stain) in images and video sequences. This
special issue focuses on image and video inpainting and denoising tasks, that
might benefit from novel methods such as Generative Adversarial Networks (GANs)
or Residual connections. </span></p>

<p class="MsoNormal" style="text-indent:10pt"><span style="font-size:10pt;font-family:"Times New Roman",serif" lang="EN-US">We invite paper submissions for the
special issue on Image and Video Inpainting and Denoising in Deep Learning Age
to be published in IEEE Transactions on Pattern Analysis and Machine
Intelligence (TPAMI). We welcome original research papers making theoretical
and practical substantial contributions on <b>inpainting
and denoising</b> in connection to other computer vision topics, including, but
not limited to:</span></p>

<p class="MsoNormal" style="margin-left:31pt"><span style="font-size:10pt;font-family:"Noto Sans Symbols"" lang="EN-US"><span>●<span style="font:7pt "Times New Roman"">         
</span></span></span><span style="font-size:10pt;font-family:"Times New Roman",serif" lang="EN-US">Generative
Adversarial Networks for image/video inpainting</span><span style="font-size:10pt" lang="EN-US"></span></p>

<p class="MsoNormal" style="margin-left:31pt"><span style="font-size:10pt;font-family:"Noto Sans Symbols"" lang="EN-US"><span>●<span style="font:7pt "Times New Roman"">         
</span></span></span><span style="font-size:10pt;font-family:"Times New Roman",serif" lang="EN-US">Pose
estimation recovery</span><span style="font-size:10pt" lang="EN-US"></span></p>

<p class="MsoNormal" style="margin-left:31pt"><span style="font-size:10pt;font-family:"Noto Sans Symbols"" lang="EN-US"><span>●<span style="font:7pt "Times New Roman"">         
</span></span></span><span style="font-size:10pt;font-family:"Times New Roman",serif" lang="EN-US">Video
de-captioning</span><span style="font-size:10pt" lang="EN-US"></span></p>

<p class="MsoNormal" style="margin-left:31pt"><span style="font-size:10pt;font-family:"Noto Sans Symbols"" lang="EN-US"><span>●<span style="font:7pt "Times New Roman"">         
</span></span></span><span style="font-size:10pt;font-family:"Times New Roman",serif" lang="EN-US">Inpainting/denoising
for latent fingerprint recognition</span><span style="font-size:10pt" lang="EN-US"></span></p>

<p class="MsoNormal" style="margin-left:31pt"><span style="font-size:10pt;font-family:"Noto Sans Symbols"" lang="EN-US"><span>●<span style="font:7pt "Times New Roman"">         
</span></span></span><span style="font-size:10pt;font-family:"Times New Roman",serif" lang="EN-US">Unsupervised
learning in image/video inpainting</span></p>

<p class="MsoNormal" style="margin-left:31pt"><span style="font-size:10pt;font-family:"Noto Sans Symbols"" lang="EN-US"><span>●<span style="font:7pt "Times New Roman"">         
</span></span></span><span style="font-size:10pt;font-family:"Times New Roman",serif" lang="EN-US">Future
frame video prediction</span></p>

<p class="MsoNormal" style="margin-left:31pt"><span style="font-size:10pt;font-family:"Noto Sans Symbols"" lang="EN-US"><span>●<span style="font:7pt "Times New Roman"">         
</span></span></span><span style="font-size:10pt;font-family:"Times New Roman",serif" lang="EN-US">Structural
image/video inpainting</span></p>

<p class="MsoNormal" style="margin-left:31pt"><span style="font-size:10pt;font-family:"Noto Sans Symbols"" lang="EN-US"><span>●<span style="font:7pt "Times New Roman"">         
</span></span></span><span style="font-size:10pt;font-family:"Times New Roman",serif" lang="EN-US">Textural
image/video inpainting </span></p>

<p class="MsoNormal" style="margin-left:31pt"><span style="font-size:10pt;font-family:"Noto Sans Symbols"" lang="EN-US"><span>●<span style="font:7pt "Times New Roman"">         
</span></span></span><span style="font-size:10pt;font-family:"Times New Roman",serif" lang="EN-US">Combined
structural and textural inpainting</span></p>

