From Biomass to Energy via Semantic Web and Linked data
Pelagios 2011
1. The Pelagios ontology workshop
Semantic Reasoning over Qualitative Spatial Relations
for Image Interpretation
Monika Solanki
Department of Computer Science
University of Leicester
m.solanki@mcs.le.ac.uk
http://http://commons.wikimedia.org/
Monika Solanki Semantic Reasoning over Qualitative Spatial Relations for Image Interpretation
2. Talk outline The Pelagios ontology workshop
Outline
Motivation
Proposed framework
Conclusions and future work
Monika Solanki Semantic Reasoning over Qualitative Spatial Relations for Image Interpretation
3. Tracing Networks The Pelagios ontology workshop
Tracing Networks
investigates the network of contacts across and beyond the
Mediterranean region, between the late bronze age and the late
classical period (c.1500-c.200 BCE) by interrogating material
objects
seven archaeological case studies fully integrated with computer
science projects
programme sets technological networks in their greater social,
economic and political contexts to expand our understanding of
wider cultural developments
these networks from the past can help us devise new and more
effective ways of transmitting knowledge and information in our
digital world
http://www.tracingnetworks.org/
Monika Solanki Semantic Reasoning over Qualitative Spatial Relations for Image Interpretation
4. Tracing Networks The Pelagios ontology workshop
Tracing Networks
Archaeologists study a wide range of material objects.
By tracking them at every stage of their production,
distribution, use, and consumption across a large
geographical region, over a long time period, they can
trace the links between the people who made, used, and
taught others to make them.
The Chaîne opératoire
Cross-craft interaction
Monika Solanki Semantic Reasoning over Qualitative Spatial Relations for Image Interpretation
5. Tracing Networks The Pelagios ontology workshop
The TN-LOD cloud
Tracing Networks through Linked Open Data
Monika Solanki Semantic Reasoning over Qualitative Spatial Relations for Image Interpretation
6. Tracing Networks The Pelagios ontology workshop
Tracing Networks: Vocabularies
CIDOC-CRM
It provides definitions and a formal structure for describing
the implicit and explicit concepts and relationships used in
cultural heritage documentation.
An ontology of 86 classes and 137 properties for culture
and more.
International standard since 2006 - ISO 21127:2006.
The ontology has been encoded in OWL2.0, OWLDL and
RDFS.
http://cidoc.ics.forth.gr/index.html
Monika Solanki Semantic Reasoning over Qualitative Spatial Relations for Image Interpretation
7. Tracing Networks The Pelagios ontology workshop
Tracing Networks: Vocabularies
CIDOC-CRM
It provides definitions and a formal structure for describing
the implicit and explicit concepts and relationships used in
cultural heritage documentation.
An ontology of 86 classes and 137 properties for culture
and more.
International standard since 2006 - ISO 21127:2006.
The ontology has been encoded in OWL2.0, OWLDL and
RDFS.
Tracing Network vocabularies extend CIDOC-CRM
http://cidoc.ics.forth.gr/index.html
Monika Solanki Semantic Reasoning over Qualitative Spatial Relations for Image Interpretation
8. Tracing Networks The Pelagios ontology workshop
Transformation Framework
ORM Reverse Engineering.
ECA Rule-based Transformation.
Ontology Instance Generation.
Monika Solanki Semantic Reasoning over Qualitative Spatial Relations for Image Interpretation
9. SEA: Semantic Explorer for Archaeology The Pelagios ontology workshop
SEA: Semantic Explorer for Archaeology
Motivation
The most time-consuming part of an archaeological
investigation is the post-excavation analysis.
There is therefore a mileage in combining the task of
archiving, querying and analysing the data within a single
framework.
Archaeological data is fragmentary. Inferencing capabilities
of reasoners can be used to extract implicit knowledge and
contribute to their existing knowledge bases to complete
the fragments.
Monika Solanki Semantic Reasoning over Qualitative Spatial Relations for Image Interpretation
10. SEA: Semantic Explorer for Archaeology The Pelagios ontology workshop
SEA: Semantic Explorer for Archaeology
A web application.
RESTful APIs for programmatically accessing the TN-LOD
cloud.
Interactive and global querying of linked datasets.
Data visualisations using user defined perspectives.
Statistical analysis using bespoke criteria provided by
archaeologists at runtime.
Monika Solanki Semantic Reasoning over Qualitative Spatial Relations for Image Interpretation
11. SEA: Semantic Explorer for Archaeology The Pelagios ontology workshop
Case study: Human representations
The scope of the project includes examining and analysing
human representations on a range of object types and in a
range of materials, such as bronze and pottery.
The project utilises details such as gestures and postures,
dress and associated objects as keys to understanding
how identity and new understandings of society are
communicated.
Raw data is collected through examining objects from
published literature or in museum collections.
