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Computer Vision e Machine Learning Applicazioni e Sviluppi

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Fabio Galasso
Sapienza Università di Roma

Published in: Education
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  • DOWNLOAD THIS BOOKS INTO AVAILABLE FORMAT (2019 Update) ......................................................................................................................... ......................................................................................................................... Download Full PDF EBOOK here { https://soo.gd/irt2 } ......................................................................................................................... Download Full EPUB Ebook here { https://soo.gd/irt2 } ......................................................................................................................... Download Full doc Ebook here { https://soo.gd/irt2 } ......................................................................................................................... Download PDF EBOOK here { https://soo.gd/irt2 } ......................................................................................................................... Download EPUB Ebook here { https://soo.gd/irt2 } ......................................................................................................................... Download doc Ebook here { https://soo.gd/irt2 } ......................................................................................................................... ......................................................................................................................... ................................................................................................................................... eBook is an electronic version of a traditional print book THIS can be read by using a personal computer or by using an eBook reader. (An eBook reader can be a software application for use on a computer such as Microsoft's free Reader application, or a book-sized computer THIS is used solely as a reading device such as Nuvomedia's Rocket eBook.) Users can purchase an eBook on diskette or CD, but the most popular method of getting an eBook is to purchase a downloadable file of the eBook (or other reading material) from a Web site (such as Barnes and Noble) to be read from the user's computer or reading device. Generally, an eBook can be downloaded in five minutes or less ......................................................................................................................... .............. Browse by Genre Available eBooks .............................................................................................................................. Art, Biography, Business, Chick Lit, Children's, Christian, Classics, Comics, Contemporary, Cookbooks, Manga, Memoir, Music, Mystery, Non Fiction, Paranormal, Philosophy, Poetry, Psychology, Religion, Romance, Science, Science Fiction, Self Help, Suspense, Spirituality, Sports, Thriller, Travel, Young Adult, Crime, Ebooks, Fantasy, Fiction, Graphic Novels, Historical Fiction, History, Horror, Humor And Comedy, ......................................................................................................................... ......................................................................................................................... .....BEST SELLER FOR EBOOK RECOMMEND............................................................. ......................................................................................................................... Blowout: Corrupted Democracy, Rogue State Russia, and the Richest, Most Destructive Industry on Earth,-- The Ride of a Lifetime: Lessons Learned from 15 Years as CEO of the Walt Disney Company,-- Call Sign Chaos: Learning to Lead,-- StrengthsFinder 2.0,-- Stillness Is the Key,-- She Said: Breaking the Sexual Harassment Story THIS Helped Ignite a Movement,-- Atomic Habits: An Easy & Proven Way to Build Good Habits & Break Bad Ones,-- Everything Is Figureoutable,-- What It Takes: Lessons in the Pursuit of Excellence,-- Rich Dad Poor Dad: What the Rich Teach Their Kids About Money THIS the Poor and Middle Class Do Not!,-- The Total Money Makeover: Classic Edition: A Proven Plan for Financial Fitness,-- Shut Up and Listen!: Hard Business Truths THIS Will Help You Succeed, ......................................................................................................................... .........................................................................................................................
