Digital imaging: objects - University of Oxford · The place of images representation of real-world...
Transcript of Digital imaging: objects - University of Oxford · The place of images representation of real-world...
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Beazley ArchiveClassical Art Research CentreIoannou School for Classical and Byzantine Studies
Digital imaging: objects
The Beazley Archive, CLAROS and The World
of Ancient Artof Ancient Art
Donna Kurtz Beazley ArchiveDonna Kurtz, Beazley ArchiveSebastian Rahtz, OUCSAndrew Zisserman, Engineering Science
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Sir John Beazley
1885-1970Photograph by Cecil Beaton
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http://news.bbc.co.uk/1/hi/england/oxfordshire/8347232.stm
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Ashmolean Museum, Cast Gallery b tbasement
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CLAROS System Components
BeazleyArchive
DAIArachne
LGPN(Oxford)
LIMC(Paris)Archive Arachne (Oxford)(Paris)
Convert Convert Convert Convert
CIDOC-CRM
Cache
data
CacheIndexQuery
Links back to original data
CLAROSapplication Browser
Other potential applications
application
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The place of imagesrepresentation of real-world objects pottery, gems, sculpture
objects as holders of textual sources images of inscriptions and coins
representations of time and place chronological mappingrepresentations of time and place chronological mapping
input and interaction “what is this pottery shape I am showing ?”you?”
first class objects antiquarian photographs
visualization charts, plots, etc
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Behind CLAROS
The CLAROS infrastructure relies upon a set of technology standards: a common ontology − CIDOC CRM conceptual reference model a common approach to data management − RDF
working practices: working practices: federation not aggregation − devolved responsibility collaboration − more than Oxford proportionality and subsidiarity − no attempt at a universal model open data − we are not the only users
and assumptions:p open licensing − no data hoarding no limits − world wide f i t d l t li it d t d i a range of impact models − not limited to academia
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CLAROS initial collaborators Beazley Archive:
150,000 Pottery records and 130,000 images 50 000 Engraved gem and cameo records and 30 000 images 50,000 Engraved gem and cameo records and 30,000 images 900 cast records of classical sculpture and 2000 images 900 Antiquarian photographs
Lexicon of Greek Personal Names: 400,000 recorded individuals. Over 35,000 unique personal names
from 2500 placesp Cologne Research Sculpture Archive
250,000 Sculpture records, 490,000 images German Archaeological Institute:German Archaeological Institute:
1,500,000 photographs Lexicon Iconographicum Mythologiae Classicae (Paris):
100 000 d 180 000 i f th l i l d li i 100,000 records, 180,000 images of mythological and religious iconography from 2,000 museums and collection
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Disparate technologies
Beazley Archive ‘XDB’ – XML data, SQL Server Database, ASP front end, ,
Cologne Research Archive and German Archaeological InstituteInstitute
‘Arachne’ - MySQL database, PHP front end.
LIMCLIMC MySQL database, PHP front end.
LGPNLGPN Ingres relational database, also available as an eXist XML
database serving TEI-XML data. XQuery front end.
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The CLAROS data web approach
No changes to the databases of the individual sources
Semantic differences between data sources are resolved by mapping selected metadata from each source to CIDOC-CRM
Syntactic differences between data sources are resolved by converting the selected metadata to RDF, accessed from a single triple store using SPARQLsingle triple store using SPARQL
CLAROS is a resource discovery service − all results link b k t h t d t bback to host databases
The job of CLAROS is provide cacheing, indexing and queryingservices
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CIDOC Conceptual Reference Model (CRM)
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CIDOC CRM in CLAROS CIDOC CRM Core can describe the complex provenance of
artefacts and their relationships with key events, people, places and timesplaces and times
The CIDOC CRM "E55.Type" system is particularly useful to i f d/d ill d i i i l b hpermit faceted/drill-down queries, e.g. restricting results by the
shape of a pot
We focused initially on the CIDOC CRM Core terms, and employed additional terms as necessary. Some additional RDF vocabulary for time metadata relating to imprecise periods and y g p peras i.e. <claros:not_before> and <claros:not_after>, applied to a <crm:E61.Time_Primitive object>
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The CIDOC route to 2nd century BC Ath i hAthenian amphoraeE22.Man-Made_Object
P2.has typeP2.has_typeE55.Type
P127.has_broader_term "Amphora"
P108I.was produced byP108I.was_produced_byE12.Production
P4.has_time-spanE52.Time-Span
P82.at some time withinP82.at_some_time_withinE61.Time_Primitive ;not_before "-0300"not_after "-0200"
P16I.was used for6 as_used_ oE7.Activity P2.has_type "Object"P7.took_place_at
E53.PlaceP87.is_identified_by
E48.Place_Name "Athens"
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Each data partner may create their own i t finterface, e.g.:
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Some ongoing partner projects MILARQ (Oxford)
investigate performance issues with complex queries in RDF Metamorphoses (Oxford)
establish a working co-reference system for name, place and date information
