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A Lightweight Ontology for
                    Linking Images




                                                              Pat Hayes, Margaret Warren
© 2009 - 2010 Margaret Warren, Pat Hayes, CARMA Productions           3/23/2010
© 2009 - 2010 Margaret Warren, Pat Hayes, CARMA Productions   3/23/2010
what we are/and are not doing
• images themselves are our main topic, rather than as
  illustrations of other topics, linking information to
  and from them and linking the images themselves
• Interested in using linked data to represent the kinds
  of things artists themselves say about their work (or
  the person doing the markup)
• What we don’t do: expect people to agree on artistic
  interpretations or emotional content of images
• ignore our paper in the proceedings – it was a
  working draft and we have made significant changes.

 © 2009 - 2010 Margaret Warren, Pat Hayes, CARMA Productions   3/23/2010
foaf:depiction




© 2009 - 2010 Margaret Warren, Pat Hayes, CARMA Productions   3/23/2010
Snapshot, line drawings, news photos, paintings, fine art
  © 2009 - 2010 Margaret Warren, Pat Hayes, CARMA Productions   3/23/2010
Image identity
                                          •    By Image, we mean a digital image, typically
                                               one that can have associated EXIF data.
                                          •    So, other kinds of "images" (drawings, paintings,
                                               non-digital photographs, stained glass, etc..)
                                               have to be classified as Works.
                                          •    A work may be a physical thing with dimensions,
                                               a location, a time and place of creation, etc. that
                                               is separate from those same properties in an
                                               image; a digital image can be a work.
                                          •    Basic relation between Work and Image is
                                               facsimile, a kind of 'visually same As' relation.




© 2009 - 2010 Margaret Warren, Pat Hayes, CARMA Productions                 3/23/2010
Broader notion of depicts




All images depict the person: McKenzie Oerting
     © 2009 - 2010 Margaret Warren, Pat Hayes, CARMA Productions   3/23/2010
Depiction can include imaginary, biblical, mythological notions




© 2009 - 2010 Margaret Warren, Pat Hayes, CARMA Productions   3/23/2010
What is the subject?




© 2009 - 2010 Margaret Warren, Pat Hayes, CARMA Productions   3/23/2010
shows, depicts, subject, conveys




Shows: trees, grass, house,
window, ventilator
                                                                Shows: head
Depicts: particular type of car,
                                                                Depicts: hands
         each of the people
                                                                Conveys: grief, sadness
Subject: group looking at a car

  © 2009 - 2010 Margaret Warren, Pat Hayes, CARMA Productions                 3/23/2010
Do all images depict something?




                     Depict diamonds? Shapes? Or Nothing…
© 2009 - 2010 Margaret Warren, Pat Hayes, CARMA Productions   3/23/2010
Pictorial elements
      Basic graphical 'unit' of depiction is a pictorial element.
      This includes 'boxes' but also lines, regions, areas,
      patches of color, texture, etc.. “

      elements of art - The basic components used by the artist
      when producing works of art. Those elements are color,
      value, line, shape, form, texture, and space. The elements
      of art are among the literal qualities found in any artwork.
      (Artlex, 1996-2010)




                   Pictorial elements are related by inclusion:   3/23/2010
© 2009 - 2010 Margaret Warren, Pat Hayes, CARMA Productions
Depicts vs. looksLike
                                                              Pictorial Elements:
                                                                Shape of thing that
                                                                      looks like a
                                                                   female torso
                                                                Shape of thing that
                                                                      looks like a
                                                                 representation of
                                                                        a brain

                                                                   area that looks like
                                                                       the torso is
                                                                sitting astride a seat of
                                                                        some sort
      Title: Surfing With Psyche

Depicts: egg, a test tube, a photographic transparent layer, a piece of jewelry
© 2009 - 2010 Margaret Warren, Pat Hayes, CARMA Productions                3/23/2010
Pictorial Elements can be 'empty'

                                                              A reclining nude is depicted by
                                                              white space defined by an outline.
                                                              The white space is a pictorial
                                                              element.

                                                              Cataloging pictorial elements is a
                                                              large task. As a beginning, we
                                                              distinguish visible/implied and
                                                              line/area. Here, the nude is
                                                              depicted by an implied area. All
                                                              the visible elements are red lines.