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  • DOWNLOAD THIS BOOKS INTO AVAILABLE FORMAT (2019 Update) ......................................................................................................................... ......................................................................................................................... Download Full PDF EBOOK here { https://soo.gd/irt2 } ......................................................................................................................... Download Full EPUB Ebook here { https://soo.gd/irt2 } ......................................................................................................................... Download Full doc Ebook here { https://soo.gd/irt2 } ......................................................................................................................... Download PDF EBOOK here { https://soo.gd/irt2 } ......................................................................................................................... Download EPUB Ebook here { https://soo.gd/irt2 } ......................................................................................................................... Download doc Ebook here { https://soo.gd/irt2 } ......................................................................................................................... ......................................................................................................................... ................................................................................................................................... eBook is an electronic version of a traditional print book THIS can be read by using a personal computer or by using an eBook reader. (An eBook reader can be a software application for use on a computer such as Microsoft's free Reader application, or a book-sized computer THIS is used solely as a reading device such as Nuvomedia's Rocket eBook.) Users can purchase an eBook on diskette or CD, but the most popular method of getting an eBook is to purchase a downloadable file of the eBook (or other reading material) from a Web site (such as Barnes and Noble) to be read from the user's computer or reading device. Generally, an eBook can be downloaded in five minutes or less ......................................................................................................................... .............. Browse by Genre Available eBooks .............................................................................................................................. Art, Biography, Business, Chick Lit, Children's, Christian, Classics, Comics, Contemporary, Cookbooks, Manga, Memoir, Music, Mystery, Non Fiction, Paranormal, Philosophy, Poetry, Psychology, Religion, Romance, Science, Science Fiction, Self Help, Suspense, Spirituality, Sports, Thriller, Travel, Young Adult, Crime, Ebooks, Fantasy, Fiction, Graphic Novels, Historical Fiction, History, Horror, Humor And Comedy, ......................................................................................................................... ......................................................................................................................... .....BEST SELLER FOR EBOOK RECOMMEND............................................................. ......................................................................................................................... Blowout: Corrupted Democracy, Rogue State Russia, and the Richest, Most Destructive Industry on Earth,-- The Ride of a Lifetime: Lessons Learned from 15 Years as CEO of the Walt Disney Company,-- Call Sign Chaos: Learning to Lead,-- StrengthsFinder 2.0,-- Stillness Is the Key,-- She Said: Breaking the Sexual Harassment Story THIS Helped Ignite a Movement,-- Atomic Habits: An Easy & Proven Way to Build Good Habits & Break Bad Ones,-- Everything Is Figureoutable,-- What It Takes: Lessons in the Pursuit of Excellence,-- Rich Dad Poor Dad: What the Rich Teach Their Kids About Money THIS the Poor and Middle Class Do Not!,-- The Total Money Makeover: Classic Edition: A Proven Plan for Financial Fitness,-- Shut Up and Listen!: Hard Business Truths THIS Will Help You Succeed, ......................................................................................................................... .........................................................................................................................
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  • DOWNLOAD THIS BOOKS INTO AVAILABLE FORMAT (2019 Update) ......................................................................................................................... ......................................................................................................................... Download Full PDF EBOOK here { https://soo.gd/irt2 } ......................................................................................................................... Download Full EPUB Ebook here { https://soo.gd/irt2 } ......................................................................................................................... Download Full doc Ebook here { https://soo.gd/irt2 } ......................................................................................................................... Download PDF EBOOK here { https://soo.gd/irt2 } ......................................................................................................................... Download EPUB Ebook here { https://soo.gd/irt2 } ......................................................................................................................... Download doc Ebook here { https://soo.gd/irt2 } ......................................................................................................................... ......................................................................................................................... ................................................................................................................................... eBook is an electronic version of a traditional print book THIS can be read by using a personal computer or by using an eBook reader. (An eBook reader can be a software application for use on a computer such as Microsoft's free Reader application, or a book-sized computer THIS is used solely as a reading device such as Nuvomedia's Rocket eBook.) Users can purchase an eBook on diskette or CD, but the most popular method of getting an eBook is to purchase a downloadable file of the eBook (or other reading material) from a Web site (such as Barnes and Noble) to be read from the user's computer or reading device. Generally, an eBook can be downloaded in five minutes or less ......................................................................................................................... .............. Browse by Genre Available eBooks .............................................................................................................................. Art, Biography, Business, Chick Lit, Children's, Christian, Classics, Comics, Contemporary, Cookbooks, Manga, Memoir, Music, Mystery, Non Fiction, Paranormal, Philosophy, Poetry, Psychology, Religion, Romance, Science, Science Fiction, Self Help, Suspense, Spirituality, Sports, Thriller, Travel, Young Adult, Crime, Ebooks, Fantasy, Fiction, Graphic Novels, Historical Fiction, History, Horror, Humor And Comedy, ......................................................................................................................... ......................................................................................................................... .....BEST SELLER FOR EBOOK RECOMMEND............................................................. ......................................................................................................................... Blowout: Corrupted Democracy, Rogue State Russia, and the Richest, Most Destructive Industry on Earth,-- The Ride of a Lifetime: Lessons Learned from 15 Years as CEO of the Walt Disney Company,-- Call Sign Chaos: Learning to Lead,-- StrengthsFinder 2.0,-- Stillness Is the Key,-- She Said: Breaking the Sexual Harassment Story THIS Helped Ignite a Movement,-- Atomic Habits: An Easy & Proven Way to Build Good Habits & Break Bad Ones,-- Everything Is Figureoutable,-- What It Takes: Lessons in the Pursuit of Excellence,-- Rich Dad Poor Dad: What the Rich Teach Their Kids About Money THIS the Poor and Middle Class Do Not!,-- The Total Money Makeover: Classic Edition: A Proven Plan for Financial Fitness,-- Shut Up and Listen!: Hard Business Truths THIS Will Help You Succeed, ......................................................................................................................... .........................................................................................................................
