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FEATURE EXTRACTION FOR CHARACTER RECOGNITION

by Dinesh Dileep Gaurav

 

02 Jul 2009 (Updated 03 Aug 2009)

Code covered by BSD License  

EXTRACTS FEATURE VECTORS FROM SINGLE CHARACTER IMAGES

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File Information
Description

The m-files inside this zip file extracts features of single characters based on their geometric properties. Two approaches are explained for extracting feature vectors. The final feature vector generated for my purpose had more 120 elements. The features are based on the basic geometric shapes that comprises a single character. It calculates how many basic line segments are there in the given character. Basic line segments like horizontal, vertical and diagonal are what looked for. Their length and area normalized to the entire image are used as features. The number of holes in a image is another feature. SImilar properties are used for feature extraction.

Required Products Image Processing Toolbox
MATLAB release MATLAB 7.0.1 (R14SP1)
Zip File Content  
Other Files
feature_extraction/Algorithm.pdf,
feature_extraction/del_pixel.m,
feature_extraction/discourser.m,
feature_extraction/feature_extractor.m,
feature_extraction/feature_extractor_2d.m,
feature_extraction/finddirection.m,
feature_extraction/findneighbours.m,
feature_extraction/ismymember.m,
feature_extraction/isnotempty.m,
feature_extraction/isnotintersection.m,
feature_extraction/isnotmember.m,
feature_extraction/letters_skel.mat,
feature_extraction/lineclassifier.m,
feature_extraction/linesegmenter.m,
feature_extraction/prep_image.m,
feature_extraction/README.pdf,
feature_extraction/README.txt,
feature_extraction/starter_intersection.m,
license.txt
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Updates
03 Aug 2009

README file in pdf format has been included

Tag Activity for this File
Tag Applied By Date/Time
feature extraction Dinesh Dileep Gaurav 02 Jul 2009 14:23:18
geometric Dinesh Dileep Gaurav 02 Jul 2009 14:23:18
digital character recognition Dinesh Dileep Gaurav 02 Jul 2009 14:23:18
pattern recognition Dinesh Dileep Gaurav 02 Jul 2009 14:23:18
optical character recognition Dinesh Dileep Gaurav 02 Jul 2009 14:23:18
english character Dinesh Dileep Gaurav 02 Jul 2009 14:23:18
feature vector Dinesh Dileep Gaurav 02 Jul 2009 14:23:18
 

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