© 2009 - 2010 Margaret Warren, Pat Hayes, CARMA Productions                   3/23/2010
backgrounds




   hasPictorialBackground                                     hasDepictedBackground
   all white, not necessarily                                 sky, clouds, not necessary
   able to define with a region                               to define with a region

© 2009 - 2010 Margaret Warren, Pat Hayes, CARMA Productions                  3/23/2010
© 2009 - 2010 Margaret Warren, Pat Hayes, CARMA Productions   3/23/2010
Angels in the clouds
                                            depicts:
                                            Blue Angels ,jets,
                                            planes, formation

                                            conveys:
                                            military power?

                                            subject: specific formation?

                                            hasDepictedBackground:
                                            sky, clouds
                                                                              depicts: angel

                                                                              shows: clouds



                                                    region contains a shape
                                                    (PictorialElement) that
                                                    looksLike an Angel
                                                    (iconic)

                                                    depicts: clouds


 © 2009 - 2010 Margaret Warren, Pat Hayes, CARMA Productions                  3/23/2010
The ontology so far




 © 2009 - 2010 Margaret Warren, Pat Hayes, CARMA Productions   3/23/2010
future work




© 2009 - 2010 Margaret Warren, Pat Hayes, CARMA Productions   3/23/2010
http://www.purl.org/net/mw

          http://www.carmapro.com/mw/mw.rdf




© 2009 - 2010 Margaret Warren, Pat Hayes, CARMA Productions   3/23/2010
Extra slides follow




© 2009 - 2010 Margaret Warren, Pat Hayes, CARMA Productions   3/23/2010
Looking like an archetype
• Some shapes are best described by what they look like iconically.




• If we can use RDFS or OWL Full, this could be described as 'looking like' a
  class; but this will break OWL-DL reasoners.
• Or, we could treat a SKOS concept as an archetype, but this is not (yet) a
  widely accepted convention.
  © 2009 - 2010 Margaret Warren, Pat Hayes, CARMA Productions   3/23/2010
visiblePictorialElements
                             looksLike iconic heart
                               hasColor Red
                             looksLike iconic dancing figures
                               hasColor yellow orange red

                             hasPictorialBackground: white


© 2009 - 2010 Margaret Warren, Pat Hayes, CARMA Productions     3/23/2010
What's in an image?
• We conventionally say that depicted things
  are "in" an image.
• Is this a philosophical mistake? Maybe. But
  rather than try to correct it, the ontology tries
  to avoid it.
• Basic methodological rule for linked data:
  don't try to repair "bad" intuitions.


 © 2009 - 2010 Margaret Warren, Pat Hayes, CARMA Productions   3/23/2010
shows: person, depicts: face in hands                        shows: broken headlight, turn signal
subject: crying conveys: grief or despair, etc.              depicts: front fender of school bus
                                                             subject:
                                                             conveys: beauty in decay, decline of
                                                             education
   © 2009 - 2010 Margaret Warren, Pat Hayes, CARMA Productions                      3/23/2010
Can any Thing be depicted? Do we
    need a class of 'depictable things'?
                                                               Things depicted include
                                                               (keywords):

                                                               • the car (specific type)

                                                               • people (specific people)

                                                               • a group of 7 people

                                                               • a building
Subject: group studying a car?
                                                               • trees
         one of the people?
         the car itself?                                       • brown grass



 © 2009 - 2010 Margaret Warren, Pat Hayes, CARMA Productions                   3/23/2010
Adult, Adults Only, Agriculture, Beautiful People, Beauty, Beauty In Nature,
Biting, Branch, Color Image, Concepts, Custard Apple, Desire, Enjoyment,
Food, Freshness, Fruit, Green, Gripping, Growth, Harvesting, Healthy Eating,
Healthy Lifestyle, Horizontal, Human Face, Human Hand, Human Mouth,
Hungry, Leaf, Lifestyles, Meal, Nutrient, One Person, One Woman Only, One
Young Woman Only, Only Women, Open, Opening, Organic, People,
Photography, Picking, Plant, Southeast Asian Ethnicity, The Human Body,
Tree, Vegetarian Food, Women, Young Adult

  © 2009 - 2010 Margaret Warren, Pat Hayes, CARMA Productions   3/23/2010
What can be depicted?
•    FOAF: People.
•    DBPedia: People, places, events,…
•    Umbel (Cyc): VisibleThings
•    Visual Resources Association: myths, legends, intentions, …
•    We provide a different property conveys for the relationship
     between an image and "un-depictable" things such as mood,
     idea, intention, emotion, etc..




