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<p class="MsoNormal" style="text-align:center;mso-layout-grid-align:
none;text-autospace:none" align="center"><b><font size="5"
face="Times New Roman"><span
style="font-size:16.0pt;font-family:"Times New
Roman",serif;mso-font-kerning: 0pt;font-weight:bold">Call
for Papers</span></font></b></p>
<p class="MsoNormal" style="text-align:center;mso-layout-grid-align:
none;text-autospace:none" align="center"><font size="4"
face="Times New Roman"><span
style="font-size:15.0pt;font-family:"Times New
Roman",serif;mso-font-kerning: 0pt">Pattern Recognition
Special Issue on Open World Robust Pattern Recognition</span></font></p>
<p class="MsoNormal" style="text-align:left;mso-layout-grid-align:
none;text-autospace:none" align="left"><b><font size="4"
face="Times New Roman"><span
style="font-size:15.0pt;font-family:"Times New
Roman",serif;mso-font-kerning: 0pt;font-weight:bold">Aims
and Scope</span></font></b></p>
<p class="MsoNormal"
style="mso-layout-grid-align:none;text-autospace:none"><font
size="3" face="Times New Roman"><span
style="font-size:12.0pt;font-family:"Times New
Roman",serif; mso-font-kerning:0pt">Most traditional
pattern recognition methods are based on the closed-world
assumption. However, in real-world applications, the
environment is usually open and dynamic, requiring new models
and algorithms to deal with the openness. When
recontextualized into open world recognition, many once solved
pattern recognition tasks become significant challenging tasks
again. In open world, a pattern recognition model should have
the ability to reject out-of-distribution and unknown samples.
It is also necessary and important for the system to be able
to discover new classes, and then improve its knowledge with
continual learning, class-incremental learning, or lifelong
learning. How to avoid catastrophic forgetting in this process
is a fundamental problem. Moreover, in open world, it is shown
that state-of-the-art pattern recognition models (like deep
neural networks) are easily fooled by assigning high
confidence predictions for unrecognizable or forged images,
indicating that although the accuracy is high, it is not as
robust as human vision when dealing with outliers and
adversarial attacks. The adversarial examples which add a
small perturbation (particularly designed) on the input sample
may lead to unexpected or incorrect predictions for pattern
recognition systems, leading to great instability and risk
when using such system in real applications with stringent
safety requirement. Therefore, how to improve the robustness
of pattern recognition models in open world is a challenging
and important issue. The goal of this special issue is to
broadly engage the different communities together and provide
a forum for the researchers and practitioners related to this
rapidly developed field to share their novel and original
research.</span></font></p>
<p class="MsoNormal"
style="mso-layout-grid-align:none;text-autospace:none"><font
size="3" face="Times New Roman"><span
style="font-size:12.0pt;font-family:"Times New
Roman",serif; mso-font-kerning:0pt"> </span></font></p>
<p class="MsoNormal"
style="mso-layout-grid-align:none;text-autospace:none"><font
size="3" face="Times New Roman"><span
style="font-size:12.0pt;font-family:"Times New
Roman",serif; mso-font-kerning:0pt">References:</span></font></p>
<p class="MsoListParagraph"
style="margin-left:21.0pt;text-indent:-21.0pt;
mso-char-indent-count:0;mso-list:l0 level1
lfo3;mso-layout-grid-align:none; text-autospace:none"><font
size="3" face="Times New Roman"><span
style="font-size:12.0pt;font-family:"Times New
Roman",serif;mso-fareast-font-family: "Times New
Roman";mso-font-kerning:0pt"><span
style="mso-list:Ignore">[1]<font size="1" face="Times New
Roman"><span style="font:7.0pt "Times New
Roman""> </span></font></span></span></font><font
size="3" face="Times New Roman"><span
style="font-size:12.0pt;font-family:"Times New
Roman",serif;mso-font-kerning: 0pt">W. J. Scheirer, A. de
Rezende Rocha, A. Sapkota, and T. E. Boult, Toward open set
recognition, <i><span style="font-style:italic">IEEE Trans.
Pattern Analysis and Machine Intelligence</span></i>, vol.
