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Henrike Hövelmann 
Accurator 
Acquisition of Qualitative Annotations 
from Niche Communities 
Chris Dijkshoorn
Accurator 
Collaboration between museum 
and research institutes 
Nichesourcing of annotations 
Accurator system sneak preview 
Datasets used in Accurator 
Evaluation 
Future work
Rijksmuseum Amsterdam 
Collection 
‣ Collection of ~1,000,000 objects 
‣ Print collection of ~550.000 prints 
‣ Artworks on display ~8.000 
Online Collection 
‣ Accessible through API 
‣ Published as Linked Data 
‣ 548,785 object records 
‣ 424,098 prints 
‣ 212,517 works are digitised
Print Room Online Project 
Make artworks accessible online 
Professional catalogers and 
photographers 
Process 
‣ Register artwork 
‣ Provide annotations 
‣ Digitise artwork 
‣ Publish online 
~40,000 new object records a 
year
Annotating Artworks 
Focus on art-historical 
information 
Occasional lack of expertise 
regarding subject matter 
annotations 
This print is described as: 
‣ “Bird with blue head” 
‣ “Branch with red leaves”
research project 
Socially-Enriched Access to Linked 
Cultural Media 
Diverse collaboration 
‣ 4 Research institutes 
‣ 5 Cultural heritage institutions 
‣ 5 Industry partners 
4 PhDs are working on Accurator 
‣ Crowdsourcing the annotation 
process 
‣ Finding niche groups with required 
expertise
Tagging 
State of the art 
‣ Steve.museum 
‣ YourPaintings 
Rijksmuseum allowed tagging 
on website
Beyond crowdsourcing 
Use nichesourcing to gather 
annotations 
‣ Find niche groups with required 
expertise 
‣ Use the knowledge of expert laymen 
‣ Cluster tasks based on topic
Niche 
Experts 
Cluster Trust 
Search 
User 
Modelling 
Crowd 
Annotations 
Cultural 
Heritage 
Collection 
Niche 
Experts 
Niche 
Experts 
Accurator System
Nichesourcing Annotations 
Niche 
Expert 
Japanese 
Redstart
Accurator screencast
Which niche group to 
address? 
Base choice on gaps in collection 
Started with two topics 
‣ Castles 
‣ Flowers 
Contacted multiple groups, but 
low response 
Change the focus
Focus on birds
Naturalis biodiversity data 
Specimen Collection 
‣ Songbirds 3.210 specimen 
Print Collection 
‣ Koekkoek 406 prints 
Thesaurus 
‣ IOC World Bird List 34,197 concepts
Semantic Annotation 
Open Annotation Data Model for 
storing information 
Semantic support for annotators 
‣ Autocompletion from structured 
vocabularies 
‣ IOC world bird list in Accurator
Semantic Annotation - Data model 
dc:title skos:prefLabel 
oa:hasTarget 
oa:hasTarget 
#xywh=percent: 
19,40,39,27 
rdf:value 
hdl: 
504055 ico: 25F34 
"Eagle owl in 
magnolia"@en 
"owls"@en 
edm: 
aggregated 
CHO 
agg:COLLEC 
T.504055 
edm: 
isShownBy 
dc: 
subject 
ann:id_6111 
fedf002e9 
birds:species 
-bubo_bubo 
oa: 
hasBody 
genid:target 
_44478b9e 
oa:hasSource 
ann:h "0.27"^^xsd:float 
ann:w "0.38"^^xsd:float 
ann:x "0.18"^^xsd:float 
ann:y 
"0.40"^^xsd:float
Evaluation results 
Compare provided annotations 
to correct answers 
‣ Define correct answer 
‣ Collect “ground truth” 
Experts tend to disagree 
Obtained a set of Naturalis bird 
prints with scientific names 
“Sexy ladies” 
“Women” 
“The frog indicates the 
profession of the women” 
“The frog stands for 
the rejected lover”
Future work 
Run experiment with ground 
truth 
Incorporate automatic trust 
assessment in Accurator 
Show effects of annotating by 
leveraging it for collection 
integration
Possibilities for integration - Rijksmuseum Website
Possibilities for integration - Dutch Species 
Print 
Kono Bairei
Accurator 
Acquisition of Qualitative Annotations from Niche Communities 
Henrike Hövelmann h.hovelmann@rijksmuseum.nl 
Chris Dijkshoorn c.r.dijkshoorn@vu.nl http://chrisdijkshoorn.nl

