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2nd Annual Review Meeting, Luxembourg, 2015-11-25
Andrea Volpini, Marcello Colacino
Work Package 8: Video News Showcase
© MICO Project. Funded by the European Commission FP7 (grant agreement no: 610480). No reproduction without written permission.
Hello, I am:
@cyberandy
This presentation is
about:
@mico_project
New thinking in the
practice of digital
journalism
Quaddles Roost deviantart.net © Quaddles 2011
© MICO Project. Funded by the European Commission FP7 (grant agreement no: 610480). No reproduction without written permission.
Support and stimulate innovation
in Digital News Journalism
Mission statement:
What is this showcase really about?
The massive amount of content being produced inside and outside the newsroom needs to
be organised and curated to meet the evolving demands of the audience.
Content offerings shall become seamlessly accessible across different devices.
The cross­-media analysis, querying and recommendation functionalities provided by MICO
can play a crucial role for both readers and content creators.
“
© MICO Project. Funded by the European Commission FP7 (grant agreement no: 610480). No reproduction without written permission.
Challenges:
What really is Digital News Journalism?
● Originated in UK in 1970, the 1st type
of digital journalism was called
teletext: it was brief and instant.
● Throwing news online without context and analysis
simply doesn’t work and the focus for digital news is on:
Interactivity
Engagement
Community
here is how the Guardian
(@pilhofer) has re-organised the
Newsroom
© MICO Project. Funded by the European Commission FP7 (grant agreement no: 610480). No reproduction without written permission.
“If our role as journalists is to
help communities better
organize their knowledge and
themselves, then it is apparent
that we are in the service
business and that we must draw
on many tools, including content,
and place value on the
relationships we build with
members of our communities,
which will also take many forms.
Thus we are in the relationship
business.” -- Jeff Jarvis
© MICO Project. Funded by the European Commission FP7 (grant agreement no: 610480). No reproduction without written permission.
Organizing Knowledge
Interactivity
Engagement
Community
What
Who
Where
When
● Making editorial
decisions about what
connects to what and
why
● Providing a context
and analysis of the
facts
● Invite others to
explore and discover
● Publish interoperable
datasets that follows
the linked data
principles
This slide is deliberately inspired by “Thinking Outside the Search Box”: http://www.slideshare.net/TheMediaConsortium/aron-
pilhofer
© MICO Project. Funded by the European Commission FP7 (grant agreement no: 610480). No reproduction without written permission.
Showcase Description:
Innovating in Digital News Journalism with MICO
Our goal is to augment and extend the
existing publishing workflows of news
organizations. MICO ‘unveils’ the
hidden semantics of raw multimedia
content and helps:
● organizing knowledge internally (news publisher) and
externally (stakeholders)
● reducing the complexity of content management operations
● extending readers dwell time with repurposing matching
content
© MICO Project. Funded by the European Commission FP7 (grant agreement no: 610480). No reproduction without written permission.
Let’s move to our real-world use cases: Greenpeace and Shoof
Greenpeace Italy has built a
magazine website (magazine.
greenpeace.it) to increase
supporters retention and loyalty.
Insideout Today is developing Shoof
a micro-video recording app for the
people living in Cairo.
© MICO Project. Funded by the European Commission FP7 (grant agreement no: 610480). No reproduction without written permission.
Traditional Content Publishing
Media is managed using
different tools and published
over different platforms.
Editorial teams struggle to
reuse their vast archives.
Readers, when approaching a
single asset online, might
have hard time in finding the
context for that asset:
-when was it produced?
-where?
-what was the story behind it?
TEXT
IMG
VIDEO
© MICO Project. Funded by the European Commission FP7 (grant agreement no: 610480). No reproduction without written permission.
Content Publishing with MICO
NAMED ENTITY
By extracting structured
content (using Named Entity
Recognition) from textual
contents and videos at a fine
grained level MICO helps
classification and cross-media
publishing.