35, no. 7, pp. 1757–1772, July 2013.</span></font></p>
<p class="MsoListParagraph"
style="margin-left:21.0pt;text-indent:-21.0pt;
mso-char-indent-count:0;mso-list:l0 level1
lfo3;mso-layout-grid-align:none; text-autospace:none"><font
size="3" face="Times New Roman"><span
style="font-size:12.0pt;font-family:"Times New
Roman",serif;mso-fareast-font-family: "Times New
Roman";mso-font-kerning:0pt"><span
style="mso-list:Ignore">[2]<font size="1" face="Times New
Roman"><span style="font:7.0pt "Times New
Roman""> </span></font></span></span></font><font
size="3" face="Times New Roman"><span
style="font-size:12.0pt;font-family:"Times New
Roman",serif;mso-font-kerning: 0pt">B. Biggio, F. Roli,
Wild patterns: Ten years after the rise of adversarial machine
learning, <i><span style="font-style:italic">Pattern
Recognition</span></i>, vol. 84, pp. 317-331, December
2018.</span></font></p>
<p class="MsoListParagraph"
style="margin-left:21.0pt;text-indent:-21.0pt;
mso-char-indent-count:0;mso-list:l0 level1
lfo3;mso-layout-grid-align:none; text-autospace:none"><font
size="3" face="Times New Roman"><span
style="font-size:12.0pt;font-family:"Times New
Roman",serif;mso-fareast-font-family: "Times New
Roman";mso-font-kerning:0pt"><span
style="mso-list:Ignore">[3]<font size="1" face="Times New
Roman"><span style="font:7.0pt "Times New
Roman""> </span></font></span></span></font><font
size="3" face="Times New Roman"><span
style="font-size:12.0pt;font-family:"Times New
Roman",serif;mso-font-kerning: 0pt">X.-Y. Zhang, C.-L.
Liu, C. Y. Suen, Towards robust pattern recognition: A review,
<i><span style="font-style:italic">Proceedings of the IEEE</span></i>,
vol. 108, no. 6, pp. 894-922, June 2020.</span></font></p>
<p class="MsoNormal"
style="mso-layout-grid-align:none;text-autospace:none"><font
size="3" face="Times New Roman"><span
style="font-size:12.0pt;font-family:"Times New
Roman",serif; mso-font-kerning:0pt"> </span></font></p>
<p class="MsoNormal" style="text-align:left;mso-layout-grid-align:
none;text-autospace:none" align="left"><b><font size="4"
face="Times New Roman"><span
style="font-size:15.0pt;font-family:"Times New
Roman",serif;mso-font-kerning: 0pt;font-weight:bold">Main
Topics of Interest</span></font></b></p>
<p class="MsoNormal"
style="mso-layout-grid-align:none;text-autospace:none"><font
size="3" face="Times New Roman"><span
style="font-size:12.0pt;font-family:"Times New
Roman",serif; mso-font-kerning:0pt">The special issue
seeks original contributions which address the challenges in
open world robust pattern recognition. Possible topics include
but are not limited to:</span></font></p>
<p class="MsoListParagraph"
style="margin-left:21.0pt;text-indent:-21.0pt;
mso-char-indent-count:0;mso-list:l1 level1
lfo1;mso-layout-grid-align:none; text-autospace:none"><font
size="3" face="Wingdings"><span
style="font-size:12.0pt;font-family:Wingdings;mso-fareast-font-family:Wingdings;mso-bidi-font-family:Wingdings;mso-font-kerning:0pt"><span
style="mso-list: Ignore"><font size="1" face="Times New
Roman"><span style="font:7.0pt "Times New
Roman""> </span></font></span></span></font><font
size="3" face="Times New Roman"><span
style="font-size:12.0pt;font-family:"Times New
Roman",serif;mso-font-kerning: 0pt">Theoretical analysis
of openness and robustness</span></font></p>
<p class="MsoListParagraph"
style="margin-left:21.0pt;text-indent:-21.0pt;
mso-char-indent-count:0;mso-list:l1 level1
lfo1;mso-layout-grid-align:none; text-autospace:none"><font
size="3" face="Wingdings"><span
style="font-size:12.0pt;font-family:Wingdings;mso-fareast-font-family:Wingdings;mso-bidi-font-family:Wingdings;mso-font-kerning:0pt"><span