develop and document import for into the CLAROS RDF database provide web-based tools for geo-temporal cross-searching and
visualization of the databasevisualization of the database STAR/Stellar (Glamorgan)
extraction of semantic data from unstructured text (archaeological report)report)
Zoology (Oxford) flyweb, semantic web, and text mining projects
O f d R E j t Oxford Roman Economy project adding new types of economic data
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Lessons
We are in a very different state from 10 years ago, withmapping and satellite services from Google and othersmapping and satellite services from Google and others semantic web technologies which deliver on their promiseWeb 2.0 approaches which let us write exciting interfaces
i i ti f f t d t an increasing assumption of free access to data an expectation of data for computers, not just humans
CLAROS is an exemplar virtuous virtual collaboration with no centre and no boundaries, a club anyone can join
We demonstrate that the RDF approach based on a wide-ranging ontology is not exotic, constraining or hard to use
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Challenges Deliver a system in which searching for “Athens” does not take
5 minutes to respond (there are a lot of references to Athens…)
Join data relating to places in a more formal way linking via a common gazetteermodelling changes of name and location across time understanding degrees of accuracy in provenance claims
Establish appropriate interfaces across the spectrum SPARQL endpoint for deep accessRESTful URIs for common data queries Explorer style data exploration Explorer-style data explorationDynamic data-driven visualizations for teaching Intelligent Companions to formulate queriesRich mobile-delivered resources for museum visitors Linked community-led collections
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Visual Access to Classical ArtVisual Access to Classical Art Archives within CLAROSArchives within CLAROS
Relja Arandjelović and Andrew ZissermanDepartment of Engineering ScienceDepartment of Engineering Science
University of Oxford
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The Objective …
To enable an image archive to be searched on its visual content with the same ease and success as a Google search of the web (text documents).
The Beazley Vase Archive
??
Visually defined query
Currently: 111 thousand images
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Example Search results
queryq y
?
Results are:
• immediate• unaffected by scale and image rotation (affine transformations)• unaffected by scale and image rotation (affine transformations)• for exact matches only
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Upload query image from a file or web page or a mobile phone
Matches in the Beazley vase archive
Query from URLQ y
?
http://arthur.robots.ox.ac.uk:8084/
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Meta-information for matches
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How it works
Representation: bag of (visual) words
• Visual words are ‘iconic’ image patches or fragments
ImageCollection of visual words
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Visual vocabulary unaffected by scale and viewpointy y p
The same visual wordThe same visual word
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Image representation using visual words
Use efficient Google like search on visual words
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The Arachne Classical Sculptures Archive
Retrieve images from the collection using only visual information
?
Visually defined query
Currently: 89 thousand images 21 thousand objects
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Example Search results
query
?
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Upload query image from file or URLSearch results
Query from URLQuery from URL
?
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Visual search for the archivist• Check visually if an item is already in the archive, or check f d li t t ifor duplicate entries
• For example, in the Beazley vase archive …
Method:• use each image in turn as a query for retrieval
• determine if all the matching vases have the same id
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Example:
2 copies with different IDs, and different fabric
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Image Classification• previously: search for exact matching vase
now: classify vase by its shape
Visually defined query
• now: classify vase by its shape
“It is an amphora
Data … and here are similar objects in the archive”
What is this?
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Shape Representationoriginal image foreground
separationsilhouette
representationtvector
X11X2..
x1x2
.Xn
x• No representation of patterns or surface markings
• 100-dimensional “vase shape space”100 dimensional vase shape space
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Vase shape space
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Compute three nearest neighbours for each vasequery
classify shape
all three are neck amphoraeneck-amphorae
“judge me by the company I keep”
“vase shape space”
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Step by step demonstration: Step 1: upload image
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Step by step demonstration: Step 2: classify shape
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Step by step demonstration: Step 3: matches in CLAROS
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Future DevelopmentsShort term (this year): 3D retrieval
p
Medium term: classification of decorations
“Herakles and the lion”Herakles and the lion
Longer term: predict artist/age
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