TEXT
VIDEOIMG
© MICO Project. Funded by the European Commission FP7 (grant agreement no: 610480). No reproduction without written permission.
MICO in the Linked Open Data Cloud
MICO uses Linked Open Data
as a support for content
editing and content
curation.
MICO allows content
publishers to create and
publish their metadata as
Linked Open Data
(Knowledge Graph) hence
contributing in organizing
public knowledge.
© MICO Project. Funded by the European Commission FP7 (grant agreement no: 610480). No reproduction without written permission.
MICO and semantic tagging in
general requires the
publisher to make editorial
decisions.
This has created for
Greenpeace Italy a new level
of self-awareness of the
relationship between the
organization, the concepts
they use to classify their
contents and their audiences.
Building Publisher Awareness
What are the concepts we
care the most? Why?
© MICO Project. Funded by the European Commission FP7 (grant agreement no: 610480). No reproduction without written permission.
Ordering Knowledge
Content classification enables
content discovery and creates
alternative entry-points and
routes for contents
MICO brings to the reader
cross-medial semantic
classifications enabling
queries like:
● All contents related to Gazprom
● All contents related to Gazprom
mentioning Putin
● All contents related to renewables
industry sector in Italy
● All contents related to fishery
interesting for a given user or for a
cluster of users
What Where Who When
© MICO Project. Funded by the European Commission FP7 (grant agreement no: 610480). No reproduction without written permission.
WordLift is a WordPress plugin to
organise posts and pages adding facts,
text and media.
WordLift analyses articles using
Named Entity Recognition (NER).
WordLift adds semantic annotations
and combines information publicly
available as linked open data to
support editorial workflows.
Platform Components 1/3
© MICO Project. Funded by the European Commission FP7 (grant agreement no: 610480). No reproduction without written permission.
HelixWare is an Online Video
Hosting Platform designed for
telcos, internet service providers,
enterprises, news and media
publishers and developers.
HelixWare also features a
WordPress plugin for integrating
online videos with the world
famous open source CMS.
HelixWare runs in the cloud.
Platform Components 2/3
© MICO Project. Funded by the European Commission FP7 (grant agreement no: 610480). No reproduction without written permission.
An Hyperlocal Video Recording App
for Messaging and Independent
News Gathering designed for the
people living in Cairo, Egypt.
Shoof works in conjunction with
HelixWare and pulls all recorded
videos into the cloud making them
accessible across multiple screens.
Shoof captures the pulsing
moments of a city sharing them
over the cloud.
Platform Components 3/3
© MICO Project. Funded by the European Commission FP7 (grant agreement no: 610480). No reproduction without written permission.
NEVINE
Lives in Cairo, Egypt very active on
Social Networks and willing to
contribute to news making process
as field journalist. Always in search
of fresh updates and social
engagement.
SIRA
Works in Rome, Italy as marketer
for an environmental NGO and is
responsible for supporters
retention. She needs to revamp the
NGO magazine turning the digital
version in a tool to enhance
supporters retention and loyalty.
Showcase Personas
© MICO Project. Funded by the European Commission FP7 (grant agreement no: 610480). No reproduction without written permission.
● Greenpeace is a vertical content publisher very focused on multimedia
content production about environmental issues
● Greenpeace does not accept money from either companies or
governments. Individual contributions are the only source of funding
● Greenpeace in Italy has more than 70.000 supporters and
communicates with them through the “Greenpeace News”, a traditional
papery magazine
● “Greenpeace News” was in the past an important acquisition tool: many
one-off donations came from it. Now it’s “just” a communication tool
and a cost
Greenpeace: Background
© MICO Project. Funded by the European Commission FP7 (grant agreement no: 610480). No reproduction without written permission.
● A test environment has been created to test integrations with MICO.
● “Greenpeace News” magazine was officially launched in april of 2015.
Issues #116, #117, #118 are live, while the #119 one is close to be
live.