style="mso-list: Ignore"><font size="1" face="Times New
Roman"><span style="font:7.0pt "Times New
Roman""> </span></font></span></span></font><font
size="3" face="Times New Roman"><span
style="font-size:12.0pt;font-family:"Times New
Roman",serif;mso-font-kerning: 0pt">Out-of-distribution
detection, open-set recognition, anomaly detection</span></font></p>
<p class="MsoListParagraph"
style="margin-left:21.0pt;text-indent:-21.0pt;
mso-char-indent-count:0;mso-list:l1 level1
lfo1;mso-layout-grid-align:none; text-autospace:none"><font
size="3" face="Wingdings"><span
style="font-size:12.0pt;font-family:Wingdings;mso-fareast-font-family:Wingdings;mso-bidi-font-family:Wingdings;mso-font-kerning:0pt"><span
style="mso-list: Ignore"><font size="1" face="Times New
Roman"><span style="font:7.0pt "Times New
Roman""> </span></font></span></span></font><font
size="3" face="Times New Roman"><span
style="font-size:12.0pt;font-family:"Times New
Roman",serif;mso-font-kerning: 0pt">Class-incremental
learning, continual learning, lifelong learning</span></font></p>
<p class="MsoListParagraph"
style="margin-left:21.0pt;text-indent:-21.0pt;
mso-char-indent-count:0;mso-list:l1 level1
lfo1;mso-layout-grid-align:none; text-autospace:none"><font
size="3" face="Wingdings"><span
style="font-size:12.0pt;font-family:Wingdings;mso-fareast-font-family:Wingdings;mso-bidi-font-family:Wingdings;mso-font-kerning:0pt"><span
style="mso-list: Ignore"><font size="1" face="Times New
Roman"><span style="font:7.0pt "Times New
Roman""> </span></font></span></span></font><font
size="3" face="Times New Roman"><span
style="font-size:12.0pt;font-family:"Times New
Roman",serif;mso-font-kerning: 0pt">Adversarial attack
and defense methods</span></font></p>
<p class="MsoListParagraph"
style="margin-left:21.0pt;text-indent:-21.0pt;
mso-char-indent-count:0;mso-list:l1 level1
lfo1;mso-layout-grid-align:none; text-autospace:none"><font
size="3" face="Wingdings"><span
style="font-size:12.0pt;font-family:Wingdings;mso-fareast-font-family:Wingdings;mso-bidi-font-family:Wingdings;mso-font-kerning:0pt"><span
style="mso-list: Ignore"><font size="1" face="Times New
Roman"><span style="font:7.0pt "Times New
Roman""> </span></font></span></span></font><font
size="3" face="Times New Roman"><span
style="font-size:12.0pt;font-family:"Times New
Roman",serif;mso-font-kerning: 0pt">Learning with noisy
data in open world</span></font></p>
<p class="MsoListParagraph"
style="margin-left:21.0pt;text-indent:-21.0pt;
mso-char-indent-count:0;mso-list:l1 level1
lfo1;mso-layout-grid-align:none; text-autospace:none"><font
size="3" face="Wingdings"><span
style="font-size:12.0pt;font-family:Wingdings;mso-fareast-font-family:Wingdings;mso-bidi-font-family:Wingdings;mso-font-kerning:0pt"><span
style="mso-list: Ignore"><font size="1" face="Times New
Roman"><span style="font:7.0pt "Times New
Roman""> </span></font></span></span></font><font
size="3" face="Times New Roman"><span
style="font-size:12.0pt;font-family:"Times New
Roman",serif;mso-font-kerning: 0pt">Model adaptation and
transfer learning in changing environment</span></font></p>
<p class="MsoListParagraph"
style="margin-left:21.0pt;text-indent:-21.0pt;
mso-char-indent-count:0;mso-list:l1 level1
lfo1;mso-layout-grid-align:none; text-autospace:none"><font
size="3" face="Wingdings"><span
style="font-size:12.0pt;font-family:Wingdings;mso-fareast-font-family:Wingdings;mso-bidi-font-family:Wingdings;mso-font-kerning:0pt"><span
style="mso-list: Ignore"><font size="1" face="Times New
Roman"><span style="font:7.0pt "Times New
Roman""> </span></font></span></span></font><font
size="3" face="Times New Roman"><span
style="font-size:12.0pt;font-family:"Times New