    © 2009 - 2010 Margaret Warren, Pat Hayes, CARMA Productions   3/23/2010
http://www.gettyimages.com/Search/Search.aspx?query=z.i.H4
      sIAAAAAAAEAO29B2AcSZYlJi9tynt_SvVK1-
      B0oQiAYBMk2JBAEOzBiM3mkuwdaUcjKasqgcplVmVdZhZAz
      O2dvPfee--
      999577733ujudTif33_8_XGZkAWz2zkrayZ4hgKrIHz9-
      fB8_In7dfLn91etf49f4NX6PX_dskV3kvyb9mtD_f9N5ns3S9fKqz
      larYnnxa_7f9PwaG59f0_xM6qpqX2Z1tmjMZ78W_r-
      78xvSj1_v3evr5vSdeePX9P7mltm5Bai_4-
      VfOzuf2g78P35tfLDD8Bete3PR_rr6-2_xa3DX9tc99-s99-t99-s-
      __rrUB-lhWf_Qne_Lv1RLyw24Z-_Pj7axV-_Hn8-
      sTA6f_Nr5yEU-
      ydD2bFQzjtQ3N_8Wm1e6_zJUPYslLoDxf1NBM0tDPMH_s_U
      3QV1iQL5yr4f_PVr55PGfmP-
      4BnJXY_e779W7pp7v__azWplP8cfBqPfyr54OXUvXk5_bf39t8
      TfO_a3ffvbLn77dara4zb7F381yf2vzF94fu3Z1dL8_muaP8BSv0
      6z9kYb_PVr55nDz_-Dfl_5X9g_ft0mgBb--etM83futeCvX_vds-
      dOGugP-
      0VWe2h7f_xGzbRa5U_Wy1npUT_41AD8ccB5sHMfv_86xGpr2
      zz46_8Bs9pv0zoEAAA.


© 2009 - 2010 Margaret Warren, Pat Hayes, CARMA Productions   3/23/2010
Linked Image Data
• Linked data…
• Newest manifestation of the semantic web:
  use RDF to create a web of semantic links
  between data items.
• Meanings of links are described by lightweight
  (small, intuitive, useful) ontologies.



 © 2009 - 2010 Margaret Warren, Pat Hayes, CARMA Productions   3/23/2010
Linked data, not data silos




© 2009 - 2010 Margaret Warren, Pat Hayes, CARMA Productions   3/23/2010
Linked data is link + description
• RDF descriptions use URIs as names to refer to things; linking means using
  those URIs to also connect to the described thing, or a source of more
  information about it.
• This can be smoothly integrated into HTML using RDFa.
    <foaf:knows> <foaf:Person rdf:about="http://danbri.org/foaf.rdf#danbri">
    <foaf:mbox_sha1sum>362ce75324396f0aa2d3e5f1246f40bf3bb44401</foaf:mbox_sha1sum>
    <foaf:name>Dan Brickley</foaf:name>
    <rdfs:seeAlso rdf:resource="http://danbri.org/foaf.rdf"/>
    </foaf:Person>
    </foaf:knows>

    <foaf:based_near rdf:resource="http://dbpedia.org/resource/Milton_Keynes"/>



    <PersonalProfileDocument rdf:about="">
    <cc:license rdf:resource="http://creativecommons.org/licenses/by-nc/3.0/"/>
    <dc:title>Tim Berners-Lee's FOAF file</dc:title>
    <maker rdf:resource="http://www.w3.org/People/Berners-Lee/card#i"/>
    <primaryTopic rdf:resource="http://www.w3.org/People/Berners-Lee/card#i"/>
    </PersonalProfileDocument>
  © 2009 - 2010 Margaret Warren, Pat Hayes, CARMA Productions             3/23/2010
Linked data is link + description
• Description terms defined by lightweight ontologies.
• Designing lightweight ontologies is an art, not a science.
• Often, the formal ontologies are quite minimal, eg FOAF refuses to say
  anything more than the class People is all people, and Agent is "things that
  make stuff happen". Still, it does specify that People is an rdfs:subClass of
  Agent. In practice, meaning is specified by use (in the actual links).
• It is considered good form to re-use existing relations, classes and
  properties whenever possible. But this can set up some tension with the
  meaning-as-use observation.




