DocumentCode :
2313121
Title :
A framework for fuzzy video content extraction, storage and retrieval
Author :
Koyuncu, Murat ; Yilmaz, Turgay ; Yildirim, Yakup ; Yazici, Adnan
Author_Institution :
Dept. of Inf. Syst. Eng., Atilim Univ., Ankara, Turkey
fYear :
2010
fDate :
18-23 July 2010
Firstpage :
1
Lastpage :
8
Abstract :
This study presents a new comprehensive framework for semantic content extraction from raw video, storage of the extracted data and retrieval of the stored data. Objects, spatial relations between objects, events and temporal relations between events, which are considered as semantic contents of the video, are extracted automatically to a certain extend with the developed approach. Extraction process is supported by manual annotation when automatic extraction is not satisfactory. The extracted information is stored in an intelligent fuzzy object-oriented database in which the database is enhanced with a fuzzy knowledge-based system. Domain specific deduction rules can be defined to derive new information about semantic contents of the video. The database is also supported by an access structure to increase retrieval efficiency. The proposed framework is capable of handling uncertain data arising from annotation process or video nature.
Keywords :
content-based retrieval; data handling; deductive databases; feature extraction; knowledge based systems; object-oriented databases; temporal databases; video databases; access structure; data handling; domain specific deduction rules; fuzzy knowledge-based system; fuzzy object-oriented database; fuzzy video content extraction; manual annotation; semantic content extraction; spatial-temporal relations; video retrieval; video storage; Data mining; Databases; Feature extraction; Knowledge based systems; Manuals; Semantics; Uncertainty;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Fuzzy Systems (FUZZ), 2010 IEEE International Conference on
Conference_Location :
Barcelona
ISSN :
1098-7584
Print_ISBN :
978-1-4244-6919-2
Type :
conf
DOI :
10.1109/FUZZY.2010.5584724
Filename :
5584724
Link To Document :
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