Roman",serif;mso-font-kerning: 0pt">Applications in open
world sensing such as video surveillance, robot vision,
autonomous driving, biometrics recognition, document analysis,
etc.</span></font></p>
<p class="MsoListParagraph"
style="margin-left:21.0pt;text-indent:0cm;mso-char-indent-count:
0;mso-layout-grid-align:none;text-autospace:none"><font size="3"
face="Times New Roman"><span
style="font-size:12.0pt;font-family:"Times New
Roman",serif; mso-font-kerning:0pt"> </span></font></p>
<p class="MsoNormal" style="text-align:left;mso-layout-grid-align:
none;text-autospace:none" align="left"><b><font size="4"
face="Times New Roman"><span
style="font-size:15.0pt;font-family:"Times New
Roman",serif;mso-font-kerning: 0pt;font-weight:bold">Submission
Guidelines</span></font></b></p>
<p class="MsoNormal"
style="mso-layout-grid-align:none;text-autospace:none"><font
size="3" face="Times New Roman"><span
style="font-size:12.0pt;font-family:"Times New
Roman",serif; mso-font-kerning:0pt">Papers should be
formatted in a single column with double spacing and be no
more than 35 pages in length. The manuscript should be
submitted via the official website </span></font><a
href="https://www.editorialmanager.com/pr/default.aspx"
moz-do-not-send="true"><font size="3" face="Times New Roman"><span
style="font-size:12.0pt;font-family:"Times New
Roman",serif; mso-font-kerning:0pt">https://www.editorialmanager.com/pr/default.aspx</span></font></a><font
size="3" face="Times New Roman"><span
style="font-size:12.0pt;font-family:"Times New
Roman",serif; mso-font-kerning:0pt">. If you are not sure
whether your work is suitable to the special issue, please
feel free to contact the guest editors before the submission.
To ensure that all manuscripts are correctly identified for
inclusion into the special issue, it is important that authors
select “SI: Open World Robust PR” when they reach the “Article
Type Name” step in the submission process. We are happy to
receive extensions of works presented in top conferences but
with a substantial revision (30 percent is generally
considered “substantial”). <span style="mso-spacerun:yes"> </span>Before
submitting the manuscript, please read the Instructions for
Authors for Pattern Recognition journal (</span></font><a
href="https://www.elsevier.com/journals/pattern-recognition/0031-3203/guide-for-authors"
moz-do-not-send="true"><font size="3" face="Times New Roman"><span
style="font-size:12.0pt;font-family:"Times New
Roman",serif; mso-font-kerning:0pt">https://www.elsevier.com/journals/pattern-recognition/0031-3203/guide-for-authors</span></font></a><font
size="3" face="Times New Roman"><span
style="font-size:12.0pt;font-family:"Times New
Roman",serif; mso-font-kerning:0pt">). Authors should
also explain the relevance of their submission to the topic of
the SI in their submitted paper, and how their submission
advances the state of the art in the topic of the SI.</span></font></p>
<p class="MsoNormal"
style="mso-layout-grid-align:none;text-autospace:none"><font
size="3" face="Times New Roman"><span
style="font-size:12.0pt;font-family:"Times New
Roman",serif; mso-font-kerning:0pt"> </span></font></p>
<p class="MsoNormal" style="text-align:left;mso-layout-grid-align:
none;text-autospace:none" align="left"><b><font size="4"
face="Times New Roman"><span
style="font-size:15.0pt;font-family:"Times New
Roman",serif;mso-font-kerning: 0pt;font-weight:bold">Important
Dates</span></font></b></p>
<p class="MsoNormal" style="text-align:left;mso-layout-grid-align:
none;text-autospace:none" align="left"><font size="3" face="Times
New Roman"><span style="font-size:12.0pt;font-family:"Times