  © 2009 - 2010 Margaret Warren, Pat Hayes, CARMA Productions   3/23/2010
Linked data is here, now




  Collectively, the data sets consist of over 13.1 billion RDF triples (dataset statistics),
                                                                               3/23/2010
© which2010 Margaret Warren,around 142 million RDF links (linksset statistics) (November 2009).
  2009 - are interlinked by Pat Hayes, CARMA Productions
Linked Image data?
•    There are many images in existing linked data, but almost always as illustrations of things
     (people, places, buildings..), as in FOAF.
•    We want to describe images as objects in their own right. Images are our topic. So we need
     an image-describing vocabulary with its own lightweight ontology.



Earlier work on image description
all focuses either on the things
depicted, or on the cultural setting
of the images, or on the curation
and cataloging of museum
collections.




    © 2009 - 2010 Margaret Warren, Pat Hayes, CARMA Productions           3/23/2010
Very lightweight image ontology




Questions one might ask….
1. Can any Thing be depicted? Do we need a class of 'depictable things'?
2. Do all images depict something?
3. What exactly is depiction anyway?
4. What exactly is an Image? (Is it a file type, for example? Are all images
digital images?)
etc…


© 2009 - 2010 Margaret Warren, Pat Hayes, CARMA Productions   3/23/2010
• Dense lines of particular colors, splatters, all pictorial elements
• No distinct background, nothing depicted
  © 2009 - 2010 Margaret Warren, Pat Hayes, CARMA Productions 3/23/2010
Pictorial elements
      Basic graphical 'unit' of depiction is a pictorial element.
      This includes 'boxes' but also lines, regions, areas,
      patches of color, texture, etc.. “

      elements of art - The basic components used by the artist
      when producing works of art. Those elements are color,
      value, line, shape, form, texture, and space. The elements
      of art are among the literal qualities found in any artwork.
      (Artlex, 1996-2010)




                   Pictorial elements are related by inclusion:   3/23/2010
© 2009 - 2010 Margaret Warren, Pat Hayes, CARMA Productions
Ontology can be molded to fit

                                                          A depiction of the
                                                          torso of
                                                          a female mannequin

                                                          AND/OR

                                                          A Pictorial Element
                                                          that looks like a
                                                          female torso

© 2009 - 2010 Margaret Warren, Pat Hayes, CARMA Productions           3/23/2010
Depicting vs. looking like

• Simple depiction (as in FOAF) means something like "is a
  picture of". Our depiction is wider in scope, and does not imply
  visual similarity. An Xray image is a depiction, for example.
  So we also need the notion of looking like.
• This is also important for characterizing pictorial elements.




                                                                                   looksLike
    Depicted female                Depicted female             looksLike
                                                                                   iconic female
    torso, x-ray                   torso                       female torso*
 © 2009 - 2010 Margaret Warren, Pat Hayes, CARMA Productions                       torso
                                                                           3/23/2010
Images are pictorial elements.
      If an image can depict, then a PART of an image can depict.
if a whole image can depict, so can part of an image.




 © 2009 - 2010 Margaret Warren, Pat Hayes, CARMA Productions        3/23/2010
Entire image is a pictorial element                       Entire image is a pictorial element
that looks like a female torso                            that depicts a female torso