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  • DOWNLOAD THIS BOOKS INTO AVAILABLE FORMAT (2019 Update) ......................................................................................................................... ......................................................................................................................... Download Full PDF EBOOK here { https://soo.gd/irt2 } ......................................................................................................................... Download Full EPUB Ebook here { https://soo.gd/irt2 } ......................................................................................................................... Download Full doc Ebook here { https://soo.gd/irt2 } ......................................................................................................................... Download PDF EBOOK here { https://soo.gd/irt2 } ......................................................................................................................... Download EPUB Ebook here { https://soo.gd/irt2 } ......................................................................................................................... Download doc Ebook here { https://soo.gd/irt2 } ......................................................................................................................... ......................................................................................................................... ................................................................................................................................... eBook is an electronic version of a traditional print book THIS can be read by using a personal computer or by using an eBook reader. (An eBook reader can be a software application for use on a computer such as Microsoft's free Reader application, or a book-sized computer THIS is used solely as a reading device such as Nuvomedia's Rocket eBook.) Users can purchase an eBook on diskette or CD, but the most popular method of getting an eBook is to purchase a downloadable file of the eBook (or other reading material) from a Web site (such as Barnes and Noble) to be read from the user's computer or reading device. Generally, an eBook can be downloaded in five minutes or less ......................................................................................................................... .............. Browse by Genre Available eBooks .............................................................................................................................. Art, Biography, Business, Chick Lit, Children's, Christian, Classics, Comics, Contemporary, Cookbooks, Manga, Memoir, Music, Mystery, Non Fiction, Paranormal, Philosophy, Poetry, Psychology, Religion, Romance, Science, Science Fiction, Self Help, Suspense, Spirituality, Sports, Thriller, Travel, Young Adult, Crime, Ebooks, Fantasy, Fiction, Graphic Novels, Historical Fiction, History, Horror, Humor And Comedy, ......................................................................................................................... ......................................................................................................................... .....BEST SELLER FOR EBOOK RECOMMEND............................................................. ......................................................................................................................... Blowout: Corrupted Democracy, Rogue State Russia, and the Richest, Most Destructive Industry on Earth,-- The Ride of a Lifetime: Lessons Learned from 15 Years as CEO of the Walt Disney Company,-- Call Sign Chaos: Learning to Lead,-- StrengthsFinder 2.0,-- Stillness Is the Key,-- She Said: Breaking the Sexual Harassment Story THIS Helped Ignite a Movement,-- Atomic Habits: An Easy & Proven Way to Build Good Habits & Break Bad Ones,-- Everything Is Figureoutable,-- What It Takes: Lessons in the Pursuit of Excellence,-- Rich Dad Poor Dad: What the Rich Teach Their Kids About Money THIS the Poor and Middle Class Do Not!,-- The Total Money Makeover: Classic Edition: A Proven Plan for Financial Fitness,-- Shut Up and Listen!: Hard Business Truths THIS Will Help You Succeed, ......................................................................................................................... .........................................................................................................................
