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</o:shapelayout></xml><![endif]--></head><body lang=EL link="#0563C1" vlink="#954F72" style='word-wrap:break-word'><div class=WordSection1><p class=MsoPlainText><span lang=EN-US>Dear Machine Learning and Deep Neural Networks</span><span lang=EN-US style='color:windowtext'> </span><span lang=EN-US>engineers, scientists and enthusiasts,<o:p></o:p></span></p><p class=MsoPlainText><span lang=EN-US><o:p> </o:p></span></p><p class=MsoPlainText><span lang=EN-US>you are welcomed to register in </span><span lang=EN-US style='color:windowtext'>the <b>CVML Short e-course on ‘Deep Learning and Computer Vision’, 6-7</b></span><b><sup><span lang=EN-US>th</span></sup></b><b><span lang=EN-US> </span></b><b><span lang=EN-US style='color:windowtext'>October</span></b><b><span lang=EN-US> 2021: </span></b><span lang=EN-US style='color:windowtext'><a href="http://icarus.csd.auth.gr/cvml-short-course-on-deep-learning-and-computer-vision-for-autonomous-systems-2021/">http://icarus.csd.auth.gr/cvml-short-course-on-deep-learning-and-computer-vision-for-autonomous-systems-2021/</a><o:p></o:p></span></p><p class=MsoPlainText><b><span lang=EN-US style='color:windowtext'><o:p> </o:p></span></b></p><p class=MsoPlainText style='text-align:justify'><span lang=EN-US>It will take place as a </span><span lang=EN-US style='color:windowtext'>two-day </span><span lang=EN-US>e-course (due to COVID-19 circumstances), hosted by the Aristotle University of Thessaloniki (AUTH),</span><span lang=EN-US style='color:windowtext'> </span><span lang=EN-US>Thessaloniki, Greece, providing a series of live lectures delivered through</span><span lang=EN-US style='color:windowtext'> </span><span lang=EN-US>a tele-education platform</span><span lang=EN-US style='color:windowtext'> (Zoom)</span><span lang=EN-US>. They will be complemented with on-line video</span><span lang=EN-US style='color:windowtext'> </span><span lang=EN-US>recorded lectures and lecture pdfs, to facilitate international participants</span><span lang=EN-US style='color:windowtext'> </span><span lang=EN-US>having time difference issues and to enable </span><span lang=EN-US style='color:windowtext'>you </span><span lang=EN-US>to study at own pace.</span><span lang=EN-US style='color:windowtext'> </span><span lang=EN-US>You can also self-assess your knowledge</span><span lang=EN-US style='color:windowtext'>, </span><span lang=EN-US>by filling appropriate questionnaires (one per lecture). You will be provided programming to improve your programming skills</span><span lang=EN-US style='color:windowtext'>. You will also have accesses to tutorial </span><span lang=EN-US>exercises to better your theoretical understanding of selected CVML topics. </span><span lang=EN-US style='color:windowtext'><o:p></o:p></span></p><p class=MsoPlainText style='text-align:justify'><span lang=EN-US style='color:windowtext'>This 6<sup>th</sup> edition of this course is part of the very successful CVML short course series that took place in the last four years. <o:p></o:p></span></p><p class=MsoPlainText><span lang=EN-US style='color:windowtext'><o:p> </o:p></span></p><h1><span lang=EN-US style='font-size:11.0pt'>Course description ‘Deep Learning and Computer Vision’<o:p></o:p></span></h1><p class=MsoPlainText><span lang=EN-US>The short e-course consists of <b>16 1-hour </b></span><b><span lang=EN-US style='color:windowtext'>live </span></b><b><span lang=EN-US>lectures</span></b><span lang=EN-US> organized in two </span><span lang=EN-US style='color:windowtext'>P</span><span lang=EN-US>arts</span><span lang=EN-US style='color:windowtext'> </span><span lang=EN-US>(</span><span lang=EN-US style='color:windowtext'>1 Part </span><span lang=EN-US>per day):<o:p></o:p></span></p><p class=MsoNormal><b><span lang=EN-US>Part A lectures (8 hours)</span></b><span lang=EN-US> provide an in-depth presentation to autonomous systems imaging and the relevant architectures as well as a solid background on the necessary topics of computer vision (Image acquisition, camera geometry, Stereo and Multiview imaging, Mapping and Localization) and machine learning (Introduction to neural networks, Perceptron, backpropagation, Deep neural networks, Convolutional NNs).