DocumentCode
2289646
Title
Photo Context as a Bag of Words
Author
Viana, Windson ; Hammiche, Samira ; Villanova-Oliver, Marlène ; Gensel, Jérôme ; Martin, Hervé
Author_Institution
LIG-Lab. Inf. de Grenoble, St. Martin d´´Heres
fYear
2008
fDate
15-17 Dec. 2008
Firstpage
310
Lastpage
315
Abstract
In the recent years, photo context metadata (e.g.,date, GPS coordinates) have been proved to be useful in the management of personal photos. However, these metadata are still poorly considered in photo retrieving systems. In order to overcome this limitation, we propose an approach to incorporate contextual metadata in a keyword-based photo retrieval process.We use metadata about the photo shot context (address location, nearby objects, season, light status...) to generate a bag of words for indexing each photo. We extend the Vector Space Model in order to transform these shot context words into document-vector terms. In addition, spatial reasoning and geographical ontologies are used to infer new indexing terms. This facilitates the query-document matching process and also allows performing semantic comparison between the query terms and photo annotations.
Keywords
content-based retrieval; image retrieval; indexing; meta data; ontologies (artificial intelligence); geographical ontologies; keyword-based photo retrieval process; personal photo management; photo annotations; photo context metadata; photo retrieving systems; photo shot context; query-document matching process; spatial reasoning; Context modeling; Global Positioning System; Image retrieval; Indexing; Ontologies; Poles and towers; Springs; VSM; context-awareness; photo context; semantic search;
fLanguage
English
Publisher
ieee
Conference_Titel
Multimedia, 2008. ISM 2008. Tenth IEEE International Symposium on
Conference_Location
Berkeley, CA
Print_ISBN
978-0-7695-3454-1
Electronic_ISBN
978-0-7695-3454-1
Type
conf
DOI
10.1109/ISM.2008.15
Filename
4741185
Link To Document