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Computer Vision e Machine Learning Applicazioni e Sviluppi

  1. 1. Intelligenza Artificiale nella PA: esperienze e prospettive Roma, 5 Novembre 2019 h. 9.00-13.30 organizzato e promosso da www.prsmonitor.euwww.di.uniroma1.itwww.miur.gov.it Computer Vision e Machine Learning Applicazioni e Sviluppi Fabio Galasso Sapienza Università di Roma
  2. 2. Fabio Galasso Computer Vision e Machine Learning; Applicazioni e Sviluppi | 5 November 2019 2 Successes of computer vision and machine learning Courtesy of A. Torralba, @ICVSS’18
  3. 3. Fabio Galasso Computer Vision e Machine Learning; Applicazioni e Sviluppi | 5 November 2019 3 Visual Recognition Tasks Courtesy of G. Gkioxari, @ICVSS’18
  4. 4. Fabio Galasso Computer Vision e Machine Learning; Applicazioni e Sviluppi | 5 November 2019 4 Progress in Visual Recognition • Mask R-CNN, best paper award @ICCV’17
  5. 5. Fabio Galasso Computer Vision e Machine Learning; Applicazioni e Sviluppi | 5 November 2019 5 Progress in Visual Recognition • Mask R-CNN, best paper award @ICCV’17 Applied to pose estimation
  6. 6. Fabio Galasso Computer Vision e Machine Learning; Applicazioni e Sviluppi | 5 November 2019 6 Challenges in Visual Recognition • Detection performance • Visual recognition is far from solved Courtesy of G. Gkioxari, @ICVSS’18
  7. 7. Fabio Galasso Computer Vision e Machine Learning; Applicazioni e Sviluppi | 5 November 2019 7 Promising Research Pathway • Deep Neural Networks match the intuition.. and a part of our brain Learning Hierarchical Representations of Object Categories for Robot Vision. Leonardis, Fidler. 2007 Backpropagation Applied to Handwritten Zip Code Recognition. LeCun et al. 1989
  8. 8. Fabio Galasso Computer Vision e Machine Learning; Applicazioni e Sviluppi | 5 November 2019 8 Outline • Research background • Innovation transfer • Research highlights
  9. 9. Fabio Galasso Computer Vision e Machine Learning; Applicazioni e Sviluppi | 5 November 2019 9 Outline • Research background • Innovation transfer • Research highlights
  10. 10. Fabio Galasso Computer Vision e Machine Learning; Applicazioni e Sviluppi | 5 November 2019 10 • 2005-2009 PhD in Engineering • 2009-2011 PDoc Researcher Image sources: https://www.telegraph.co.uk/news/uknews/12045089/Cambridge-University-students-glorify-rape-and-play-stand-up-if-you-hate-the-poor-during-society-meetings.html
  11. 11. Fabio Galasso Computer Vision e Machine Learning; Applicazioni e Sviluppi | 5 November 2019 11 Textures and 3D reconstruction BMVC’07, ISVC’07, ISVC’08, CVPR’09 • Leverage texture to recover the shape In controlled environments In the “wild”
  12. 12. Fabio Galasso Computer Vision e Machine Learning; Applicazioni e Sviluppi | 5 November 2019 12 Label propagation and video analysis CVPR’10, ICCV’11 • Model videos with a graphical model • First label propagation
  13. 13. Fabio Galasso Computer Vision e Machine Learning; Applicazioni e Sviluppi | 5 November 2019 13 • 2011-2014 PDoc Research Associate Image source: https://www2.cs.uni-saarland.de/forschung-research/forschungsinstitutionen/index.html
  14. 14. Fabio Galasso Computer Vision e Machine Learning; Applicazioni e Sviluppi | 5 November 2019 14 Video segmentation ACCV’12, ICCV’13, ACCV’16 • Learn from videos to mimic the human perception Spectral graph reductionVideo Ground truth Ours Segm. propagation Grundmann et al. CVPR’10
  15. 15. Fabio Galasso Computer Vision e Machine Learning; Applicazioni e Sviluppi | 5 November 2019 15 Clustering with graphs CVPR’14, GCPR’14, CVPR’15 • Learn graph representations for videos • Learn grouping constraints • Prove equivalence of graph reductions Pixel/voxel Graph for a video Superpixel Frame
  16. 16. Fabio Galasso Computer Vision e Machine Learning; Applicazioni e Sviluppi | 5 November 2019 16 Outline • Research background • Innovation transfer • Research highlights