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Accurator: Acquisition of Qualitative Annotations from Niche Communities

  • 1. Henrike Hövelmann Accurator Acquisition of Qualitative Annotations from Niche Communities Chris Dijkshoorn
  • 2. Accurator Collaboration between museum and research institutes Nichesourcing of annotations Accurator system sneak preview Datasets used in Accurator Evaluation Future work
  • 3. Rijksmuseum Amsterdam Collection ‣ Collection of ~1,000,000 objects ‣ Print collection of ~550.000 prints ‣ Artworks on display ~8.000 Online Collection ‣ Accessible through API ‣ Published as Linked Data ‣ 548,785 object records ‣ 424,098 prints ‣ 212,517 works are digitised
  • 4. Print Room Online Project Make artworks accessible online Professional catalogers and photographers Process ‣ Register artwork ‣ Provide annotations ‣ Digitise artwork ‣ Publish online ~40,000 new object records a year
  • 5. Annotating Artworks Focus on art-historical information Occasional lack of expertise regarding subject matter annotations This print is described as: ‣ “Bird with blue head” ‣ “Branch with red leaves”
  • 6. research project Socially-Enriched Access to Linked Cultural Media Diverse collaboration ‣ 4 Research institutes ‣ 5 Cultural heritage institutions ‣ 5 Industry partners 4 PhDs are working on Accurator ‣ Crowdsourcing the annotation process ‣ Finding niche groups with required expertise
  • 7. Tagging State of the art ‣ Steve.museum ‣ YourPaintings Rijksmuseum allowed tagging on website
  • 8. Beyond crowdsourcing Use nichesourcing to gather annotations ‣ Find niche groups with required expertise ‣ Use the knowledge of expert laymen ‣ Cluster tasks based on topic
  • 9. Niche Experts Cluster Trust Search User Modelling Crowd Annotations Cultural Heritage Collection Niche Experts Niche Experts Accurator System
  • 10. Nichesourcing Annotations Niche Expert Japanese Redstart
  • 12. Which niche group to address? Base choice on gaps in collection Started with two topics ‣ Castles ‣ Flowers Contacted multiple groups, but low response Change the focus
  • 14. Naturalis biodiversity data Specimen Collection ‣ Songbirds 3.210 specimen Print Collection ‣ Koekkoek 406 prints Thesaurus ‣ IOC World Bird List 34,197 concepts
  • 15. Semantic Annotation Open Annotation Data Model for storing information Semantic support for annotators ‣ Autocompletion from structured vocabularies ‣ IOC world bird list in Accurator
  • 16. Semantic Annotation - Data model dc:title skos:prefLabel oa:hasTarget oa:hasTarget #xywh=percent: 19,40,39,27 rdf:value hdl: 504055 ico: 25F34 "Eagle owl in magnolia"@en "owls"@en edm: aggregated CHO agg:COLLEC T.504055 edm: isShownBy dc: subject ann:id_6111 fedf002e9 birds:species -bubo_bubo oa: hasBody genid:target _44478b9e oa:hasSource ann:h "0.27"^^xsd:float ann:w "0.38"^^xsd:float ann:x "0.18"^^xsd:float ann:y "0.40"^^xsd:float
  • 17. Evaluation results Compare provided annotations to correct answers ‣ Define correct answer ‣ Collect “ground truth” Experts tend to disagree Obtained a set of Naturalis bird prints with scientific names “Sexy ladies” “Women” “The frog indicates the profession of the women” “The frog stands for the rejected lover”
  • 18. Future work Run experiment with ground truth Incorporate automatic trust assessment in Accurator Show effects of annotating by leveraging it for collection integration
  • 19. Possibilities for integration - Rijksmuseum Website
  • 20. Possibilities for integration - Dutch Species Print Kono Bairei
  • 21. Accurator Acquisition of Qualitative Annotations from Niche Communities Henrike Hövelmann h.hovelmann@rijksmuseum.nl Chris Dijkshoorn c.r.dijkshoorn@vu.nl http://chrisdijkshoorn.nl