  © 2009 - 2010 Margaret Warren, Pat Hayes, CARMA Productions                  3/23/2010
Depiction is in the eye of the …




    depicts Marie-Therese Walter                                depicts female torso
  © 2009 - 2010 Margaret Warren, Pat Hayes, CARMA Productions             3/23/2010
Defining classes of image
• Can now define for example 'line drawing': an image all of
  whose component visible pictorial elements is a line.
           <owl:Class rdf:ID="LineDrawing">
            <owl:intersectionOf rdf:parseType="Collection">
                <owl:Class rdf:about="#Image" />
                <owl:Restriction>
                   <owl:onProperty rdf:resource="#hasVisualPart" />
                   <owl:allValuesFrom>
                      <owl:unionOf rdf:parseType="Collection">
                          <owl:Class rdf:about="#ImplicitPictorialElement" />
                          <owl:Class rdf:about="#LinearPictorialElement" />
                      </owl:unionOf>
                   </owl:allValuesFrom>
               </owl:Restriction>
            </owl:intersectionOf>
           </owl:Class>




 © 2009 - 2010 Margaret Warren, Pat Hayes, CARMA Productions                    3/23/2010

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A Lightweight Ontology for Linking Images

  • 1. A Lightweight Ontology for Linking Images Pat Hayes, Margaret Warren © 2009 - 2010 Margaret Warren, Pat Hayes, CARMA Productions 3/23/2010
  • 2. © 2009 - 2010 Margaret Warren, Pat Hayes, CARMA Productions 3/23/2010
  • 3. what we are/and are not doing • images themselves are our main topic, rather than as illustrations of other topics, linking information to and from them and linking the images themselves • Interested in using linked data to represent the kinds of things artists themselves say about their work (or the person doing the markup) • What we don’t do: expect people to agree on artistic interpretations or emotional content of images • ignore our paper in the proceedings – it was a working draft and we have made significant changes. © 2009 - 2010 Margaret Warren, Pat Hayes, CARMA Productions 3/23/2010
  • 4. foaf:depiction © 2009 - 2010 Margaret Warren, Pat Hayes, CARMA Productions 3/23/2010
  • 5. Snapshot, line drawings, news photos, paintings, fine art © 2009 - 2010 Margaret Warren, Pat Hayes, CARMA Productions 3/23/2010
  • 6. Image identity • By Image, we mean a digital image, typically one that can have associated EXIF data. • So, other kinds of "images" (drawings, paintings, non-digital photographs, stained glass, etc..) have to be classified as Works. • A work may be a physical thing with dimensions, a location, a time and place of creation, etc. that is separate from those same properties in an image; a digital image can be a work. • Basic relation between Work and Image is facsimile, a kind of 'visually same As' relation. © 2009 - 2010 Margaret Warren, Pat Hayes, CARMA Productions 3/23/2010
  • 7. Broader notion of depicts All images depict the person: McKenzie Oerting © 2009 - 2010 Margaret Warren, Pat Hayes, CARMA Productions 3/23/2010
  • 8. Depiction can include imaginary, biblical, mythological notions © 2009 - 2010 Margaret Warren, Pat Hayes, CARMA Productions 3/23/2010
  • 9. What is the subject? © 2009 - 2010 Margaret Warren, Pat Hayes, CARMA Productions 3/23/2010
  • 10. shows, depicts, subject, conveys Shows: trees, grass, house, window, ventilator Shows: head Depicts: particular type of car, Depicts: hands each of the people Conveys: grief, sadness Subject: group looking at a car © 2009 - 2010 Margaret Warren, Pat Hayes, CARMA Productions 3/23/2010
  • 11. Do all images depict something? Depict diamonds? Shapes? Or Nothing… © 2009 - 2010 Margaret Warren, Pat Hayes, CARMA Productions 3/23/2010
