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Research & Development
Analysing media in the
cloud
An experiment and a marketplace
Tristan Ferne
Executive Producer
BBC Research & Development
Research & Development
A experiment in using the cloud to process
a radio archive
A prototype for the World Service archive
A marketplace for analysing media in the
cloud
Research & Development
ABC-IP
Automatic Broadcast Content Interlinking Project
Unlocking media archives by making better use of
metadata
TSB competition for “Metadata: increasing the value of
digital content”
BBC R&D and Metabroadcast
May 2011 - May 2013
Research & Development
The BBC World Service archive
A 3-year digitisation project
50,000 radio programmes from the past 45 years
3 years of continuous audio
500TB of high quality audio
Research & Development
The missing metadata
Missing fields
Incorrect data
Spelling mistakes
Research & Development
Listening machines
Research & Development
Noisy transcripts
to be raised in a crisp and easy gait collar tradition and mystique
and net bottle westphal mia ballroom with a fifth will one of your
very well that p. c. set a caustic wet plate is sprint says it twice to
purposes again who's addicted across stick is a podium which
stopped at a slow start to the masses of setting up a world and
on top was a big nineteen ninety three after a renewed spirit of
the big dig ,comma off trillo .period when you are unable to
compose and see what it's stole to working for a while at the
guys when i started the eighth that we teach eighteen hamper
and a timeless dave they'd each code for my list tinged yellow
and io i had no east p. n. c. and i was a big epic tina afoot
o'mara i. q. from kodiak and there was so they become kosher
shopko misfit and i was a david to compose his team's end and
at haas tied to districts in the indian head of i. a. moved to beijing
Research & Development
Extracting topics
Extract keywords from noisy
transcripts
Match to Linked Data topics from
DBpedia
Disambiguate using distance within
the “semantic” space
Research & Development
Processing in the cloud
26,280 hours of audio processed
36,729 compute hours on “small” cloud machines
Processed whole archive in 2 weeks at a cost of ~$3,000
Built an API for managing the process
Research & Development
Machines + People
Archive Machines People
Archive
+
Metadata
Experiences
Web TV
+
Radio Mobile
IMPROVES
PROVIDESPEOPLE
Research & Development
http://worldservice.prototyping.bbc.co.uk
Research & Development
http://worldservice.prototyping.bbc.co.uk
Research & Development
comma – Cloud marketplace for media analysis
TSB competition for “Innovating in the Cloud”
BBC R&D, Somethin’Else and Kite
May 2013 - May 2015
Research & Development
Media analysis
Topic generation from text
Summarising text
Sentiment analysis
Speaker identification and diarisation
Music identification
Mood classification of audio and video
Face recognition
Segmentation of audio and video
Object and place recognition
Scene detection in video
Subtitle creation
Research & Development
Problems with media analysis
Computationally intensive
Hard to integrate with other systems
Hard to evaluate and compare
Hard to know what's possible and what’s available
Research & Development
Making media analysis easy
Algorithm providers upload algorithms
Media owners upload content and choose what they want
to analyse
The platform manages:
Computation and scaling
Storing the data
Monitoring
Billing
Research & Development
The comma marketplace
Algorithm developers; e.g. research departments at
universities and SMEs
Media owners; e.g. broadcasters, museums, archives, even
individuals
Research & Development
Analysing media in the cloud
Tristan Ferne, BBC R&D
tristan.ferne@bbc.co.uk
@tristanf
http://www.bbc.co.uk/rd
http://worldservice.prototyping.bbc.co.uk

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Analysing media in the cloud

  • 1. Research & Development Analysing media in the cloud An experiment and a marketplace Tristan Ferne Executive Producer BBC Research & Development
  • 2. Research & Development A experiment in using the cloud to process a radio archive A prototype for the World Service archive A marketplace for analysing media in the cloud
  • 3. Research & Development ABC-IP Automatic Broadcast Content Interlinking Project Unlocking media archives by making better use of metadata TSB competition for “Metadata: increasing the value of digital content” BBC R&D and Metabroadcast May 2011 - May 2013
  • 4. Research & Development The BBC World Service archive A 3-year digitisation project 50,000 radio programmes from the past 45 years 3 years of continuous audio 500TB of high quality audio
  • 5. Research & Development The missing metadata Missing fields Incorrect data Spelling mistakes
  • 7. Research & Development Noisy transcripts to be raised in a crisp and easy gait collar tradition and mystique and net bottle westphal mia ballroom with a fifth will one of your very well that p. c. set a caustic wet plate is sprint says it twice to purposes again who's addicted across stick is a podium which stopped at a slow start to the masses of setting up a world and on top was a big nineteen ninety three after a renewed spirit of the big dig ,comma off trillo .period when you are unable to compose and see what it's stole to working for a while at the guys when i started the eighth that we teach eighteen hamper and a timeless dave they'd each code for my list tinged yellow and io i had no east p. n. c. and i was a big epic tina afoot o'mara i. q. from kodiak and there was so they become kosher shopko misfit and i was a david to compose his team's end and at haas tied to districts in the indian head of i. a. moved to beijing
  • 8. Research & Development Extracting topics Extract keywords from noisy transcripts Match to Linked Data topics from DBpedia Disambiguate using distance within the “semantic” space
  • 9. Research & Development Processing in the cloud 26,280 hours of audio processed 36,729 compute hours on “small” cloud machines Processed whole archive in 2 weeks at a cost of ~$3,000 Built an API for managing the process
  • 10. Research & Development Machines + People Archive Machines People Archive + Metadata Experiences Web TV + Radio Mobile IMPROVES PROVIDESPEOPLE
  • 13. Research & Development comma – Cloud marketplace for media analysis TSB competition for “Innovating in the Cloud” BBC R&D, Somethin’Else and Kite May 2013 - May 2015
  • 14. Research & Development Media analysis Topic generation from text Summarising text Sentiment analysis Speaker identification and diarisation Music identification Mood classification of audio and video Face recognition Segmentation of audio and video Object and place recognition Scene detection in video Subtitle creation
  • 15. Research & Development Problems with media analysis Computationally intensive Hard to integrate with other systems Hard to evaluate and compare Hard to know what's possible and what’s available
  • 16. Research & Development Making media analysis easy Algorithm providers upload algorithms Media owners upload content and choose what they want to analyse The platform manages: Computation and scaling Storing the data Monitoring Billing
  • 17. Research & Development The comma marketplace Algorithm developers; e.g. research departments at universities and SMEs Media owners; e.g. broadcasters, museums, archives, even individuals
  • 18. Research & Development Analysing media in the cloud Tristan Ferne, BBC R&D tristan.ferne@bbc.co.uk @tristanf http://www.bbc.co.uk/rd http://worldservice.prototyping.bbc.co.uk