  17. 17. Fabio Galasso Computer Vision e Machine Learning; Applicazioni e Sviluppi | 5 November 2019 17 • 2014-2019 R&D Manager Head of Computer Vision Dept Image source: https://www.handelsblatt.com/unternehmen/industrie/lichtkonzern-osram-tief-in-den-roten-zahlen/24855322.html
  18. 18. Fabio Galasso Computer Vision e Machine Learning; Applicazioni e Sviluppi | 5 November 2019 18 Business potential • Light is everywhere people are • Cameras are small and mass produced • Cameras enable several use cases Presence detection for automatic switch on/off People localization for counting Gesture recognition for human-light interaction Activity recognition for automatic lighting setup Light estimation for calibration People tracking for pattern recognition in shops People identification for personalized lighting … Image sources: https://www.amazon.it/Victorinox-Swisschamp-Coltello-colore-Rosso/dp/B0001GS19U/ https://www.wallpaperflare.com/city-skyline-during-nighttime-wallpaper-82253 https://www.calonassociates.com/faq-occupancy-detection---what-is-the https://www.amazon.es/Port%C3%A1til-Interior-Nocturna-Vigilancia-Movimiento/dp/B07T6DVX2S
  19. 19. Fabio Galasso Computer Vision e Machine Learning; Applicazioni e Sviluppi | 5 November 2019 19 Business potential • Light is everywhere people are • Cameras are small and mass produced Image sources: https://www.amazon.it/Victorinox-Swisschamp-Coltello-colore-Rosso/dp/B0001GS19U/ https://www.wallpaperflare.com/city-skyline-during-nighttime-wallpaper-82253 https://www.calonassociates.com/faq-occupancy-detection---what-is-the https://www.amazon.es/Port%C3%A1til-Interior-Nocturna-Vigilancia-Movimiento/dp/B07T6DVX2S
  20. 20. Fabio Galasso Computer Vision e Machine Learning; Applicazioni e Sviluppi | 5 November 2019 20 Business potential • Light is everywhere people are • Cameras are small and mass produced • Cameras enable several use cases Presence detection for automatic switch on/off People localization for counting Gesture recognition for human-light interaction Activity recognition for automatic lighting setup Light estimation for calibration People tracking for pattern recognition in shops People identification for personalized lighting … Image sources: https://www.amazon.it/Victorinox-Swisschamp-Coltello-colore-Rosso/dp/B0001GS19U/ https://www.wallpaperflare.com/city-skyline-during-nighttime-wallpaper-82253 https://www.calonassociates.com/faq-occupancy-detection---what-is-the https://www.amazon.es/Port%C3%A1til-Interior-Nocturna-Vigilancia-Movimiento/dp/B07T6DVX2S
  21. 21. Fabio Galasso Computer Vision e Machine Learning; Applicazioni e Sviluppi | 5 November 2019 21 Occupancy detection for lighting control • Top-view people detection is challenging Image source: screenshot from Google image search
  22. 22. Fabio Galasso Computer Vision e Machine Learning; Applicazioni e Sviluppi | 5 November 2019 22 Occupancy detection for lighting control • Top-view people detection is challenging • It requires Specific modelling Specific data Data annotations Image source: screenshot from Google image search
  23. 23. Fabio Galasso Computer Vision e Machine Learning; Applicazioni e Sviluppi | 5 November 2019 23 From Conception to Market • All that glitters is not gold Is it worth it? May that really be solved? Courtesy of G. Gkioxari, @ICVSS’18 Image sources: https://www.sdmmag.com/articles/93743-wireless-cameras-rising-in-popularity https://conrad.ru/catalog/datchiki_dvigeniya/1485335/, https://ruwimgt.pw/google-vision-kit-face-recognition.html https://www.theverge.com/circuitbreaker/2016/5/16/11682468/raspberry-pi-zero-camera-connector
  24. 24. Fabio Galasso Computer Vision e Machine Learning; Applicazioni e Sviluppi | 5 November 2019 24 From Conception to Market • All that glitters is not gold Is it worth it? May that really be solved? Would people accept it? Image sources: https://www.sdmmag.com/articles/93743-wireless-cameras-rising-in-popularity https://conrad.ru/catalog/datchiki_dvigeniya/1485335/, https://ruwimgt.pw/google-vision-kit-face-recognition.html https://www.theverge.com/circuitbreaker/2016/5/16/11682468/raspberry-pi-zero-camera-connector