● We started to collect real usage data for MICO. These data were used
for WP5 validation.
● Wordlift & MICO were introduced in production: the editorial staff
started to enhance Greenpeace contents through semantic content
enrichment and classification.
● A first release of the Greenpeace “knowledge graph” is live and
published on Apache Marmotta as linked data.
● WordLift, Helixware and MICO have been connected via a JAVA
gateway (now available as open source) and AMQP - this represents the
basis of our integration infrastructure that others can re-use.
Greenpeace: State Of Art
© MICO Project. Funded by the European Commission FP7 (grant agreement no: 610480). No reproduction without written permission.
1st Qtr 2nd Qtr 3rd Qtr 4rd Qtr
MICO / GP test
environment is
configured
Greenpeace News
issue #117 is live
Greenpeace
editorial staff starts
to work with
semantic
classification on
the magazine
contents
Greenpeace News
issue #119 is
planned within
november
Greenpeace: 2015 Timeline
The Greenpeace
News Magazine is
officially launched
with issue #116
Greenpeace
News #118 is
live together
with WordLift
+ MICO
© MICO Project. Funded by the European Commission FP7 (grant agreement no: 610480). No reproduction without written permission.
Greenpeace: Architecture
© MICO Project. Funded by the European Commission FP7 (grant agreement no: 610480). No reproduction without written permission.
● Working with WordLift & MICO helped the organization thinking
through its role and identity. Important editorial decisions had to be
taken for creating their first vocabulary.
● The adoption of WordLift & MICO in production it’s still way too recent
to evaluate the overall solution benefits in terms of suggested KPI -
Pages / Visits, Engagement Rate, Direct donations, Organic traffic,
Donors upgrade, Donors engagement, Donors loyalty and Prospects.
● However the semantic classification provided by WordLift already offers
meaningful content discovery opportunities and represent a clear
enhancement in the user experience.
● Test integrations with Heliware & MICO show that by annotating
videos using automatic speech recognition and entity detection these
opportunities becomes even more valuable.
Greenpeace: Insights
© MICO Project. Funded by the European Commission FP7 (grant agreement no: 610480). No reproduction without written permission.
● independent news agencies struggle to find their audience on the web
● the shift to mobile requires a complete new information architecture
and “mobile first approaches”
● video is key for sustaining organic growth and advertising revenues
● creating premium and attention-grabbing news contents is expensive
● metrics are changing as advertisers seek engagement and time rather
than just clicks and impressions
● next generation UGC enter the newsroom but they are hard to manage
for the small guys
Shoof: Background
© MICO Project. Funded by the European Commission FP7 (grant agreement no: 610480). No reproduction without written permission.
● The application was launched in closed beta with a selected numbers
of users in May this year
● Several independent media partners have been pro-actively involved in
the project since the very beginning
● Videos produced from Shoof are sent to HelixWare and from HelixWare
to MICO for content filtering and analysis
● Videos produced with Shoof can be re-used by news sites, bloggers and
websites using the HelixWare WordPress plugin
● This plugin has been extended to interface the MICO gateway and to
bring the power of semantic annotations in the hands of editors,
journalists and content curators
Shoof: State Of Art
© MICO Project. Funded by the European Commission FP7 (grant agreement no: 610480). No reproduction without written permission.
Shoof: Architecture
© MICO Project. Funded by the European Commission FP7 (grant agreement no: 610480). No reproduction without written permission.
● Concerns about user privacy are high; the technology needs to help
news organizations use UGC materials more carefully (this is why face
detection greatly helps)
● Content ownership is also an important issue (audio-tempering might
help here understanding what is original and what is not)
● Launching Shoof requires a massive labor force for content filtering
and moderation (and yes, this is an area where MICO is needed)
● A first end-to-end integration has shown:
○ how MICO can help create chapters of Shoof videos (this m
quicker for editors and for viewers to review the material)
○ how videos can be re-organised with face detection (adding
person tag is just one way of exploiting this functionality)
Shoof: Insights
© MICO Project. Funded by the European Commission FP7 (grant agreement no: 610480). No reproduction without written permission.