  • 12. Pictorial elements Basic graphical 'unit' of depiction is a pictorial element. This includes 'boxes' but also lines, regions, areas, patches of color, texture, etc.. “ elements of art - The basic components used by the artist when producing works of art. Those elements are color, value, line, shape, form, texture, and space. The elements of art are among the literal qualities found in any artwork. (Artlex, 1996-2010) Pictorial elements are related by inclusion: 3/23/2010 © 2009 - 2010 Margaret Warren, Pat Hayes, CARMA Productions
  • 13. Depicts vs. looksLike Pictorial Elements: Shape of thing that looks like a female torso Shape of thing that looks like a representation of a brain area that looks like the torso is sitting astride a seat of some sort Title: Surfing With Psyche Depicts: egg, a test tube, a photographic transparent layer, a piece of jewelry © 2009 - 2010 Margaret Warren, Pat Hayes, CARMA Productions 3/23/2010
  • 14. Pictorial Elements can be 'empty' A reclining nude is depicted by white space defined by an outline. The white space is a pictorial element. Cataloging pictorial elements is a large task. As a beginning, we distinguish visible/implied and line/area. Here, the nude is depicted by an implied area. All the visible elements are red lines. © 2009 - 2010 Margaret Warren, Pat Hayes, CARMA Productions 3/23/2010
  • 15. backgrounds hasPictorialBackground hasDepictedBackground all white, not necessarily sky, clouds, not necessary able to define with a region to define with a region © 2009 - 2010 Margaret Warren, Pat Hayes, CARMA Productions 3/23/2010
  • 16. © 2009 - 2010 Margaret Warren, Pat Hayes, CARMA Productions 3/23/2010
  • 17. Angels in the clouds depicts: Blue Angels ,jets, planes, formation conveys: military power? subject: specific formation? hasDepictedBackground: sky, clouds depicts: angel shows: clouds region contains a shape (PictorialElement) that looksLike an Angel (iconic) depicts: clouds © 2009 - 2010 Margaret Warren, Pat Hayes, CARMA Productions 3/23/2010
  • 18. The ontology so far © 2009 - 2010 Margaret Warren, Pat Hayes, CARMA Productions 3/23/2010
  • 19. future work © 2009 - 2010 Margaret Warren, Pat Hayes, CARMA Productions 3/23/2010
  • 20. http://www.purl.org/net/mw http://www.carmapro.com/mw/mw.rdf © 2009 - 2010 Margaret Warren, Pat Hayes, CARMA Productions 3/23/2010
  • 21. Extra slides follow © 2009 - 2010 Margaret Warren, Pat Hayes, CARMA Productions 3/23/2010
  • 22. Looking like an archetype • Some shapes are best described by what they look like iconically. • If we can use RDFS or OWL Full, this could be described as 'looking like' a class; but this will break OWL-DL reasoners. • Or, we could treat a SKOS concept as an archetype, but this is not (yet) a widely accepted convention. © 2009 - 2010 Margaret Warren, Pat Hayes, CARMA Productions 3/23/2010
  • 23. visiblePictorialElements looksLike iconic heart hasColor Red looksLike iconic dancing figures hasColor yellow orange red hasPictorialBackground: white © 2009 - 2010 Margaret Warren, Pat Hayes, CARMA Productions 3/23/2010
  • 24. What's in an image? • We conventionally say that depicted things are "in" an image. • Is this a philosophical mistake? Maybe. But rather than try to correct it, the ontology tries to avoid it. • Basic methodological rule for linked data: don't try to repair "bad" intuitions. © 2009 - 2010 Margaret Warren, Pat Hayes, CARMA Productions 3/23/2010
  • 25. shows: person, depicts: face in hands shows: broken headlight, turn signal subject: crying conveys: grief or despair, etc. depicts: front fender of school bus subject: conveys: beauty in decay, decline of education © 2009 - 2010 Margaret Warren, Pat Hayes, CARMA Productions 3/23/2010
  • 26. Can any Thing be depicted? Do we need a class of 'depictable things'? Things depicted include (keywords): • the car (specific type) • people (specific people) • a group of 7 people • a building Subject: group studying a car? • trees one of the people? the car itself? • brown grass © 2009 - 2010 Margaret Warren, Pat Hayes, CARMA Productions 3/23/2010