  25. 25. Fabio Galasso Computer Vision e Machine Learning; Applicazioni e Sviluppi | 5 November 2019 25 Marketing AI may require a change in perspective Image source: https://panpica.pw/learn-to-embrace-the-storms-of-your-life-meaning.html
  26. 26. Fabio Galasso Computer Vision e Machine Learning; Applicazioni e Sviluppi | 5 November 2019 26 Pick the “Right” Market • Typical spendings in a building 29 €/m2 290 €/m2 2900 €/m2 Courtesy of www.visn.io
  27. 27. Fabio Galasso Computer Vision e Machine Learning; Applicazioni e Sviluppi | 5 November 2019 27 VISN • Optimize the rented space Courtesy of www.visn.io
  28. 28. Fabio Galasso Computer Vision e Machine Learning; Applicazioni e Sviluppi | 5 November 2019 28 VISN • Optimize the rented space Courtesy of www.visn.io
  29. 29. Fabio Galasso Computer Vision e Machine Learning; Applicazioni e Sviluppi | 5 November 2019 29 VISN • Optimize the rented space • Create a more efficient environment for employees Find the perfect workspace Find your co-workers Courtesy of www.visn.io
  30. 30. Fabio Galasso Computer Vision e Machine Learning; Applicazioni e Sviluppi | 5 November 2019 30 A success story • Recognition by field experts • Recognition by customers • Now on sale, also with thermal cameras Courtesy of www.visn.io
  31. 31. Fabio Galasso Computer Vision e Machine Learning; Applicazioni e Sviluppi | 5 November 2019 31 Outline • Research background • Innovation transfer • Research highlights People forecasting (WACV’18, CVPR’18, TPAMI’19) Person re-identification and search
  32. 32. Fabio Galasso Computer Vision e Machine Learning; Applicazioni e Sviluppi | 5 November 2019 32 Forecasting • Human-robot interaction Image sources: https://www.grasp.upenn.edu/projects/haptics-human-robot-interaction http://www.woostercollective.com/post/3d-optical-illusion-painted-on-street-to-make-drivers-slow-down
  33. 33. Fabio Galasso Computer Vision e Machine Learning; Applicazioni e Sviluppi | 5 November 2019 33 Forecasting • Human-robot interaction • Long-term tracking across occlusions Image sources: https://www.grasp.upenn.edu/projects/haptics-human-robot-interaction http://www.woostercollective.com/post/3d-optical-illusion-painted-on-street-to-make-drivers-slow-down
  34. 34. Fabio Galasso Computer Vision e Machine Learning; Applicazioni e Sviluppi | 5 November 2019 34 Forecasting • Human-robot interaction • Long-term tracking across occlusions • Safety of autonomous vehicles Image sources: https://www.grasp.upenn.edu/projects/haptics-human-robot-interaction http://www.woostercollective.com/post/3d-optical-illusion-painted-on-street-to-make-drivers-slow-down
  35. 35. Fabio Galasso Computer Vision e Machine Learning; Applicazioni e Sviluppi | 5 November 2019 35 Also with Forecasting • Weather and natural disasters, e.g. earthquakes • Market trends • Critical pressure of a power plant • Gas supply and demand • … Image sources: http://www.vestinet.rs/pogledi/ozbiljno-upozorenje-naucnika-u-2018-ocekujte-razorne-zemljotrese-evo-gde-ce-biti-najgore-video https://allstarcharts.com/monthlysjune2018/, https://www.thetimes.co.uk/article/national-gas-alert-as-prices-soar-08xjfqc8q
  36. 36. Fabio Galasso Computer Vision e Machine Learning; Applicazioni e Sviluppi | 5 November 2019 36 More on the Gaze
  37. 37. Fabio Galasso Computer Vision e Machine Learning; Applicazioni e Sviluppi | 5 November 2019 37 Head Pose and Motion People watch their steps
  38. 38. Fabio Galasso Computer Vision e Machine Learning; Applicazioni e Sviluppi | 5 November 2019 38 Head-pose • Key to people attention
  39. 39. Fabio Galasso Computer Vision e Machine Learning; Applicazioni e Sviluppi | 5 November 2019 39 When the Head Pose Diverges