● MICO TE-204 (Face Detection) outperformed BetaFaceAPI for in-front
faces detection and proved to be immediately useful in our showcase.
● Despite its higher WER (Word Error Rate), MICO TE-214 (Automatic
Speech Recognition) when combined with Named Entity Recognition
proved to be already useful for interlinking audiovisual contents with
text articles as required in our showcase.
● A complete integration workflow with MICO TE-206 (Temporal Video
Segmentation) and HelixWare & Shoof has been implemented
providing video chapters to WordPress users.
Validation Test:
Good News
© MICO Project. Funded by the European Commission FP7 (grant agreement no: 610480). No reproduction without written permission.
● The lack of language models for Italian and Arabic is a limitation that
shall be removed.
● During the testing phase the MICO platform was still quite unstable.
● We are limited by the current version of the broker to use only one
extraction pipeline at the time.
● Long processing time might become an issue when content load
increases.
● More work is planned in WP5 that will bring cross-media
recommendation into action.
Validation Test:
Work in Progress...
© MICO Project. Funded by the European Commission FP7 (grant agreement no: 610480). No reproduction without written permission.
http://facedetection-mico.insideout.io
Ground Truth MICO
MICO
BetaFaceAPI
BetaFaceAPI
Ground Truth
Face Detection (MICO TE-204)
Are You Human?
Face detection uses the latest version of libccv, that includes a comprehensive
state-of-the-art face detection algorithm.
https://github.com/insideout10/facedetection
© MICO Project. Funded by the European Commission FP7 (grant agreement no: 610480). No reproduction without written permission.
TemporalVideoSegmentation (MICO TE-206)
Show Me This Video’s Chapters...
Temporal Video Segmentation provides detection of edited shot boundaries
and key frame within these boundaries. The extractor uses the Fraunhofer TVS
library. The extractor has been integrated with WordPress by extending the
HelixWare WordPress Plugin.
© MICO Project. Funded by the European Commission FP7 (grant agreement no: 610480). No reproduction without written permission.
TextAnalysis (MICO TE-220)
Show Me All Contents Related to...
http://magazine.greenpeace.it
This Extractor uses the Redlink Analysis Service (Open Source technology) to
extract Named Entities and it is integrated with WordLift - a WordPress plugin
that helps bloggers and news publishers organise content and reach their
audiences.
All Contents Related to Enel and Smartgrid.
http://magazine.greenpeace.it/enel-volta-pagina/http://magazine.greenpeace.it/entity/greenpeace/
© MICO Project. Funded by the European Commission FP7 (grant agreement no: 610480). No reproduction without written permission.
AutomaticSpeechRecognition (MICO TE-214)
Show Me All Videos Related to this
Article
This Extractor sends the detected speech to the Redlink Analysis Service (TE-
220) to extract Named Entities from Videos. All contents are then filtered
using ONLY Named Entities created by editors using WordLift on the website.
All Contents related to Lego.
An Article
on Lego
Lego as
Named Entity on the website
The SPARQL Query
(Show Me All Content
Related to the Article)
A Video
on Lego
© MICO Project. Funded by the European Commission FP7 (grant agreement no: 610480). No reproduction without written permission.
code available @
demo available @
https://github.com/insideout10/mico-gateway
https://github.com/insideout10/helixware-mico-plugin
https://github.com/insideout10/helixware-plugin
https://github.com/insideout10/facedetection
http://magazine.greenpeace.it
http://facedetection-mico.insideout.io
Demo
© MICO Project. Funded by the European Commission FP7 (grant agreement no: 610480). No reproduction without written permission.
Andrea Volpini
Marcello Colacino
Insideout10 S.r.l.
