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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 style='text-align:justify'><span lang=EN-US style='color:black'>Dear</span><span lang=EN-US> Deep Learning, Computer Vision and <span style='color:black'>Autonomous Systems engineers, scientists, and enthusiasts,<o:p></o:p></span></span></p><p class=MsoPlainText style='text-align:justify'><span lang=EN-US style='color:black'><o:p> </o:p></span></p><p class=MsoNormal><span lang=EN-US style='color:black'>you are welcomed to register to the 202</span><span lang=EN-US>2<span style='color:black'> Summer e-School on </span>Deep Learning and Computer Vision<span style='color:black'>:<o:p></o:p></span></span></p><p class=MsoNormal><a href="https://icarus.csd.auth.gr/aiia-summer-school-2022"><span lang=EN-US>https://icarus.csd.auth.gr/aiia-summer-school-2022</span></a> <span lang=EN-US><o:p></o:p></span></p><p class=MsoNormal><span lang=EN-US style='color:black'>It will take place on </span><span lang=EN-US>22<span style='color:black'>-2</span>6<span style='color:black'>/</span>0<span style='color:black'>8/202</span>2<span style='color:black'> and will be hosted by the Artificial Intelligence and Information Analysis (AIIA) Lab, Aristotle University of Thessaloniki (AUTH), Thessaloniki, Greece. <o:p></o:p></span></span></p><p class=MsoNormal><span lang=EN-US style='color:black'><o:p> </o:p></span></p><p class=MsoNormal><span lang=EN-US style='color:black'>The summer e-school consists of two short e-courses:<o:p></o:p></span></p><p class=MsoNormal><span lang=EN-US style='color:black'>a) ‘</span><span lang=EN-US>Short Course on Deep Learning and Computer Vision 2022<span style='color:black'>’, </span>22<span style='color:black'>-</span>23rd<span style='color:black'> August 202</span>2, <span style='color:black'>having focus on </span>Computer Vision and Deep Learning<span style='color:black'> for autonomous drones, cars and marine vessels:<o:p></o:p></span></span></p><p class=MsoNormal><a href="http://icarus.csd.auth.gr/cvml-short-course-on-deep-learning-and-computer-vision-2022/"><span lang=EN-US>http://icarus.csd.auth.gr/cvml-short-course-on-deep-learning-and-computer-vision-2022/</span></a> <span lang=EN-US><o:p></o:p></span></p><p class=MsoNormal><span lang=EN-US style='color:black'>b) ‘</span><span lang=EN-US>Programming short course and workshop on Deep Learning and Computer Vision 2022<span style='color:black'>’, </span>24<span style='color:black'>-2</span>6<span style='color:black'>th August 202</span>2, with applications in digital media and <span style='color:black'>autonomous drones:</span><o:p></o:p></span></p><p class=MsoNormal><span lang=EN-US><a href="http://icarus.csd.auth.gr/cvml-programming-short-course-and-workshop-on-deep-learning-and-computer-vision-2022/">http://icarus.csd.auth.gr/cvml-programming-short-course-and-workshop-on-deep-learning-and-computer-vision-2022/</a><o:p></o:p></span></p><p class=MsoNormal><span lang=EN-US><o:p> </o:p></span></p><p class=MsoNormal><span lang=EN-US style='color:black'>You can follow the above-mentioned links for registration on either or both e-courses.<o:p></o:p></span></p><p class=MsoNormal><span lang=EN-US style='color:black'>For questions, please contact: Ioanna Koroni </span><span lang=EN-US><</span><a href="mailto:koroniioanna@csd.auth.gr"><span lang=EN-US>koroniioanna@csd.auth.gr</span></a><span lang=EN-US>><o:p></o:p></span></p><p class=MsoNormal><span lang=EN-US><o:p> </o:p></span></p><p class=MsoPlainText style='text-align:justify'><span lang=EN-US style='color:black'>The first e-course contains 1</span><span lang=EN-US>4<span style='color:black'> live lectures providing an in-depth presentation of computer vision and deep learning problems algorithms with applications on autonomous drones, cars and marine vessels</span> <span style='color:black'>(to be recorded).<o:p></o:p></span></span></p><p class=MsoPlainText style='text-align:justify'><span lang=EN-US style='color:black'>The second programming short e-course and workshop offers a mix of live lectures and programming workshops (hands-on lab exercises)</span><span lang=EN-US>.