  40. 40. Fabio Galasso Computer Vision e Machine Learning; Applicazioni e Sviluppi | 5 November 2019 40 MX-LSTM • Use people velocity and head pose jointly • To forecast people motion • In line with sociological findings and data statistics
  41. 41. Fabio Galasso Computer Vision e Machine Learning; Applicazioni e Sviluppi | 5 November 2019 41 MX-LSTM Social Pooling • Leverage head pose for person-person interaction
  42. 42. Fabio Galasso Computer Vision e Machine Learning; Applicazioni e Sviluppi | 5 November 2019 42 Social LSTM Vs MX-LSTM Prior work (Social-LSTM) Our MX-LSTM
  43. 43. Fabio Galasso Computer Vision e Machine Learning; Applicazioni e Sviluppi | 5 November 2019 43 Outline • Research background • Innovation transfer • Research highlights People forecasting Person re-identification and search (CVPR’19, BMVC’19)
  44. 44. Fabio Galasso Computer Vision e Machine Learning; Applicazioni e Sviluppi | 5 November 2019 44 Re-identification • Find the queried person in a gallery of cropped samples Query Gallery
  45. 45. Fabio Galasso Computer Vision e Machine Learning; Applicazioni e Sviluppi | 5 November 2019 45 Person Search • Find a queried person within a gallery of images (detection + re-id) GalleryQuery
  46. 46. Fabio Galasso Computer Vision e Machine Learning; Applicazioni e Sviluppi | 5 November 2019 46 Motivation for Person Search • Surveillance • Long-term tracking across-views • Novel algorithms for granting access Image source: https://research.qut.edu.au/saivt/research-projects/person-re-identification-using-soft-biometrics/
  47. 47. Fabio Galasso Computer Vision e Machine Learning; Applicazioni e Sviluppi | 5 November 2019 47 New State-of-the-art at CVPR’19 and BMVC’19 • Strong quantitative and qualitative results Query Retrieved Query Retrieved
  48. 48. Fabio Galasso Computer Vision e Machine Learning; Applicazioni e Sviluppi | 5 November 2019 48 Outline • Research background • Innovation transfer • Research highlights
  49. 49. Fabio Galasso Computer Vision e Machine Learning; Applicazioni e Sviluppi | 5 November 2019 49 Conclusions • Computer vision and machine learning undergo great progress, but need more research • Innovation based on AI may be the new oil, but it requires deep technical, financial and social awareness • With progress, more potential unlock Autonomous cars Collaborative robots Safer cities and factories
  50. 50. Fabio Galasso Computer Vision e Machine Learning; Applicazioni e Sviluppi | 5 November 2019 50 Conclusions • Computer vision and machine learning undergo great progress, but need more research • Innovation based on AI may be the new oil, but it requires deep technical, financial and social awareness Image sources: https://towardsdatascience.com/data-is-the-new-oil-f11440e80dd0 https://capital.com/dividend-investing-for-outsized-returns, https://www.webgyoronline.com/
  51. 51. Fabio Galasso Computer Vision e Machine Learning; Applicazioni e Sviluppi | 5 November 2019 51 Conclusions • Computer vision and machine learning undergo great progress, but need more research • Innovation based on AI may be the new oil, but it requires deep technical, financial and social awareness • With progress, more potential unlock Autonomous cars Collaborative robots Safer cities and factories Image sources: https://towardsdatascience.com/data-is-the-new-oil-f11440e80dd0 https://capital.com/dividend-investing-for-outsized-returns, https://www.webgyoronline.com/
  52. 52. Intelligenza Artificiale nella PA: esperienze e prospettive Roma, 5 Novembre 2019 h. 9.00-13.30 organizzato e promosso da www.prsmonitor.euwww.di.uniroma1.itwww.miur.gov.it Thank you Fabio Galasso Sapienza Università di Roma Disclaimer: the opinions expressed in this presentation and in these slides are solely those of the presenter.

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