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Margaret Warren
Metadata Authoring Systems
Institute for Human & Machine Cognition
Anchoring Images
to Meaning
Using DBpedia
Image by Travis S. CC BY-NC Flickr via ImageSnippets
Margaret
Warren
Artist/Technologist
Creator of ImageSnippets
(https://imagesnippets.com)
Research Associate,
Institute for Human and
Machine Cognition
Research started circa 2004 building concept maps around images.
Our work has been to apply formal semantic theory to the informal
ways people describe images and use RDF techniques to build image
graphs. Since the beginning of our journey, DBpedia has been a
primary source of the entities in our linked data descriptions.
ML Classifiers
Flickr Folksonomy
What is ImageSnippets?
• Grew out of research around formalizing image descriptions circa 2004
• Was developed as an experimental platform 2010-2013 for untrained
users to build structured semantic annotations for images in the RDF
syntax --- we train users to construct annotations in subject-predicate-
object constructions
• Has grown into a mature framework for research on semantic annotation,
ontology engineering and knowledge graph construction with images.
Image metadata is stored in openly published datasets as well as with each
image as JSON-LD and RDFa and embedded in the images.
• Was expanded in 2020 to allow for Dockerized ML Classifiers to be added
and used to augment image annotation and triple formulations.
• Open for non-commercial research, non-profit and personal use.
(https://www.imagesnippets.com)
Bounding Ambiguity from SAD workshop 2018 HCOMP http://ceur-ws.org/Vol-2276/paper5.pdf
Lightweight Image Ontology
(LIO)
https://imagesnippets.com/Ar
tSpeak/help/properties.html
Bounding Ambiguity from SAD
workshop 2018 HCOMP
http://ceur-ws.org/Vol-
2276/paper5.pdf
Humans-in-the-Loop Annotation
•Build triples by hand
•Use Auto-Entity extraction
•Use AI classifiers
•Use AI object recognition
All mapped to DBpedia (or other public datasets)
https://farm2.staticflickr.com/1112/595337437_57accbb082.jpg
This image
Has URI
fishing
boat
dawn
wake
pelican
lio:hasInBackground
lio:shows
lio:depicts
lio:hasSetting
Linked Data Entities: Dbpedia, Wikidata, Art & Architecture Thesaurus (or
custom)
Times of Day
watercraft
Fishing
equipment
Water waves
Fluid
dynamics
pelecanus
National symbols of
Barbados
Thank you!
imagesnippets™
Margaret Warren
https://imagesnippets.com
https://dbpediahackathon.metadata.rocks
Twitter: @Imagesnippets
Email: info@metadata.rocks
This presentation:
https://creativecommons.org/licenses/by-nc/4.0/

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Anchoring Meaning to Images with DBpedia