New Roman",serif;mso-font-kerning: 0pt">Submission
deadline: January 30, 2022</span></font></p>
<p class="MsoNormal" style="text-align:left;mso-layout-grid-align:
none;text-autospace:none" align="left"><font size="3" face="Times
New Roman"><span style="font-size:12.0pt;font-family:"Times
New Roman",serif;mso-font-kerning: 0pt">First review
notification: April 20, 2022</span></font></p>
<p class="MsoNormal" style="text-align:left;mso-layout-grid-align:
none;text-autospace:none" align="left"><font size="3" face="Times
New Roman"><span style="font-size:12.0pt;font-family:"Times
New Roman",serif;mso-font-kerning: 0pt">Revised
submission due: May 30, 2022</span></font></p>
<p class="MsoNormal" style="text-align:left;mso-layout-grid-align:
none;text-autospace:none" align="left"><font size="3" face="Times
New Roman"><span style="font-size:12.0pt;font-family:"Times
New Roman",serif;mso-font-kerning: 0pt">Final acceptance:
August 1, 2022</span></font></p>
<p class="MsoNormal" style="text-align:left;mso-layout-grid-align:
none;text-autospace:none" align="left"><font size="3" face="Times
New Roman"><span style="font-size:12.0pt;font-family:"Times
New Roman",serif;mso-font-kerning: 0pt"> </span></font></p>
<p class="MsoNormal" style="text-align:left;mso-layout-grid-align:
none;text-autospace:none" align="left"><b><font size="4"
face="Times New Roman"><span
style="font-size:15.0pt;font-family:"Times New
Roman",serif;mso-font-kerning: 0pt;font-weight:bold">Guest
Editors</span></font></b></p>
<p class="MsoListParagraph"
style="margin-left:21.0pt;text-indent:-21.0pt;
mso-char-indent-count:0;mso-list:l2 level1
lfo2;mso-layout-grid-align:none; text-autospace:none"><span
class="MsoHyperlink"><font size="3" face="Wingdings"
color="black"><span style="font-size:12.0pt;font-family:
Wingdings;mso-fareast-font-family:Wingdings;mso-bidi-font-family:Wingdings;
color:windowtext;mso-font-kerning:0pt;text-decoration:none;text-underline:none"><span
style="mso-list:Ignore"><font size="1" face="Times New
Roman"><span style="font:7.0pt "Times New
Roman""> </span></font></span></span></font></span><font
size="3" face="Times New Roman"><span
style="font-size:12.0pt;font-family:"Times New
Roman",serif; mso-font-kerning:0pt">Xu-Yao Zhang,
National Laboratory of Pattern Recognition, Institute of
Automation of Chinese Academy of Sciences. Email: </span></font><a
href="mailto:xyz@nlpr.ia.ac.cn" moz-do-not-send="true"><font
size="3" face="Times New Roman"><span
style="font-size:12.0pt;font-family:"Times New
Roman",serif;mso-font-kerning: 0pt">xyz@nlpr.ia.ac.cn</span></font></a><span
class="MsoHyperlink"><font size="3" face="Times New Roman"
color="black"><span style="font-size:12.0pt;font-family:
"Times New
Roman",serif;color:windowtext;mso-font-kerning:0pt;text-decoration:
none;text-underline:none"></span></font></span></p>
<p class="MsoListParagraph"
style="margin-left:21.0pt;text-indent:-21.0pt;
mso-char-indent-count:0;mso-list:l2 level1
lfo2;mso-layout-grid-align:none; text-autospace:none"><span
class="MsoHyperlink"><font size="3" face="Wingdings"
color="black"><span style="font-size:12.0pt;font-family:
Wingdings;mso-fareast-font-family:Wingdings;mso-bidi-font-family:Wingdings;
color:windowtext;mso-font-kerning:0pt;text-decoration:none;text-underline:none"><span
style="mso-list:Ignore"><font size="1" face="Times New
Roman"><span style="font:7.0pt "Times New
Roman""> </span></font></span></span></font></span><font
size="3" face="Times New Roman"><span
style="font-size:12.0pt;font-family:"Times New
Roman",serif; mso-font-kerning:0pt">Terrance E. Boult,
Vision and Security Technology Lab, University of Colorado
Colorado Springs. Email: </span></font><a