Viale Bruno Buozzi, 47
00197 Rome, Italy
marcello@insideout.io
andrea@insideout.io
www.insideout.io
Thanks for your attention!
Quaddles Roost deviantart.net © Quaddles 2011

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New Thinking in the Practice of Digital Journalism

  • 1. 2nd Annual Review Meeting, Luxembourg, 2015-11-25 Andrea Volpini, Marcello Colacino Work Package 8: Video News Showcase
  • 2. © MICO Project. Funded by the European Commission FP7 (grant agreement no: 610480). No reproduction without written permission. Hello, I am: @cyberandy This presentation is about: @mico_project New thinking in the practice of digital journalism Quaddles Roost deviantart.net © Quaddles 2011
  • 3. © MICO Project. Funded by the European Commission FP7 (grant agreement no: 610480). No reproduction without written permission. Support and stimulate innovation in Digital News Journalism Mission statement: What is this showcase really about? The massive amount of content being produced inside and outside the newsroom needs to be organised and curated to meet the evolving demands of the audience. Content offerings shall become seamlessly accessible across different devices. The cross­-media analysis, querying and recommendation functionalities provided by MICO can play a crucial role for both readers and content creators. “
  • 4. © MICO Project. Funded by the European Commission FP7 (grant agreement no: 610480). No reproduction without written permission. Challenges: What really is Digital News Journalism? ● Originated in UK in 1970, the 1st type of digital journalism was called teletext: it was brief and instant. ● Throwing news online without context and analysis simply doesn’t work and the focus for digital news is on: Interactivity Engagement Community here is how the Guardian (@pilhofer) has re-organised the Newsroom
  • 5. © MICO Project. Funded by the European Commission FP7 (grant agreement no: 610480). No reproduction without written permission. “If our role as journalists is to help communities better organize their knowledge and themselves, then it is apparent that we are in the service business and that we must draw on many tools, including content, and place value on the relationships we build with members of our communities, which will also take many forms. Thus we are in the relationship business.” -- Jeff Jarvis
  • 6. © MICO Project. Funded by the European Commission FP7 (grant agreement no: 610480). No reproduction without written permission. Organizing Knowledge Interactivity Engagement Community What Who Where When ● Making editorial decisions about what connects to what and why ● Providing a context and analysis of the facts ● Invite others to explore and discover ● Publish interoperable datasets that follows the linked data principles This slide is deliberately inspired by “Thinking Outside the Search Box”: http://www.slideshare.net/TheMediaConsortium/aron- pilhofer
  • 7. © MICO Project. Funded by the European Commission FP7 (grant agreement no: 610480). No reproduction without written permission. Showcase Description: Innovating in Digital News Journalism with MICO Our goal is to augment and extend the existing publishing workflows of news organizations. MICO ‘unveils’ the hidden semantics of raw multimedia content and helps: ● organizing knowledge internally (news publisher) and externally (stakeholders) ● reducing the complexity of content management operations ● extending readers dwell time with repurposing matching content
  • 8. © MICO Project. Funded by the European Commission FP7 (grant agreement no: 610480). No reproduction without written permission. Let’s move to our real-world use cases: Greenpeace and Shoof Greenpeace Italy has built a magazine website (magazine. greenpeace.it) to increase supporters retention and loyalty. Insideout Today is developing Shoof a micro-video recording app for the people living in Cairo.
  • 9. © MICO Project. Funded by the European Commission FP7 (grant agreement no: 610480). No reproduction without written permission. Traditional Content Publishing Media is managed using different tools and published over different platforms. Editorial teams struggle to reuse their vast archives. Readers, when approaching a single asset online, might have hard time in finding the context for that asset: -when was it produced? -where? -what was the story behind it? TEXT IMG VIDEO
  • 10. © MICO Project. Funded by the European Commission FP7 (grant agreement no: 610480). No reproduction without written permission. Content Publishing with MICO NAMED ENTITY By extracting structured content (using Named Entity Recognition) from textual contents and videos at a fine grained level MICO helps classification and cross-media publishing. TEXT VIDEOIMG
  • 11. © MICO Project. Funded by the European Commission FP7 (grant agreement no: 610480). No reproduction without written permission. MICO in the Linked Open Data Cloud MICO uses Linked Open Data as a support for content editing and content curation. MICO allows content publishers to create and publish their metadata as Linked Open Data (Knowledge Graph) hence contributing in organizing public knowledge.