<o:p></o:p></span></p><p class=MsoPlainText style='text-align:justify'><span lang=EN-US>It <span style='color:black'>aims at developing registrants’ programming skills for Deep Learning and Computer Vision, with focus on drone imaging</span>/cinematography and digital media applications<span style='color:black'>.<o:p></o:p></span></span></p><p class=MsoPlainText style='text-align:justify'><span lang=EN-US style='color:black'><o:p> </o:p></span></p><p class=MsoPlainText style='text-align:justify'><span lang=EN-US style='color:black'>Both short e-courses are organized by Prof. I. Pitas, IEEE and EURASIP fellow, He is </span><span lang=EN-US>chair of the International AI Doctoral Academy (AIDA), <span style='color:black'>AUTH prime investigation for H2020 project</span>s<span style='color:black'> AerialCore</span> and AI4Media<span style='color:black'>, </span><o:p></o:p></span></p><p class=MsoPlainText style='text-align:justify'><span lang=EN-US>and <span style='color:black'>Director of the Artificial Intelligence and Information analysis Lab (AIIA Lab), Aristotle University of Thessaloniki, Greece</span>. He was <span style='color:black'>Chair of the IEEE SPS Autonomous Systems Initiative</span> and<o:p></o:p></span></p><p class=MsoPlainText style='text-align:justify'><span lang=EN-US style='color:black'>Coordinator of the European Horizon2020 R&D project Multidrone. He is ranked </span><span lang=EN-US>319<span style='color:black'> top Computer Science and Electronics Scientist internationally by </span>research.com<span style='color:black'> (20</span>2<span style='color:black'>).<o:p></o:p></span></span></p><p class=MsoPlainText style='text-align:justify'><span lang=EN-US style='color:black'><o:p> </o:p></span></p><p class=MsoPlainText style='text-align:justify'><span lang=EN-US style='color:black'>Aristotle University of Thessaloniki is the biggest University in Greece and in SE Europe. It is highly ranked internationally.<o:p></o:p></span></p><p class=MsoPlainText style='text-align:justify'><span lang=EN-US style='color:black'><o:p> </o:p></span></p><p class=MsoPlainText style='text-align:justify'><b><span lang=EN-US style='color:black'>Relevant links:<o:p></o:p></span></b></p><ol style='margin-top:0in' start=1 type=1><li class=MsoPlainText style='text-align:justify;mso-list:l2 level1 lfo1'><span lang=EN-US style='color:black'>European Horizon2020 R&D projects Aerial-Core: </span><a href="https://aerial-core.eu/"><span lang=EN-US>https://aerial-core.eu/</span></a><span lang=EN-US>, <span style='color:black'>Multidrone</span>: </span><a href="https://multidrone.eu/"><span lang=EN-US>https://multidrone.eu/</span></a><span lang=EN-US>, <span style='color:black'>AI4Media</span>: </span><a href="https://ai4media.eu/"><span lang=EN-US>https://ai4media.eu/</span></a><span lang=EN-US><o:p></o:p></span></li><li class=MsoPlainText style='text-align:justify;mso-list:l2 level1 lfo1'><span lang=EN-US style='color:black'>AIIA Lab: </span><a href="http://www.aiia.csd.auth.gr/"><span lang=EN-US>http://www.aiia.csd.auth.gr/</span></a><span lang=EN-US><o:p></o:p></span></li><li class=MsoPlainText style='text-align:justify;mso-list:l2 level1 lfo1'><span lang=EN-US style='color:black'>Prof. I. Pitas: </span><a href="https://scholar.google.gr/citations?user=lWmGADwAAAAJ&hl=el"><span lang=EN-US>https://scholar.google.gr/citations?user=lWmGADwAAAAJ&hl=el</span></a><span lang=EN-US><o:p></o:p></span></li></ol><p class=MsoPlainText style='text-align:justify'><span lang=EN-US><o:p> </o:p></span></p><p class=MsoPlainText style='text-align:justify'><span lang=EN-US><o:p> </o:p></span></p><p class=MsoPlainText style='text-align:justify'><b><span lang=EN-US style='color:black'>Course descriptions<o:p></o:p></span></b></p><p class=MsoPlainText style='text-align:justify'><b><span lang=EN-US style='color:black'><o:p> </o:p></span></b></p><p class=MsoPlainText style='text-align:justify'><b><span lang=EN-US style='color:black'>a) ‘</span></b><b><span lang=EN-US>Short Course on Deep Learning and Computer Vision 2022’, 22-23rd August 2022<span style='color:black'>.