href="mailto:tboult@vast.uccs.edu" moz-do-not-send="true"><font
size="3" face="Times New Roman"><span
style="font-size:12.0pt;font-family:"Times New
Roman",serif;mso-font-kerning: 0pt">tboult@vast.uccs.edu</span></font></a><span
class="MsoHyperlink"><font size="3" face="Times New Roman"
color="black"><span style="font-size:12.0pt;
font-family:"Times New
Roman",serif;color:windowtext;mso-font-kerning:0pt;
text-decoration:none;text-underline:none"></span></font></span></p>
<p class="MsoListParagraph"
style="margin-left:21.0pt;text-indent:-21.0pt;
mso-char-indent-count:0;mso-list:l2 level1
lfo2;mso-layout-grid-align:none; text-autospace:none"><span
class="MsoHyperlink"><font size="3" face="Wingdings"
color="black"><span style="font-size:12.0pt;font-family:
Wingdings;mso-fareast-font-family:Wingdings;mso-bidi-font-family:Wingdings;
color:windowtext;mso-font-kerning:0pt;text-decoration:none;text-underline:none"><span
style="mso-list:Ignore"><font size="1" face="Times New
Roman"><span style="font:7.0pt "Times New
Roman""> </span></font></span></span></font></span><font
size="3" face="Times New Roman"><span
style="font-size:12.0pt;font-family:"Times New
Roman",serif; mso-font-kerning:0pt">Cheng-Lin Liu,
National Laboratory of Pattern Recognition, Institute of
Automation of Chinese Academy of Sciences. Email: </span></font><a
href="mailto:liucl@nlpr.ia.ac.cn" moz-do-not-send="true"><font
size="3" face="Times New Roman"><span
style="font-size:12.0pt;font-family:"Times New
Roman",serif;mso-font-kerning: 0pt">liucl@nlpr.ia.ac.cn</span></font></a><span
class="MsoHyperlink"><font size="3" face="Times New Roman"
color="black"><span style="font-size:12.0pt;
font-family:"Times New
Roman",serif;color:windowtext;mso-font-kerning:0pt;
text-decoration:none;text-underline:none"></span></font></span></p>
<p class="MsoListParagraph"
style="margin-left:21.0pt;text-indent:-21.0pt;
mso-char-indent-count:0;mso-list:l2 level1
lfo2;mso-layout-grid-align:none; text-autospace:none"><font
size="3" face="Wingdings"><span
style="font-size:12.0pt;font-family:Wingdings;mso-fareast-font-family:Wingdings;mso-bidi-font-family:Wingdings;mso-font-kerning:0pt"><span
style="mso-list: Ignore"><font size="1" face="Times New
Roman"><span style="font:7.0pt "Times New
Roman""> </span></font></span></span></font><font
size="3" face="Times New Roman"><span
style="font-size:12.0pt;font-family:"Times New
Roman",serif;mso-font-kerning: 0pt">Fabio Roli,
Department of Electrical and Electronic Engineering,
University of Cagliari, Italy. Email: </span></font><a
href="mailto:roli@diee.unica.it" moz-do-not-send="true"><font
size="3" face="Times New Roman"><span
style="font-size:12.0pt;font-family:"Times New
Roman",serif;mso-font-kerning: 0pt">roli@diee.unica.it</span></font></a><font
size="3" face="Times New Roman"><span
style="font-size:12.0pt;font-family:"Times New
Roman",serif;mso-font-kerning: 0pt"> </span></font></p>
<font size="3" face="Times New Roman"><span
style="font-size:12.0pt;font-family: "Times New
Roman",serif;mso-fareast-font-family:DengXian;mso-fareast-theme-font:minor-fareast;mso-font-kerning:0pt;mso-ansi-language:EN-US;mso-fareast-language:
ZH-CN;mso-bidi-language:AR-SA">Ching Yee Suen, Centre for
Pattern Recognition and Machine Intelligence, Concordia
University. Email: </span></font><font size="2" face="DengXian"><span
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<pre class="moz-signature" cols="72">--
Terrance E. Boult, Cell: (719)963-0573
El Pomar Prof. of Innovation and Security & Co-director Bachelor of Innovation
U. Colorado at Colorado Springs
IEEE Fellow</pre>
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