  • 12. © MICO Project. Funded by the European Commission FP7 (grant agreement no: 610480). No reproduction without written permission. MICO and semantic tagging in general requires the publisher to make editorial decisions. This has created for Greenpeace Italy a new level of self-awareness of the relationship between the organization, the concepts they use to classify their contents and their audiences. Building Publisher Awareness What are the concepts we care the most? Why?
  • 13. © MICO Project. Funded by the European Commission FP7 (grant agreement no: 610480). No reproduction without written permission. Ordering Knowledge Content classification enables content discovery and creates alternative entry-points and routes for contents MICO brings to the reader cross-medial semantic classifications enabling queries like: ● All contents related to Gazprom ● All contents related to Gazprom mentioning Putin ● All contents related to renewables industry sector in Italy ● All contents related to fishery interesting for a given user or for a cluster of users What Where Who When
  • 14. © MICO Project. Funded by the European Commission FP7 (grant agreement no: 610480). No reproduction without written permission. WordLift is a WordPress plugin to organise posts and pages adding facts, text and media. WordLift analyses articles using Named Entity Recognition (NER). WordLift adds semantic annotations and combines information publicly available as linked open data to support editorial workflows. Platform Components 1/3
  • 15. © MICO Project. Funded by the European Commission FP7 (grant agreement no: 610480). No reproduction without written permission. HelixWare is an Online Video Hosting Platform designed for telcos, internet service providers, enterprises, news and media publishers and developers. HelixWare also features a WordPress plugin for integrating online videos with the world famous open source CMS. HelixWare runs in the cloud. Platform Components 2/3
  • 16. © MICO Project. Funded by the European Commission FP7 (grant agreement no: 610480). No reproduction without written permission. An Hyperlocal Video Recording App for Messaging and Independent News Gathering designed for the people living in Cairo, Egypt. Shoof works in conjunction with HelixWare and pulls all recorded videos into the cloud making them accessible across multiple screens. Shoof captures the pulsing moments of a city sharing them over the cloud. Platform Components 3/3
  • 17. © MICO Project. Funded by the European Commission FP7 (grant agreement no: 610480). No reproduction without written permission. NEVINE Lives in Cairo, Egypt very active on Social Networks and willing to contribute to news making process as field journalist. Always in search of fresh updates and social engagement. SIRA Works in Rome, Italy as marketer for an environmental NGO and is responsible for supporters retention. She needs to revamp the NGO magazine turning the digital version in a tool to enhance supporters retention and loyalty. Showcase Personas
  • 18. © MICO Project. Funded by the European Commission FP7 (grant agreement no: 610480). No reproduction without written permission. ● Greenpeace is a vertical content publisher very focused on multimedia content production about environmental issues ● Greenpeace does not accept money from either companies or governments. Individual contributions are the only source of funding ● Greenpeace in Italy has more than 70.000 supporters and communicates with them through the “Greenpeace News”, a traditional papery magazine ● “Greenpeace News” was in the past an important acquisition tool: many one-off donations came from it. Now it’s “just” a communication tool and a cost Greenpeace: Background
  • 19. © MICO Project. Funded by the European Commission FP7 (grant agreement no: 610480). No reproduction without written permission. ● A test environment has been created to test integrations with MICO. ● “Greenpeace News” magazine was officially launched in april of 2015. Issues #116, #117, #118 are live, while the #119 one is close to be live. ● We started to collect real usage data for MICO. These data were used for WP5 validation. ● Wordlift & MICO were introduced in production: the editorial staff started to enhance Greenpeace contents through semantic content enrichment and classification. ● A first release of the Greenpeace “knowledge graph” is live and published on Apache Marmotta as linked data. ● WordLift, Helixware and MICO have been connected via a JAVA gateway (now available as open source) and AMQP - this represents the basis of our integration infrastructure that others can re-use. Greenpeace: State Of Art
  • 20. © MICO Project. Funded by the European Commission FP7 (grant agreement no: 610480). No reproduction without written permission. 1st Qtr 2nd Qtr 3rd Qtr 4rd Qtr MICO / GP test environment is configured Greenpeace News issue #117 is live Greenpeace editorial staff starts to work with semantic classification on the magazine contents Greenpeace News issue #119 is planned within november Greenpeace: 2015 Timeline The Greenpeace News Magazine is officially launched with issue #116 Greenpeace News #118 is live together with WordLift + MICO
