DocumentCode :
3076999
Title :
Association Rule Based Mining Approach for Building and Querying Map Image Databases using Correlation Analysis
Author :
Mishra, Swarnalata ; Tripathy, Animesh ; Patra, Prashanta K.
Author_Institution :
Dept. of CSE, KIIT Univ., Bhubaneswar
fYear :
2009
fDate :
6-7 March 2009
Firstpage :
1543
Lastpage :
1548
Abstract :
Estimating geographic information from an image is an excellent, difficult high-level computer vision problem whose time has come. The emergence of vast amounts of geographically calibrated image data is a great reason for computer vision to start looking globally on the scale of the entire planet. In this paper, we propose a correlated association rule based framework for querying an image database The analysis is based on geographic locations from a single image using a purely data driven feature extraction approach. We apply a specific set of traditional data mining techniques such as association to the non traditional domain of image datasets. Image Features are selected based on the position of the image objects using color histograms approach and Line features. Correlation analysis is applied on image datasets using association rule. A query model based on Query by Example (QBE) is proposed. And we improve the technique further by using association rule based query mining.
Keywords :
computer vision; content-based retrieval; data mining; feature extraction; geographic information systems; image colour analysis; image retrieval; visual databases; association rule based data mining; color histogram; computer vision; correlation analysis; data driven feature extraction; geographic information; geographic location; geographically calibrated image data; image feature selection; image object position; line features; map image database building; map image database querying; query by example; Association rules; Computer graphics; Computer vision; Data analysis; Data mining; Image analysis; Image databases; Military aircraft; Photography; Space technology;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Advance Computing Conference, 2009. IACC 2009. IEEE International
Conference_Location :
Patiala
Print_ISBN :
978-1-4244-2927-1
Electronic_ISBN :
978-1-4244-2928-8
Type :
conf
DOI :
10.1109/IADCC.2009.4809248
Filename :
4809248
Link To Document :
بازگشت