<o:p></o:p></span></p><p class=MsoNormal style='box-sizing: border-box;font-variant-ligatures: normal;font-variant-caps: normal;orphans: 2;widows: 2;-webkit-text-stroke-width: 0px;text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;word-spacing:0px'><b><span lang=EN-US>Part B lectures (8 hours)</span></b><span lang=EN-US> provide in-depth views of the various topics encountered in autonomous systems perception, ranging from vehicle localization and mapping, to Neural SLAM, target detection and tracking. Part B also contains application-oriented lectures on autonomous drones, cars and marine vessels, e.g., drone mission planning for cinematography and related applications (marine surveillance, infrastructure/building inspection, car vision).<o:p></o:p></span></p><p class=MsoNormal><b><span lang=EN-US><o:p> </o:p></span></b></p><p class=MsoNormal><a name="_Hlk60825748"><b><span lang=EN-US>Course lectures<o:p></o:p></span></b></a></p><span style='mso-bookmark:_Hlk60825748'></span><h6><strong><span lang=EN-US style='font-size:11.0pt;font-family:"Calibri",sans-serif;color:windowtext'>Part A: (first day, 8 lectures)</span></strong><b><span lang=EN-US style='font-size:11.0pt;font-family:"Calibri",sans-serif;color:windowtext'><o:p></o:p></span></b></h6><ol style='margin-top:0in' start=1 type=1><li class=MsoPlainText style='mso-list:l3 level1 lfo3'><span lang=EN-US style='color:windowtext'>Introduction to autonomous systems imaging</span><span lang=EN-US><o:p></o:p></span></li><li class=MsoPlainText style='color:windowtext;mso-list:l3 level1 lfo3'><span lang=EN-US><a href="http://icarus.csd.auth.gr/digital-image-and-videos"><span style='color:windowtext;text-decoration:none'>Digital Image and Videos</span></a><o:p></o:p></span></li><li class=MsoPlainText style='color:windowtext;mso-list:l3 level1 lfo3'><span lang=EN-US><a href="http://icarus.csd.auth.gr/camera-geometry/"><span style='color:windowtext;text-decoration:none'>Camera geometry</span></a><o:p></o:p></span></li><li class=MsoPlainText style='color:windowtext;mso-list:l3 level1 lfo3'><span lang=EN-US><a href="http://icarus.csd.auth.gr/stereo-and-multiview-imaging-lecture"><span style='color:windowtext;text-decoration:none'>Stereo and Multiview imaging</span></a><o:p></o:p></span></li><li class=MsoPlainText style='color:windowtext;mso-list:l3 level1 lfo3'><span lang=EN-US><a href="http://icarus.csd.auth.gr/artificial-neural-networks-perceptron-lecture"><span style='color:windowtext;text-decoration:none'>Introduction to Artificial Neural Networks. Perceptron</span></a><o:p></o:p></span></li><li class=MsoPlainText style='color:windowtext;mso-list:l3 level1 lfo3'><span lang=EN-US><a href="http://icarus.csd.auth.gr/multilayer-perceptron-backpropagation-lecture"><span style='color:windowtext;text-decoration:none'>Multilayer perceptron. Backpropagation</span></a><o:p></o:p></span></li><li class=MsoPlainText style='mso-list:l3 level1 lfo3'><span lang=EN-US style='color:windowtext'>Deep neural networks. <a href="http://icarus.csd.auth.gr/convolutional-neural-networks-lecture"><span style='color:windowtext;text-decoration:none'>Convolutional NNs</span></a></span><span lang=EN-US><o:p></o:p></span></li><li class=MsoPlainText style='color:windowtext;mso-list:l3 level1 lfo3'><span lang=EN-US>Introduction to multiple drone imaging<o:p></o:p></span></li></ol><h6><strong><span lang=EN-US style='font-size:11.0pt;font-family:"Calibri",sans-serif;color:windowtext'>Part B:</span></strong><b><span lang=EN-US style='font-size:11.0pt;font-family:"Calibri",sans-serif;color:windowtext'> <strong><span style='font-family:"Calibri",sans-serif'>(second day, 8 lectures)</span></strong></span></b><strong><span