  • 21. © MICO Project. Funded by the European Commission FP7 (grant agreement no: 610480). No reproduction without written permission. Greenpeace: Architecture
  • 22. © MICO Project. Funded by the European Commission FP7 (grant agreement no: 610480). No reproduction without written permission. ● Working with WordLift & MICO helped the organization thinking through its role and identity. Important editorial decisions had to be taken for creating their first vocabulary. ● The adoption of WordLift & MICO in production it’s still way too recent to evaluate the overall solution benefits in terms of suggested KPI - Pages / Visits, Engagement Rate, Direct donations, Organic traffic, Donors upgrade, Donors engagement, Donors loyalty and Prospects. ● However the semantic classification provided by WordLift already offers meaningful content discovery opportunities and represent a clear enhancement in the user experience. ● Test integrations with Heliware & MICO show that by annotating videos using automatic speech recognition and entity detection these opportunities becomes even more valuable. Greenpeace: Insights
  • 23. © MICO Project. Funded by the European Commission FP7 (grant agreement no: 610480). No reproduction without written permission. ● independent news agencies struggle to find their audience on the web ● the shift to mobile requires a complete new information architecture and “mobile first approaches” ● video is key for sustaining organic growth and advertising revenues ● creating premium and attention-grabbing news contents is expensive ● metrics are changing as advertisers seek engagement and time rather than just clicks and impressions ● next generation UGC enter the newsroom but they are hard to manage for the small guys Shoof: Background
  • 24. © MICO Project. Funded by the European Commission FP7 (grant agreement no: 610480). No reproduction without written permission. ● The application was launched in closed beta with a selected numbers of users in May this year ● Several independent media partners have been pro-actively involved in the project since the very beginning ● Videos produced from Shoof are sent to HelixWare and from HelixWare to MICO for content filtering and analysis ● Videos produced with Shoof can be re-used by news sites, bloggers and websites using the HelixWare WordPress plugin ● This plugin has been extended to interface the MICO gateway and to bring the power of semantic annotations in the hands of editors, journalists and content curators Shoof: State Of Art
  • 25. © MICO Project. Funded by the European Commission FP7 (grant agreement no: 610480). No reproduction without written permission. Shoof: Architecture
  • 26. © MICO Project. Funded by the European Commission FP7 (grant agreement no: 610480). No reproduction without written permission. ● Concerns about user privacy are high; the technology needs to help news organizations use UGC materials more carefully (this is why face detection greatly helps) ● Content ownership is also an important issue (audio-tempering might help here understanding what is original and what is not) ● Launching Shoof requires a massive labor force for content filtering and moderation (and yes, this is an area where MICO is needed) ● A first end-to-end integration has shown: ○ how MICO can help create chapters of Shoof videos (this m quicker for editors and for viewers to review the material) ○ how videos can be re-organised with face detection (adding person tag is just one way of exploiting this functionality) Shoof: Insights
  • 27. © MICO Project. Funded by the European Commission FP7 (grant agreement no: 610480). No reproduction without written permission. ● MICO TE-204 (Face Detection) outperformed BetaFaceAPI for in-front faces detection and proved to be immediately useful in our showcase. ● Despite its higher WER (Word Error Rate), MICO TE-214 (Automatic Speech Recognition) when combined with Named Entity Recognition proved to be already useful for interlinking audiovisual contents with text articles as required in our showcase. ● A complete integration workflow with MICO TE-206 (Temporal Video Segmentation) and HelixWare & Shoof has been implemented providing video chapters to WordPress users. Validation Test: Good News
  • 28. © MICO Project. Funded by the European Commission FP7 (grant agreement no: 610480). No reproduction without written permission. ● The lack of language models for Italian and Arabic is a limitation that shall be removed. ● During the testing phase the MICO platform was still quite unstable. ● We are limited by the current version of the broker to use only one extraction pipeline at the time. ● Long processing time might become an issue when content load increases. ● More work is planned in WP5 that will bring cross-media recommendation into action. Validation Test: Work in Progress...