<o:p></o:p></span></span></b></p><p class=MsoPlainText style='text-align:justify'><span lang=EN-US><o:p> </o:p></span></p><p class=MsoNormal><a href="http://icarus.csd.auth.gr/cvml-short-course-on-deep-learning-and-computer-vision-2022/"><span lang=EN-US>http://icarus.csd.auth.gr/cvml-short-course-on-deep-learning-and-computer-vision-2022/</span></a> <o:p></o:p></p><p class=MsoNormal><span lang=EN-US><o:p> </o:p></span></p><p class=MsoPlainText style='text-align:justify'><span lang=EN-US><o:p> </o:p></span></p><p class=MsoNormal><b><span lang=EN-US style='color:black'>Part A (8 hours), Computer vision topic list<o:p></o:p></span></b></p><ol style='margin-top:0in' start=1 type=1><li class=MsoListParagraph style='color:black;margin-left:0in;mso-list:l3 level1 lfo2'><span lang=EN-US style='color:windowtext'>Introduction to autonomous systems</span><span lang=EN-US><o:p></o:p></span></li><li class=MsoListParagraph style='color:black;margin-left:0in;mso-list:l3 level1 lfo2'><span lang=EN-US style='color:windowtext'>C</span><span lang=EN-US>amera geometry<o:p></o:p></span></li><li class=MsoListParagraph style='margin-left:0in;mso-list:l3 level1 lfo2'><span lang=EN-US style='color:black'>Stereo and Multiview imaging</span><span lang=EN-US><o:p></o:p></span></li><li class=MsoListParagraph style='margin-left:0in;mso-list:l3 level1 lfo2'><span lang=EN-US>Introduction to multiple drone systems<o:p></o:p></span></li><li class=MsoListParagraph style='color:black;margin-left:0in;mso-list:l3 level1 lfo2'><span lang=EN-US style='color:windowtext'>Simultaneous </span><span lang=EN-US>Localization and </span><span lang=EN-US style='color:windowtext'>M</span><span lang=EN-US>apping<o:p></o:p></span></li><li class=MsoListParagraph style='margin-left:0in;mso-list:l3 level1 lfo2'><span lang=EN-US>Drone mission planning and control<o:p></o:p></span></li><li class=MsoListParagraph style='margin-left:0in;mso-list:l3 level1 lfo2'><span lang=EN-US style='color:black'>Introduction to autonomous marine vehicles</span><span lang=EN-US><o:p></o:p></span></li></ol><p class=MsoNormal><span lang=EN-US style='color:black'><o:p> </o:p></span></p><p class=MsoNormal><b><span lang=EN-US style='color:black'>Part B (8 hours) Deep learning topic list<o:p></o:p></span></b></p><ol style='margin-top:0in' start=1 type=1><li class=MsoListParagraph style='color:black;margin-left:0in;mso-list:l5 level1 lfo3'><span lang=EN-US>Multilayer perceptron. Backpropagation<o:p></o:p></span></li><li class=MsoListParagraph style='color:black;margin-left:0in;mso-list:l5 level1 lfo3'><span lang=EN-US>Deep neural networks. Convolutional NNs - Transformers<o:p></o:p></span></li><li class=MsoListParagraph style='color:black;margin-left:0in;mso-list:l5 level1 lfo3'><span lang=EN-US>Deep object detection<o:p></o:p></span></li><li class=MsoListParagraph style='color:black;margin-left:0in;mso-list:l5 level1 lfo3'><span lang=EN-US style='color:windowtext'>2D Visual </span><span lang=EN-US>Object </span><span lang=EN-US style='color:windowtext'>T</span><span lang=EN-US>racking<o:p></o:p></span></li><li class=MsoListParagraph style='margin-left:0in;mso-list:l5 level1 lfo3'><span lang=EN-US style='color:black'>Neural Slam</span><span lang=EN-US><o:p></o:p></span></li><li class=MsoListParagraph style='color:black;margin-left:0in;mso-list:l5 level1 lfo3'><span lang=EN-US style='color:windowtext'>CVML Software development tools</span><span lang=EN-US><o:p></o:p></span></li><li class=MsoListParagraph style='color:black;margin-left:0in;mso-list:l5 level1 lfo3'><span lang=EN-US style='color:windowtext'>Applications in car vision</span><span lang=EN-US><o:p></o:p></span></li></ol><p class=MsoNormal><span lang=EN-US style='color:black'><o:p> </o:p></span></p><p class=MsoPlainText><b><span lang=EN-US style='color:black'>b) ‘</span></b><b><span lang=EN-US>Programming short course and workshop on Deep Learning and Computer Vision 2022’, 24-26th August 2022.