style='font-size:11.0pt;font-family:"Calibri",sans-serif'><o:p></o:p></span></strong></h6><ol style='margin-top:0in' start=1 type=1><li class=MsoPlainText style='mso-list:l2 level1 lfo6'><span lang=EN-US style='color:windowtext'><a href="http://icarus.csd.auth.gr/3d-robot-localization-and-mapping-lecture"><span style='color:windowtext;text-decoration:none'>Simultaneous Localization and Mapping</span></a></span><span lang=EN-US><o:p></o:p></span></li><li class=MsoPlainText style='mso-list:l2 level1 lfo6'><span lang=EN-US style='color:windowtext'><a href="http://icarus.csd.auth.gr/neural-slam-lecture/"><span style='color:windowtext;text-decoration:none'>Neural Slam</span></a></span><span lang=EN-US><o:p></o:p></span></li><li class=MsoPlainText style='mso-list:l2 level1 lfo6'><span lang=EN-US style='color:windowtext'><a href="http://icarus.csd.auth.gr/deep-object-detection-lecture"><span style='color:windowtext;text-decoration:none'>Deep Object Detection</span></a></span><o:p></o:p></li><li class=MsoPlainText style='mso-list:l2 level1 lfo6'><span lang=EN-US style='color:windowtext'>2D Visual Object Tracking</span><span lang=EN-US><o:p></o:p></span></li><li class=MsoPlainText style='color:windowtext;mso-list:l2 level1 lfo6'><span lang=EN-US>Drone mission planning and control<o:p></o:p></span></li><li class=MsoPlainText style='mso-list:l2 level1 lfo6'><span lang=EN-US style='color:windowtext'>Introduction to car vision</span><span lang=EN-US><o:p></o:p></span></li><li class=MsoPlainText style='mso-list:l2 level1 lfo6'><span lang=EN-US style='color:windowtext'>Introduction to autonomous marine vehicles</span><span lang=EN-US><o:p></o:p></span></li><li class=MsoPlainText style='color:windowtext;mso-list:l2 level1 lfo6'><span lang=EN-US>CVML Software Development Tools<o:p></o:p></span></li></ol><p class=MsoPlainText><b><span lang=EN-US style='color:windowtext'><o:p> </o:p></span></b></p><p class=MsoPlainText><b><span lang=EN-US style='color:windowtext'><o:p> </o:p></span></b></p><p class=MsoPlainText><b><span lang=EN-US>You can use the following link for course registration:<o:p></o:p></span></b></p><p class=MsoPlainText><span lang=EN-US style='color:windowtext'><a href="http://icarus.csd.auth.gr/cvml-short-course-on-deep-learning-and-computer-vision-for-autonomous-systems-2021/">http://icarus.csd.auth.gr/cvml-short-course-on-deep-learning-and-computer-vision-for-autonomous-systems-2021/</a><o:p></o:p></span></p><p class=MsoPlainText><span lang=EN-US style='color:windowtext'><o:p> </o:p></span></p><p class=MsoPlainText><span lang=EN-US>Lecture topics, sample lecture ppts and videos</span><span lang=EN-US style='color:windowtext'>, self-assessment questionnaires, programming exercises</span><span lang=EN-US> </span><span lang=EN-US style='color:windowtext'>and tutorial exercises </span><span lang=EN-US>can be found therein.<o:p></o:p></span></p><p class=MsoPlainText><span lang=EN-US>For questions, please contact: Ioanna Koroni <<a href="mailto:koroniioanna@csd.auth.gr">koroniioanna@csd.auth.gr</a>><o:p></o:p></span></p><p class=MsoPlainText><span lang=EN-US><o:p> </o:p></span></p><p class=MsoPlainText style='text-align:justify'><span lang=EN-US>The short course is organized by Prof. I. Pitas, IEEE and EURASIP fellow</span><span lang=EN-US style='color:windowtext'> and IEEE distinguished speaker. He is the coordinator</span><span lang=EN-US> of the EC funded </span><span lang=EN-US style='color:windowtext'>International </span><span lang=EN-US>AI </span><span lang=EN-US style='color:windowtext'>D</span><span lang=EN-US>octoral </span><span lang=EN-US style='color:windowtext'>Academy (<a href="http://www.i-aida.org/">AIDA</a>), that is co-sponsored by all 5 European AI R&D flagship projects (H2020 ICT48). He was initiator and first </span><span lang=EN-US>Chair of the IEEE SPS Autonomous Systems Initiative</span><span lang=EN-US style='color:windowtext'>. He is </span><span lang=EN-US>Director of the</span><span lang=EN-US style='color:windowtext'> </span><span lang=EN-US>Artificial Intelligence and Information analysis Lab (AIIA Lab), Aristotle</span><span lang=EN-US style='color:windowtext'> </span><span lang=EN-US>University of Thessaloniki, Greece</span><span lang=EN-US style='color:windowtext'>.