  • 29. © MICO Project. Funded by the European Commission FP7 (grant agreement no: 610480). No reproduction without written permission. http://facedetection-mico.insideout.io Ground Truth MICO MICO BetaFaceAPI BetaFaceAPI Ground Truth Face Detection (MICO TE-204) Are You Human? Face detection uses the latest version of libccv, that includes a comprehensive state-of-the-art face detection algorithm. https://github.com/insideout10/facedetection
  • 30. © MICO Project. Funded by the European Commission FP7 (grant agreement no: 610480). No reproduction without written permission. TemporalVideoSegmentation (MICO TE-206) Show Me This Video’s Chapters... Temporal Video Segmentation provides detection of edited shot boundaries and key frame within these boundaries. The extractor uses the Fraunhofer TVS library. The extractor has been integrated with WordPress by extending the HelixWare WordPress Plugin.
  • 31. © MICO Project. Funded by the European Commission FP7 (grant agreement no: 610480). No reproduction without written permission. TextAnalysis (MICO TE-220) Show Me All Contents Related to... http://magazine.greenpeace.it This Extractor uses the Redlink Analysis Service (Open Source technology) to extract Named Entities and it is integrated with WordLift - a WordPress plugin that helps bloggers and news publishers organise content and reach their audiences. All Contents Related to Enel and Smartgrid. http://magazine.greenpeace.it/enel-volta-pagina/http://magazine.greenpeace.it/entity/greenpeace/
  • 32. © MICO Project. Funded by the European Commission FP7 (grant agreement no: 610480). No reproduction without written permission. AutomaticSpeechRecognition (MICO TE-214) Show Me All Videos Related to this Article This Extractor sends the detected speech to the Redlink Analysis Service (TE- 220) to extract Named Entities from Videos. All contents are then filtered using ONLY Named Entities created by editors using WordLift on the website. All Contents related to Lego. An Article on Lego Lego as Named Entity on the website The SPARQL Query (Show Me All Content Related to the Article) A Video on Lego
  • 33. © MICO Project. Funded by the European Commission FP7 (grant agreement no: 610480). No reproduction without written permission. code available @ demo available @ https://github.com/insideout10/mico-gateway https://github.com/insideout10/helixware-mico-plugin https://github.com/insideout10/helixware-plugin https://github.com/insideout10/facedetection http://magazine.greenpeace.it http://facedetection-mico.insideout.io Demo
  • 34. © MICO Project. Funded by the European Commission FP7 (grant agreement no: 610480). No reproduction without written permission. Andrea Volpini Marcello Colacino Insideout10 S.r.l. Viale Bruno Buozzi, 47 00197 Rome, Italy marcello@insideout.io andrea@insideout.io www.insideout.io Thanks for your attention! Quaddles Roost deviantart.net © Quaddles 2011