  • 27. Adult, Adults Only, Agriculture, Beautiful People, Beauty, Beauty In Nature, Biting, Branch, Color Image, Concepts, Custard Apple, Desire, Enjoyment, Food, Freshness, Fruit, Green, Gripping, Growth, Harvesting, Healthy Eating, Healthy Lifestyle, Horizontal, Human Face, Human Hand, Human Mouth, Hungry, Leaf, Lifestyles, Meal, Nutrient, One Person, One Woman Only, One Young Woman Only, Only Women, Open, Opening, Organic, People, Photography, Picking, Plant, Southeast Asian Ethnicity, The Human Body, Tree, Vegetarian Food, Women, Young Adult © 2009 - 2010 Margaret Warren, Pat Hayes, CARMA Productions 3/23/2010
  • 28. What can be depicted? • FOAF: People. • DBPedia: People, places, events,… • Umbel (Cyc): VisibleThings • Visual Resources Association: myths, legends, intentions, … • We provide a different property conveys for the relationship between an image and "un-depictable" things such as mood, idea, intention, emotion, etc.. © 2009 - 2010 Margaret Warren, Pat Hayes, CARMA Productions 3/23/2010
  • 29. http://www.gettyimages.com/Search/Search.aspx?query=z.i.H4 sIAAAAAAAEAO29B2AcSZYlJi9tynt_SvVK1- B0oQiAYBMk2JBAEOzBiM3mkuwdaUcjKasqgcplVmVdZhZAz O2dvPfee-- 999577733ujudTif33_8_XGZkAWz2zkrayZ4hgKrIHz9- fB8_In7dfLn91etf49f4NX6PX_dskV3kvyb9mtD_f9N5ns3S9fKqz larYnnxa_7f9PwaG59f0_xM6qpqX2Z1tmjMZ78W_r- 78xvSj1_v3evr5vSdeePX9P7mltm5Bai_4- VfOzuf2g78P35tfLDD8Bete3PR_rr6-2_xa3DX9tc99-s99-t99-s- __rrUB-lhWf_Qne_Lv1RLyw24Z-_Pj7axV-_Hn8- sTA6f_Nr5yEU- ydD2bFQzjtQ3N_8Wm1e6_zJUPYslLoDxf1NBM0tDPMH_s_U 3QV1iQL5yr4f_PVr55PGfmP- 4BnJXY_e779W7pp7v__azWplP8cfBqPfyr54OXUvXk5_bf39t8 TfO_a3ffvbLn77dara4zb7F381yf2vzF94fu3Z1dL8_muaP8BSv0 6z9kYb_PVr55nDz_-Dfl_5X9g_ft0mgBb--etM83futeCvX_vds- dOGugP- 0VWe2h7f_xGzbRa5U_Wy1npUT_41AD8ccB5sHMfv_86xGpr2 zz46_8Bs9pv0zoEAAA. © 2009 - 2010 Margaret Warren, Pat Hayes, CARMA Productions 3/23/2010
  • 30. Linked Image Data • Linked data… • Newest manifestation of the semantic web: use RDF to create a web of semantic links between data items. • Meanings of links are described by lightweight (small, intuitive, useful) ontologies. © 2009 - 2010 Margaret Warren, Pat Hayes, CARMA Productions 3/23/2010
  • 31. Linked data, not data silos © 2009 - 2010 Margaret Warren, Pat Hayes, CARMA Productions 3/23/2010
  • 32. Linked data is link + description • RDF descriptions use URIs as names to refer to things; linking means using those URIs to also connect to the described thing, or a source of more information about it. • This can be smoothly integrated into HTML using RDFa. <foaf:knows> <foaf:Person rdf:about="http://danbri.org/foaf.rdf#danbri"> <foaf:mbox_sha1sum>362ce75324396f0aa2d3e5f1246f40bf3bb44401</foaf:mbox_sha1sum> <foaf:name>Dan Brickley</foaf:name> <rdfs:seeAlso rdf:resource="http://danbri.org/foaf.rdf"/> </foaf:Person> </foaf:knows> <foaf:based_near rdf:resource="http://dbpedia.org/resource/Milton_Keynes"/> <PersonalProfileDocument rdf:about=""> <cc:license rdf:resource="http://creativecommons.org/licenses/by-nc/3.0/"/> <dc:title>Tim Berners-Lee's FOAF file</dc:title> <maker rdf:resource="http://www.w3.org/People/Berners-Lee/card#i"/> <primaryTopic rdf:resource="http://www.w3.org/People/Berners-Lee/card#i"/> </PersonalProfileDocument> © 2009 - 2010 Margaret Warren, Pat Hayes, CARMA Productions 3/23/2010
  • 33. Linked data is link + description • Description terms defined by lightweight ontologies. • Designing lightweight ontologies is an art, not a science. • Often, the formal ontologies are quite minimal, eg FOAF refuses to say anything more than the class People is all people, and Agent is "things that make stuff happen". Still, it does specify that People is an rdfs:subClass of Agent. In practice, meaning is specified by use (in the actual links). • It is considered good form to re-use existing relations, classes and properties whenever possible. But this can set up some tension with the meaning-as-use observation. © 2009 - 2010 Margaret Warren, Pat Hayes, CARMA Productions 3/23/2010
