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Metadata Driven TV
Content Re-Purposing
and Re-Publication
Lyndon Nixon, MODUL Technology
EBU MDN 2020, 9/6/2020
Viewing of linear broadcastTV is
decreasing while time spent with digital
content on CatchupTV, on-demand OTT or
social media rises.
Broadcaster audiences are fragmented
across digital channels and digital channels
are full of competing content offers for
their limited attention.
TheTV industry is still catching up with
their online competition in the use ofWeb
technology: user tracking, personalisation
and targeting.
ReTV develops aTrans-Vector Platform
(TVP) to analyse content across all channels
and “publish to all media vectors with the
effort of one”
End UserTools Enabled ByTheTVP
Topics Compass: what are the trending topics to
publish about?
Topics Compass metadata: keywords and entities
International news articles
Online pages aboutTV content on
broadcasters Websites
Social media accounts aboutTV
content
TV Program information from EPG
data
Related content (mentioning aTV
program) from social media
Success metrics: frequency, impact, sentiment and
WYSDOM
Prediction: what is the best topic to choose on a future
date?
Our events and anniversaries API highlights
important events and anniversaries on a specific
date.
TheTopics Compass can identify time references
in documents and aggregate those documents
that refer to a specific date
Prediction: what is the best date to choose for a future
topic?
Topics Compass 5min demo
Content Wizard: what content do I publish to get the
audience‘s attention?
Content Wizard: re-purposing content for the channel
Video summarization
13
1. Video length restrictions (e.g. social media)
2. According to topic(s) (predicted to optimise success)
3. Guided by purpose (e.g. trailer to promote future content, highlights of past content)
The SUM-GAN model
•Idea: learn keyframe selection by minimizing the
distance between the deep feature representations of
the original video and a reconstructed version
•Problem: how to define a good distance?
•Solution: train a discriminator network (GAN)!
•Goal: train Summarizer to maximally confuse the
discriminator when distinguishing the original from the
reconstructed video.
Content Wizard: recommending when to schedule the
publication
Content Wizard: 5min demo
4u2: how viewers can access new personalised services
with your content
4u2: how viewers can access new personalised services
with your content
4u2: 5min demo
The ReTV Stakeholder Forum is your
opportunity to engage with us, be first
to get updates and have the opportunity
to test our tools and applications!
I am here all day for live demos of any of
the ReTV tools – just send me a message
in Skype (lyndonjbnixon) / e-mail
(lyndon.nixon@modul.ac.at)
Sign up for the ReTV Newsletter and get
an update every few months from us!
@ReTV_EU Facebook: ReTVeuwww.ReTV-Project.eu Instagram: retv_project
Dr. Lyndon Nixon
ReTV Project Coordinator
info@retv-project.eu
@ReTV_EU @ReTVeu
ReTV Project retv_project

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ReTV at EBU MDN Workshop 2020

  • 1. Metadata Driven TV Content Re-Purposing and Re-Publication Lyndon Nixon, MODUL Technology EBU MDN 2020, 9/6/2020
  • 2. Viewing of linear broadcastTV is decreasing while time spent with digital content on CatchupTV, on-demand OTT or social media rises. Broadcaster audiences are fragmented across digital channels and digital channels are full of competing content offers for their limited attention. TheTV industry is still catching up with their online competition in the use ofWeb technology: user tracking, personalisation and targeting.
  • 3. ReTV develops aTrans-Vector Platform (TVP) to analyse content across all channels and “publish to all media vectors with the effort of one”
  • 5. Topics Compass: what are the trending topics to publish about?
  • 6. Topics Compass metadata: keywords and entities International news articles Online pages aboutTV content on broadcasters Websites Social media accounts aboutTV content TV Program information from EPG data Related content (mentioning aTV program) from social media
  • 7. Success metrics: frequency, impact, sentiment and WYSDOM
  • 8. Prediction: what is the best topic to choose on a future date? Our events and anniversaries API highlights important events and anniversaries on a specific date. TheTopics Compass can identify time references in documents and aggregate those documents that refer to a specific date
  • 9. Prediction: what is the best date to choose for a future topic?
  • 11. Content Wizard: what content do I publish to get the audience‘s attention?
  • 12. Content Wizard: re-purposing content for the channel
  • 13. Video summarization 13 1. Video length restrictions (e.g. social media) 2. According to topic(s) (predicted to optimise success) 3. Guided by purpose (e.g. trailer to promote future content, highlights of past content) The SUM-GAN model •Idea: learn keyframe selection by minimizing the distance between the deep feature representations of the original video and a reconstructed version •Problem: how to define a good distance? •Solution: train a discriminator network (GAN)! •Goal: train Summarizer to maximally confuse the discriminator when distinguishing the original from the reconstructed video.
  • 14. Content Wizard: recommending when to schedule the publication
  • 16. 4u2: how viewers can access new personalised services with your content
  • 17. 4u2: how viewers can access new personalised services with your content
  • 19. The ReTV Stakeholder Forum is your opportunity to engage with us, be first to get updates and have the opportunity to test our tools and applications! I am here all day for live demos of any of the ReTV tools – just send me a message in Skype (lyndonjbnixon) / e-mail (lyndon.nixon@modul.ac.at) Sign up for the ReTV Newsletter and get an update every few months from us!
  • 20. @ReTV_EU Facebook: ReTVeuwww.ReTV-Project.eu Instagram: retv_project Dr. Lyndon Nixon ReTV Project Coordinator info@retv-project.eu @ReTV_EU @ReTVeu ReTV Project retv_project