<o:p></o:p></span></b></p><p class=MsoPlainText><b><span lang=EN-US><o:p> </o:p></span></b></p><p class=MsoNormal><span lang=EN-US><a href="http://icarus.csd.auth.gr/cvml-programming-short-course-and-workshop-on-deep-learning-and-computer-vision-2022/">http://icarus.csd.auth.gr/cvml-programming-short-course-and-workshop-on-deep-learning-and-computer-vision-2022/</a><o:p></o:p></span></p><p class=MsoPlainText style='text-align:justify'><b><span lang=EN-US><o:p> </o:p></span></b></p><p class=MsoPlainText style='text-align:justify'><b><span lang=EN-US style='color:black'>Part A (8 hours), Deep learning and GPU programming sample topic list<o:p></o:p></span></b></p><ol style='margin-top:0in' start=1 type=1><li class=MsoListParagraph style='color:black;margin-left:0in;mso-list:l4 level1 lfo4'><span lang=EN-US>Introduction to autonomous systems<o:p></o:p></span></li><li class=MsoListParagraph style='color:black;margin-left:0in;mso-list:l4 level1 lfo4'><span lang=EN-US>Deep neural networks. Convolutional NNs<o:p></o:p></span></li><li class=MsoListParagraph style='color:black;margin-left:0in;mso-list:l4 level1 lfo4'><span lang=EN-US>Parallel GPU and multi-core CPU architectures – GPU programming<o:p></o:p></span></li><li class=MsoListParagraph style='color:black;margin-left:0in;mso-list:l4 level1 lfo4'><span lang=EN-US>Image classification with CNNs.<o:p></o:p></span></li><li class=MsoListParagraph style='margin-left:0in;mso-list:l4 level1 lfo4'><span lang=EN-US style='color:black'>CUDA programming</span><span lang=EN-US><o:p></o:p></span></li></ol><p class=MsoPlainText style='text-align:justify'><b><span lang=EN-US style='color:black'><o:p> </o:p></span></b></p><p class=MsoPlainText style='text-align:justify'><b><span lang=EN-US style='color:black'>Part B (8 hours), Deep Learning for Computer Vision sample topic list<o:p></o:p></span></b></p><ol style='margin-top:0in' start=1 type=1><li class=MsoListParagraph style='margin-left:0in;mso-list:l1 level1 lfo5'><span lang=EN-US>Deep learning for object/face detection<o:p></o:p></span></li><li class=MsoListParagraph style='margin-left:0in;mso-list:l1 level1 lfo5'><span lang=EN-US>2D object tracking<o:p></o:p></span></li><li class=MsoListParagraph style='margin-left:0in;mso-list:l1 level1 lfo5'><span lang=EN-US>PyTorch: Understand the core functionalities of an object detector. Training and deployment.<o:p></o:p></span></li><li class=MsoListParagraph style='margin-left:0in;mso-list:l1 level1 lfo5'><span lang=EN-US>OpenCV programming for object tracking<o:p></o:p></span></li></ol><p class=MsoPlainText style='text-align:justify'><span lang=EN-US style='color:black'><o:p> </o:p></span></p><p class=MsoPlainText style='text-align:justify'><b><span lang=EN-US style='color:black'>Part C (8 hours), Autonomous UAV cinematography sample topic list<o:p></o:p></span></b></p><ol style='margin-top:0in' start=1 type=1><li class=MsoListParagraph style='margin-left:0in;mso-list:l0 level1 lfo6'><span lang=EN-US>Video summarization</span><o:p></o:p></li><li class=MsoListParagraph style='margin-left:0in;mso-list:l0 level1 lfo6'><span lang=EN-US>UAV cinematography<o:p></o:p></span></li><li class=MsoListParagraph style='margin-left:0in;mso-list:l0 level1 lfo6'><span lang=EN-US>Video summarization with Pytorch<o:p></o:p></span></li><li class=MsoListParagraph style='margin-left:0in;mso-list:l0 level1 lfo6'><span lang=EN-US>Drone cinematography with Airsim<o:p></o:p></span></li></ol><p class=MsoNormal><span lang=EN-US style='color:black'><o:p> </o:p></span></p><p class=MsoNormal><span lang=EN-US style='color:black'><o:p> </o:p></span></p><p class=MsoNormal><span lang=EN-US style='color:black'>Sincerely yours<o:p></o:p></span></p><p class=MsoNormal><span lang=EN-US style='color:black'>Prof. I. Pitas <o:p></o:p></span></p><p class=MsoNormal><span lang=EN-US style='color:black'><o:p> </o:p></span></p><div id=DAB4FAD8-2DD7-40BB-A1B8-4E2AA1F9FDF2><p class=MsoNormal><span lang=EN-US><o:p> </o:p></span></p></div></div></body></html>