IMAGE DIVERSITY ANALYSIS: CONTEXT, OPINION AND BIAS

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The First International Workshop on Living Web: Making Web Diversity a true asset, Collocated with the 8th International Semantic Web Conference ISWC-2009, Westfields Conference Center, Washington DC http://eprints.soton.ac.uk/268168/ The diffusion of new Internet and web technologies has increased the distribution of different digital content, such as text, sounds, images and videos. In this paper we focus on images and their role in the analysis of diversity. We consider diversity as a concept that takes into account the wide variety of information sources, and their differences in perspective and viewpoint. We describe a number of different dimensions of diversity; in particular, we analyze the dimensions related to image searches and context analysis, emotions conveyed by images and opinion mining, and bias analysis.

Data & Analytics

IMAGE DIVERSITY ANALYSIS:
CONTEXT, OPINION AND BIAS
P. Zontone, G. Boato, F. G. B. De Natale
A. De Rosa, M. Barni,A. Piva
J. S. Hare, D. Dupplaw, P. H. Lewis

IMAGES CAN...
The main roles of images in the
communications process

Attract attention and
make documents more
appealing

Convey information for
documenting a claim

2003
2007
“Global warming is happening now!”

Source
Rights
Holder
Location
Intent
Context

Exploiting and analysing
diversity in images

PureVisual Diversiﬁcation
IAM@ImageCLEFphoto 2009 - results of a search for ‘euro’
without visual features
with visual features

✸
Image distribution in feature-space
Iterative re-ranking procedure by
maximising distance in feature-space
Input from text
search
Re-ranked
output

DBPedia
Triple-Store
Yahoo
Wikipedia
Search Index
Yahoo Image
Search Index
DBPedia
SPARQL
Endpoint
Yahoo BOSS Web Service
Diversity Enabled Image Search Engine
Query Speciﬁcation
Subject Context
Diversity
Axis
Search for
Wikipedia Page
about Subject
Get DBPedia URI
for Subject
Search DBPedia
for Resources
and Literals that
link the Diversity
Speciﬁcation with
the Subject URI
Generate a list of queries, by combining
subject, context and resource names/literal
text. Use "dbprop:redirect of" to provide query
expansion for resources.
Search for images using the generated queries
Organise and present results
Response

Anger
Amusement
Awe
Contentment
Disgust
Excitement
Fear
Sadness
Undifferentiated -ve
Undifferentiated +ve
IAPS: International Affective Picture System

Bri$sh 
Na$onal Party 
sameas 
leader 
Nick 
Griﬃn 
name 
ideology  posi$on 
White 
Na$onalism 
Fascism 
Far‐right

A Political Advertisement for
George W. Bush
Automatic cloning detection (copy-move forgery)

Summary
Images play an important role in the communication
process.
There are many forms of diversity; it is possible to
automatically extract, analyse & harness some of these in
the context of images.

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IMAGE DIVERSITY ANALYSIS: CONTEXT, OPINION AND BIAS

1. IMAGE DIVERSITY ANALYSIS: CONTEXT, OPINION AND BIAS P. Zontone, G. Boato, F. G. B. De Natale A. De Rosa, M. Barni,A. Piva J. S. Hare, D. Dupplaw, P. H. Lewis

2. IMAGES CAN... The main roles of images in the communications process

3. Attract attention and make documents more appealing

5. Convey opinions and emotional messages

7. Convey information for documenting a claim

8. 2003 2007 “Global warming is happening now!”

9. DIVERSITY

10. Values Opinions Geography Time Themes

11. Source Rights Holder Location Intent Context

12. Exploiting and analysing diversity in images

13. Diversity in image search results

14. PureVisual Diversiﬁcation IAM@ImageCLEFphoto 2009 - results of a search for ‘euro’ without visual features with visual features

15. ✸ Image distribution in feature-space Iterative re-ranking procedure by maximising distance in feature-space Input from text search Re-ranked output

16. Diversiﬁed Image Search

17. DBPedia Triple-Store Yahoo Wikipedia Search Index Yahoo Image Search Index DBPedia SPARQL Endpoint Yahoo BOSS Web Service Diversity Enabled Image Search Engine Query Speciﬁcation Subject Context Diversity Axis Search for Wikipedia Page about Subject Get DBPedia URI for Subject Search DBPedia for Resources and Literals that link the Diversity Speciﬁcation with the Subject URI Generate a list of queries, by combining subject, context and resource names/literal text. Use "dbprop:redirect of" to provide query expansion for resources. Search for images using the generated queries Organise and present results Response

18. Emotions

19. Anger Amusement Awe Contentment Disgust Excitement Fear Sadness Undifferentiated -ve Undifferentiated +ve IAPS: International Affective Picture System

20. Bias Detection

21. Contextual Analysis

22. Bri$sh  Na$onal Party  sameas  leader  Nick  Griﬃn  name  ideology  posi$on  White  Na$onalism  Fascism  Far‐right 

23. Image Tampering

24.

25.

26.

27. Forensic Techniques

28. A Political Advertisement for George W. Bush Automatic cloning detection (copy-move forgery)

29. The Rapper Snoop Dogg, or is it?

30. Summary Images play an important role in the communication process. There are many forms of diversity; it is possible to automatically extract, analyse & harness some of these in the context of images.

31. Any Questions?

IMAGE DIVERSITY ANALYSIS: CONTEXT, OPINION AND BIAS

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