<p class="MsoNormal" style="margin-left:31pt"><span style="font-size:10pt;font-family:"Noto Sans Symbols"" lang="EN-US"><span>●<span style="font:7pt "Times New Roman"">         
</span></span></span><span style="font-size:10pt;font-family:"Times New Roman",serif" lang="EN-US">Multimodal
image/video inpaint (i.e., RGB-D)</span></p>

<p class="MsoNormal"><span style="font-size:10pt;font-family:"Times New Roman",serif" lang="EN-US"> </span></p>

<p class="MsoNormal"><b><span style="font-size:10pt;font-family:"Times New Roman",serif" lang="EN-US">Paper submission and review:</span></b></p>

<p class="MsoNormal"><span style="font-size:10pt;font-family:"Times New Roman",serif" lang="EN-US">Authors are required to submit contributions online through
the TPAMI site at,</span></p>

<p class="MsoNormal"><span lang="EN-US"><a href="https://mc.manuscriptcentral.com/tpami-cs"><span style="font-size:10pt;font-family:"Times New Roman",serif;color:windowtext">https://mc.manuscriptcentral.com/tpami-cs</span></a></span><span style="font-size:10pt;font-family:"Times New Roman",serif" lang="EN-US"> </span></p>

<p class="MsoNormal"><span style="font-size:10pt;font-family:"Times New Roman",serif" lang="EN-US">selecting the choice that indicates this special issue. Peer
reviewing will follow the standard rigorous TPAMI review process. Full length
manuscripts are expected to follow the TPAMI guidelines in </span></p>

<p class="MsoNormal"><span lang="EN-US"><a href="http://www.computer.org/portal/web/peerreviewjournals/author"><span style="font-size:10pt;font-family:"Times New Roman",serif;color:windowtext">http://www.computer.org/portal/web/peerreviewjournals/author</span></a></span><span style="font-size:10pt;font-family:"Times New Roman",serif" lang="EN-US"> </span></p>

<p class="MsoNormal"><span style="font-size:10pt;font-family:"Times New Roman",serif" lang="EN-US"> </span></p>

<p class="MsoNormal"><b><span style="font-size:10pt;font-family:"Times New Roman",serif" lang="EN-US">Important Dates:</span></b></p>

<p class="MsoNormal"><b><span style="font-size:10pt;font-family:"Times New Roman",serif;color:red" lang="EN-US">Paper submission deadline: January 15<sup>th</sup>,
2018</span></b></p>

<p class="MsoNormal"><span style="font-size:10pt;font-family:"Times New Roman",serif" lang="EN-US">First review decision: March, 15<sup>th</sup>,
2019</span></p>

<p class="MsoNormal"><span style="font-size:10pt;font-family:"Times New Roman",serif" lang="EN-US">Revision deadline: May, 15<sup>th</sup>,
2019</span></p>

<p class="MsoNormal"><span style="font-size:10pt;font-family:"Times New Roman",serif" lang="EN-US">Final manuscript submission: July, 1<sup>st</sup>,
2019</span></p>

<p class="MsoNormal"><span style="font-size:10pt;font-family:"Times New Roman",serif" lang="EN-US"> </span></p>

<p class="MsoNormal"><b><span style="font-size:10pt;font-family:"Times New Roman",serif" lang="EN-US">Guest editors:</span></b></p>

<p class="MsoNormal"><span style="font-size:10pt;font-family:"Times New Roman",serif" lang="EN-US">Sergio Escalera (Primary contact), UAB and University of
Barcelona, <a href="mailto:sergio@maia.ub.es">sergio@maia.ub.es</a> </span></p>

<p class="MsoNormal"><span style="font-size:10pt;font-family:"Times New Roman",serif" lang="EN-US">Hugo Jair Escalante, INAOE, Mexico and ChaLearn, Berkeley,
California, <a href="mailto:hugo.jair@gmail.com">hugo.jair@gmail.com</a></span></p>