Monika Solanki Semantic Reasoning over Qualitative Spatial Relations for Image Interpretation
12. SEA: Semantic Explorer for Archaeology The Pelagios ontology workshop
Human representations: Informal queries
Example 1:
“Find images of riders who appear on the east side of objects
found in Austria where the altitude of the excavation site is 500
meters above sea level. I would also like to know the statistical
distribution of the material and the technologies used for the
production of these objects. I would like to visualise the results
as a pie chart and see the distribution of the sites where these
objects were found on Google Earth”.
Monika Solanki Semantic Reasoning over Qualitative Spatial Relations for Image Interpretation
13. SEA: Semantic Explorer for Archaeology The Pelagios ontology workshop
Human representations: Informal queries
Example 2:
“Find all objects which have images of individuals in the orant
gesture who are wearing a triangular dress, earrings and who
carry a vessel on their head, where the vessel is supported by
their left hand. I would also like to know the statistical
distribution of the gender of these individuals according to the
country in which the objects were found. I would like to
visualise the results as a tree map and see the distribution of
the sites where these objects were found on Google Map”.
Monika Solanki Semantic Reasoning over Qualitative Spatial Relations for Image Interpretation
14. Motivation The Pelagios ontology workshop
Motivation/Problem statement
Capture “spatial” metadata about the content of images.
Spatial relation based on RCC and the cardinal/ordinal
directions.
Use ontologies to support annotation and consequently
search.
Multiple vocabularies to support the process.
Annotate only those regions of the image which are
contextually relevant and interesting.
Use “existing” spatial DL reasoners based on RCC-8.
Monika Solanki Semantic Reasoning over Qualitative Spatial Relations for Image Interpretation
15. Proposed Framework The Pelagios ontology workshop
Region Connection calculus: RCC-8
http://en.wikipedia.org/wiki/Region_connection_calculus
Defines a primitive reflexive and symmetric dyadic relation
C(x; y), - region x connects with region y.
On top of this relation, a number of other dyadic relations
are defined.
Monika Solanki Semantic Reasoning over Qualitative Spatial Relations for Image Interpretation
16. Proposed Framework The Pelagios ontology workshop
Region Connection calculus: RCC-8
http://en.wikipedia.org/wiki/Region_connection_calculus
disconnected (DC)
externally connected (EC)
equal (EQ)
partially overlapping (PO)
tangential proper part (TPP)
tangential proper part inverse (TPPi)
non-tangential proper part (NTPP)
non-tangential proper part inverse (NTPPi)
Monika Solanki Semantic Reasoning over Qualitative Spatial Relations for Image Interpretation
17. Proposed Framework The Pelagios ontology workshop
Cardinal and ordinal directions
http://en.wikipedia.org/wiki/File:Brosen_windrose.svg
Monika Solanki Semantic Reasoning over Qualitative Spatial Relations for Image Interpretation
18. Proposed Framework The Pelagios ontology workshop
A “coarse” notion of spatial fuzziness
X right_of Y: what does “right_of” entail in terms of cardinal and
ordinal directions?
north_west_of
south_west_of
west_north_west_of right_of
west_of
west_south_west_of
south_east_of
north_east_of
east_south_east_of left_of
east_of
east_north_east_of
Monika Solanki Semantic Reasoning over Qualitative Spatial Relations for Image Interpretation
19. Proposed Framework The Pelagios ontology workshop
Vocabularies used
CIDOC CRM version 5.0.2 (2010) (crm)
FOAF (foaf)
Annotation vocabularies (ano)
Dublic Core Metadata Initiative (dc)
Pellet spatial RCC-8 vocabulary (spa)
Cardinal-ordinal vocabulary (crd)
Domain specific vocabularies to describe images.
Monika Solanki Semantic Reasoning over Qualitative Spatial Relations for Image Interpretation
21. Proposed Framework The Pelagios ontology workshop
Pellet Spatial
A Hybrid RCC-8 and RDF/OWL Reasoning and Query
Engine.
Provides consistency checking and query answering.
Supports all RCC-8 relations as well as standard
RDF/OWL semantic relations.
Supports SPARQL querying over consistent sets of spatial
relations and non-spatial semantic RDF relations.
http://clarkparsia.com/pellet/spatial/
Monika Solanki Semantic Reasoning over Qualitative Spatial Relations for Image Interpretation
22. Proposed Framework The Pelagios ontology workshop
Example
http://en.wikipedia.org/
Monika Solanki Semantic Reasoning over Qualitative Spatial Relations for Image Interpretation
23. Proposed Framework The Pelagios ontology workshop
Conclusions
A preliminary approach has been presented to query
image repositories based on the spatial orientation of
image regions.
A coarse notion of fuzziness has been used in defining the
spatial orientation of image regions relative to each other.
Cardinal/ordinal directional predicates along with RCC-8
relations have been used.
Existing DL based spatial reasoners exploited.
Still WIP: lots more needs to be done.
Monika Solanki Semantic Reasoning over Qualitative Spatial Relations for Image Interpretation
24. The Pelagios ontology workshop
Many Thanks!!!
Monika Solanki Semantic Reasoning over Qualitative Spatial Relations for Image Interpretation