</span><span lang=EN-US> </span><span lang=EN-US style='color:windowtext'>He was </span><span lang=EN-US>Coordinator of the European Horizon2020</span><span lang=EN-US style='color:windowtext'> </span><span lang=EN-US>R&D project Multidrone. He is ranked 249-top Computer Science and</span><span lang=EN-US style='color:windowtext'> </span><span lang=EN-US>Electronics scientist internationally by Guide2research (2018). He has 3</span><span lang=EN-US style='color:windowtext'>38</span><span lang=EN-US>00+ citations to his work and h-index 8</span><span lang=EN-US style='color:windowtext'>6</span><span lang=EN-US>+.</span><span lang=EN-US style='color:windowtext'><o:p></o:p></span></p><p class=MsoPlainText><span lang=EN-US style='color:windowtext'><o:p> </o:p></span></p><p class=MsoPlainText><span lang=EN-US>AUTH is ranked 153/182 internationally in Computer Science/Engineering,</span><span lang=EN-US style='color:windowtext'> </span><span lang=EN-US>respectively, in USNews ranking.</span><span lang=EN-US style='color:windowtext'><o:p></o:p></span></p><p class=MsoPlainText><span lang=EN-US><o:p> </o:p></span></p><p class=MsoPlainText><span lang=EN-US>Relevant links:<o:p></o:p></span></p><p class=MsoPlainText><span lang=EN-US>1) Prof. I. Pitas:<o:p></o:p></span></p><p class=MsoPlainText><span lang=EN-US><a href="https://scholar.google.gr/citations?user=lWmGADwAAAAJ&hl=el">https://scholar.google.gr/citations?user=lWmGADwAAAAJ&hl=el</a><o:p></o:p></span></p><p class=MsoPlainText><span lang=EN-US>2) Horizon2020 EU funded R&D project Aerial-Core: <a href="https://aerial-core.eu/">https://aerial-core.eu/</a><o:p></o:p></span></p><p class=MsoPlainText><span lang=EN-US>3) Horizon2020 EU funded R&D project Multidrone: <a href="https://multidrone.eu/">https://multidrone.eu/</a><o:p></o:p></span></p><p class=MsoPlainText><span lang=EN-US style='color:windowtext'>4) International </span><span lang=EN-US>AI </span><span lang=EN-US style='color:windowtext'>D</span><span lang=EN-US>octoral </span><span lang=EN-US style='color:windowtext'>Academy (AIDA): <a href="http://www.i-aida.org/">http://www.i-aida.org/</a><o:p></o:p></span></p><p class=MsoPlainText><span lang=EN-US style='color:windowtext'>5</span><span lang=EN-US>) Horizon2020 EU funded R&D project AI4Media: <a href="https://ai4media.eu/">https://ai4media.eu/</a><o:p></o:p></span></p><p class=MsoPlainText><span lang=EN-US style='color:windowtext'>6</span><span lang=EN-US>) AIIA Lab: <a href="https://aiia.csd.auth.gr/">https://aiia.csd.auth.gr/</a><o:p></o:p></span></p><p class=MsoPlainText><span lang=EN-US style='color:windowtext'><o:p> </o:p></span></p><p class=MsoPlainText><span lang=EN-US>Sincerely yours</span><span lang=EN-US style='color:windowtext'><o:p></o:p></span></p><p class=MsoPlainText><span lang=EN-US>Prof. I. Pitas<o:p></o:p></span></p><p class=MsoPlainText><span lang=EN-US>Director of the Artificial Intelligence and Information analysis Lab (AIIA</span><span lang=EN-US style='color:windowtext'> </span><span lang=EN-US>Lab)</span><span lang=EN-US style='color:windowtext'><o:p></o:p></span></p><p class=MsoPlainText><span lang=EN-US>Aristotle University of Thessaloniki, Greece<o:p></o:p></span></p><p class=MsoPlainText><span lang=EN-US><o:p> </o:p></span></p><p class=MsoPlainText><span lang=EN-US>Post scriptum: To stay current on CVML matters, you may want to register in the CVML email list, following instructions in: <a href="https://lists.auth.gr/sympa/info/cvml">https://lists.auth.gr/sympa/info/cvml</a></span><span lang=EN-US style='font-size:12.0pt;font-family:"Times New Roman",serif;color:windowtext'><o:p></o:p></span></p></div><div id="DAB4FAD8-2DD7-40BB-A1B8-4E2AA1F9FDF2"><br />
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