<p class="MsoNormal"><span style="font-size:10pt;font-family:"Times New Roman",serif" lang="EN-US">Isabelle Guyon, ChaLearn, Berkeley, California,
<a href="mailto:guyon@chalearn.org">guyon@chalearn.org</a></span></p>

<p class="MsoNormal"><span style="font-size:10pt;font-family:"Times New Roman",serif" lang="EN-US">Jun Wan, NLPR, Institute of Automation, Chinese Academy of
Science, China, <a href="mailto:jun.wan@ia.ac.cn">jun.wan@ia.ac.cn</a></span></p>

<p class="MsoNormal"><span style="font-size:10pt;font-family:"Times New Roman",serif" lang="EN-US">Stephane Ayache, Aix Marseille Univ, Université de Toulon,
CNRS, LIS, Marseille, France </span></p>

<p class="MsoNormal"><span style="font-size:10pt;font-family:"Times New Roman",serif" lang="EN-US">Umut Güçlü, Donders Institute for Brain, Cognition and
Behaviour, Nijmegen, Netherlands, <a href="mailto:u.guclu@donders.ru.nl">u.guclu@donders.ru.nl</a></span></p>

<p class="MsoNormal"><span style="font-size:10pt;font-family:"Times New Roman",serif" lang="EN-US">Yağmur Güçlütürk, Donders Institute for Brain, Cognition and
Behaviour, Nijmegen, Netherlands, <a href="mailto:y.gucluturk@donders.ru.nl">y.gucluturk@donders.ru.nl</a></span></p>

<p class="MsoNormal"><span style="font-size:10pt;font-family:"Times New Roman",serif">Meysam Madadi, Computer Vision Center and Universitat
Autonoma de Barcelona, <a href="mailto:mmadadi@cvcv.uab.es">mmadadi@cvcv.uab.es</a></span></p>

<p class="MsoNormal"><span style="font-size:10pt;font-family:"Times New Roman",serif">Xavier Baró, Universitat Oberta de Catalunya &
Computer Vision Center, <a href="mailto:xbaro@uoc.edu">xbaro@uoc.edu</a></span></p>

<br clear="all"><br>-- <br><div dir="ltr" class="gmail_signature"><div dir="ltr"><div><div dir="ltr"><div><div dir="ltr"><div><div dir="ltr"><div><div dir="ltr"><div><div dir="ltr"><div><div dir="ltr"><div><div dir="ltr"><div><div dir="ltr"><div><div><font size="1"><span style="color:rgb(68,68,68)"><b><span style="color:rgb(102,102,102)">Dr. Sergio Escalera Guerrero</span><br></b></span><span style="color:rgb(153,153,153)">Head of Human Pose Recovery and Behavior Analysis group /</span></font><span style="color:rgb(153,153,153)"><font size="1"> Project Manager at the Computer Vision Center</font></span><br><span style="color:rgb(153,153,153)"></span></div></div><span style="color:rgb(153,153,153)"><font size="1">Vice-president of ChaLearn Challenges in Machine Learning, Berkeley<br></font></span><span style="color:rgb(153,153,153)"><font size="1"><span><span><span style="color:rgb(153,153,153)"><font size="1">Associate professor</font></span></span></span> at Universitat de Barcelona / Universitat Oberta de Catalunya / Aalborg University / </font></span><br><span style="color:rgb(153,153,153)"><font size="1">Dalhousie University<br></font></span><font size="1"><span style="color:rgb(153,153,153)">Email: <a href="mailto:sergio.escalera.guerrero@gmail.com" target="_blank">sergio.escalera.guerrero@gmail.com</a> / Webpage: <a href="http://www.maia.ub.es/~sergio/" target="_blank">http://www.sergioescalera.com/</a></span></font><span><span style="color:rgb(153,153,153)"><font size="1">  / Phone:+34</font></span><font size="1"><span style="color:rgb(153,153,153)"><font size="1"><span dir="ltr"><span dir="ltr"><span><span>934020853<br></span></span></span></span></font></span></font></span><div><span></span></div></div></div></div></div></div></div></div></div></div></div></div></div></div></div></div></div></div></div></div></div>