  • 34. Linked data is here, now Collectively, the data sets consist of over 13.1 billion RDF triples (dataset statistics), 3/23/2010 © which2010 Margaret Warren,around 142 million RDF links (linksset statistics) (November 2009). 2009 - are interlinked by Pat Hayes, CARMA Productions
  • 35. Linked Image data? • There are many images in existing linked data, but almost always as illustrations of things (people, places, buildings..), as in FOAF. • We want to describe images as objects in their own right. Images are our topic. So we need an image-describing vocabulary with its own lightweight ontology. Earlier work on image description all focuses either on the things depicted, or on the cultural setting of the images, or on the curation and cataloging of museum collections. © 2009 - 2010 Margaret Warren, Pat Hayes, CARMA Productions 3/23/2010
  • 36. Very lightweight image ontology Questions one might ask…. 1. Can any Thing be depicted? Do we need a class of 'depictable things'? 2. Do all images depict something? 3. What exactly is depiction anyway? 4. What exactly is an Image? (Is it a file type, for example? Are all images digital images?) etc… © 2009 - 2010 Margaret Warren, Pat Hayes, CARMA Productions 3/23/2010
  • 37. • Dense lines of particular colors, splatters, all pictorial elements • No distinct background, nothing depicted © 2009 - 2010 Margaret Warren, Pat Hayes, CARMA Productions 3/23/2010
  • 38. Pictorial elements Basic graphical 'unit' of depiction is a pictorial element. This includes 'boxes' but also lines, regions, areas, patches of color, texture, etc.. “ elements of art - The basic components used by the artist when producing works of art. Those elements are color, value, line, shape, form, texture, and space. The elements of art are among the literal qualities found in any artwork. (Artlex, 1996-2010) Pictorial elements are related by inclusion: 3/23/2010 © 2009 - 2010 Margaret Warren, Pat Hayes, CARMA Productions
  • 39. Ontology can be molded to fit A depiction of the torso of a female mannequin AND/OR A Pictorial Element that looks like a female torso © 2009 - 2010 Margaret Warren, Pat Hayes, CARMA Productions 3/23/2010
  • 40. Depicting vs. looking like • Simple depiction (as in FOAF) means something like "is a picture of". Our depiction is wider in scope, and does not imply visual similarity. An Xray image is a depiction, for example. So we also need the notion of looking like. • This is also important for characterizing pictorial elements. looksLike Depicted female Depicted female looksLike iconic female torso, x-ray torso female torso* © 2009 - 2010 Margaret Warren, Pat Hayes, CARMA Productions torso 3/23/2010
  • 41. Images are pictorial elements. If an image can depict, then a PART of an image can depict. if a whole image can depict, so can part of an image. © 2009 - 2010 Margaret Warren, Pat Hayes, CARMA Productions 3/23/2010
  • 42. Entire image is a pictorial element Entire image is a pictorial element that looks like a female torso that depicts a female torso © 2009 - 2010 Margaret Warren, Pat Hayes, CARMA Productions 3/23/2010
  • 43. Depiction is in the eye of the … depicts Marie-Therese Walter depicts female torso © 2009 - 2010 Margaret Warren, Pat Hayes, CARMA Productions 3/23/2010
  • 44. Defining classes of image • Can now define for example 'line drawing': an image all of whose component visible pictorial elements is a line. <owl:Class rdf:ID="LineDrawing"> <owl:intersectionOf rdf:parseType="Collection"> <owl:Class rdf:about="#Image" /> <owl:Restriction> <owl:onProperty rdf:resource="#hasVisualPart" /> <owl:allValuesFrom> <owl:unionOf rdf:parseType="Collection"> <owl:Class rdf:about="#ImplicitPictorialElement" /> <owl:Class rdf:about="#LinearPictorialElement" /> </owl:unionOf> </owl:allValuesFrom> </owl:Restriction> </owl:intersectionOf> </owl:Class> © 2009 - 2010 Margaret Warren, Pat Hayes, CARMA Productions 3/23/2010