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Video Processing Applications

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Rakuten Group, Inc.
Rakuten Group, Inc.

Rakuten Technology Conference 2019

Technologie
1 von 9
November 9, 2019 Pablo Montalvo Rakuten Institute of Technology Paris Rakuten, Inc.
2 Deep Learning API { • Actions: walking, driving car • Object detected: building, bag, car • Tags: people, crowd A busy crossing
3 Full web API • Video player with predicted tags • Selection of posters picked from video Man Woman Woman Man Woman Man Woman Photo by Ivan Akimenko on Unsplash
4 Scene change detection Object detection Action Recognition Full web API Aesthetics module KTH human action dataset [Schuldt, Laptev and Caputo, Proc. ICPR'04, Cambridge, UK ]
5 Splits video automatically into meaningful segments
6 Bounding boxes of identified objects and people Deep Learning Icon made from http://www.onlinewebfonts.com. Icon Fonts is licensed by CC BY 3.0 // Photos by Ivan Akimenko on Unsplash Man Woman Woman Man Woman Man Woman
7 Deep Learning For video processing Marching Driving car Icon made from http://www.onlinewebfonts.com. Icon Fonts is licensed by CC BY 3.0
8 Deep Learning AVA photography contest Good + Average Bad Best frames from video advertisement Photo credits: © Duca696, Wikimedia commons, CC by-sa 3.0 Alex E. Proimos, CC-by-2.0 Icon made from http://www.onlinewebfonts.com. Icon Fonts is licensed by CC BY 3.0  Best ones to put on social media
Video Processing Applications

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Video Processing Applications

  • 1. November 9, 2019 Pablo Montalvo Rakuten Institute of Technology Paris Rakuten, Inc.
  • 2. 2 Deep Learning API { • Actions: walking, driving car • Object detected: building, bag, car • Tags: people, crowd A busy crossing
  • 3. 3 Full web API • Video player with predicted tags • Selection of posters picked from video Man Woman Woman Man Woman Man Woman Photo by Ivan Akimenko on Unsplash
  • 4. 4 Scene change detection Object detection Action Recognition Full web API Aesthetics module KTH human action dataset [Schuldt, Laptev and Caputo, Proc. ICPR'04, Cambridge, UK ]
  • 5. 5 Splits video automatically into meaningful segments
  • 6. 6 Bounding boxes of identified objects and people Deep Learning Icon made from http://www.onlinewebfonts.com. Icon Fonts is licensed by CC BY 3.0 // Photos by Ivan Akimenko on Unsplash Man Woman Woman Man Woman Man Woman
  • 7. 7 Deep Learning For video processing Marching Driving car Icon made from http://www.onlinewebfonts.com. Icon Fonts is licensed by CC BY 3.0
  • 8. 8 Deep Learning AVA photography contest Good + Average Bad Best frames from video advertisement Photo credits: © Duca696, Wikimedia commons, CC by-sa 3.0 Alex E. Proimos, CC-by-2.0 Icon made from http://www.onlinewebfonts.com. Icon Fonts is licensed by CC BY 3.0  Best ones to put on social media