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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> Machine 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>1<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="http://icarus.csd.auth.gr/aiia-summer-school-on-autonomous-systems-2021/"><span lang=EN-US>http://icarus.csd.auth.gr/aiia-summer-school-on-autonomous-systems-2021/</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>23<span style='color:black'>-2</span>7<span style='color:black'>/</span>0<span style='color:black'>8/202</span>1<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 Computer Vision and Deep Learning 2021<span style='color:black'>’, </span>23<span style='color:black'>-</span>24<span style='color:black'>th August 202</span>1, <span style='color:black'>having focus on 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-for-autonomous-systems-2021/"><span lang=EN-US>http://icarus.csd.auth.gr/cvml-short-course-on-deep-learning-and-computer-vision-for-autonomous-systems-2021/</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 2021<span style='color:black'>’, </span>25<span style='color:black'>-2</span>7<span style='color:black'>th August 202</span>1, with applications in digital media and <span style='color:black'>autonomous drones:</span><o:p></o:p></span></p><p class=MsoNormal><a href="http://icarus.csd.auth.gr/cvml-programming-short-course-and-workshop-on-deep-learning-and-computer-vision-for-autonomous-systems-2021/"><span lang=EN-US>http://icarus.csd.auth.gr/cvml-programming-short-course-and-workshop-on-deep-learning-and-computer-vision-for-autonomous-systems-2021/</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=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 16 live (and recorded) lectures providing an in-depth presentation of computer vision and deep learning problems algorithms with applications on autonomous drones, cars and marine vessels.<o:p></o:p></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 (and recorded) lectures and programming workshops (hands-on lab exercises) and aims at developing registrants’ programming skills for Deep Learning and Computer Vision, with focus on drone imaging</span><span lang=EN-US>/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 AUTH prime investigation for H2020 project AerialCore, Coordinator of the European Horizon2020 R&D project Multidrone, Director of the Artificial Intelligence and Information analysis Lab (AIIA Lab), Aristotle University of Thessaloniki, Greece and Chair of the IEEE SPS Autonomous Systems Initiative. He is ranked 249 top Computer Science and Electronics Scientist internationally by Guide2research (2018).<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'><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 Computer Vision and Deep Learning 2021’, 23-24th August 2021<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-for-autonomous-systems-2021/"><span lang=EN-US>http://icarus.csd.auth.gr/cvml-short-course-on-deep-learning-and-computer-vision-for-autonomous-systems-2021/</span></a><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>Introduction to autonomous systems imaging<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'>Digital Image and Videos</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='color:black;margin-left:0in;mso-list:l3 level1 lfo2'><span lang=EN-US>Stereo and Multiview imaging<o:p></o:p></span></li><li class=MsoListParagraph style='color:black;margin-left:0in;mso-list:l3 level1 lfo2'><span lang=EN-US>Introduction to </span><span lang=EN-US style='color:windowtext'>Artificial N</span><span lang=EN-US>eural </span><span lang=EN-US style='color:windowtext'>N</span><span lang=EN-US>etworks. Perceptron<o:p></o:p></span></li><li class=MsoListParagraph style='color:black;margin-left:0in;mso-list:l3 level1 lfo2'><span lang=EN-US>Multilayer perceptron. Backpropagation<o:p></o:p></span></li><li class=MsoListParagraph style='color:black;margin-left:0in;mso-list:l3 level1 lfo2'><span lang=EN-US>Deep neural networks. Convolutional NNs<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 multiple drone imaging</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 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: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>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='color:black;margin-left:0in;mso-list:l5 level1 lfo3'><span lang=EN-US style='color:windowtext'>Drone mission planning and control</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>Introduction to car vision<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'>Introduction to autonomous marine vehicles</span><span lang=EN-US><o:p></o:p></span></li><li class=MsoListParagraph style='margin-left:0in;mso-list:l5 level1 lfo3'><span lang=EN-US>CVML Software development tools<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=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 2021’, 25-27th August 2021.<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><a href="http://icarus.csd.auth.gr/cvml-programming-short-course-and-workshop-on-deep-learning-and-computer-vision-for-autonomous-systems-2021/"><span lang=EN-US>http://icarus.csd.auth.gr/cvml-programming-short-course-and-workshop-on-deep-learning-and-computer-vision-for-autonomous-systems-2021/</span></a><span lang=EN-US><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>