Presentation 2011-03-10
Normalization-cooperated Curvature Feature Extraction of Character Strokes and its Application to Printed Character Recognition
Toshinori MIYOSHI, Takeshi NAGASAKI, Hiroshi SHINJO,
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Abstract(in English) Gradient feature extraction method, which is one of the directional feature extraction methods of character strokes, has been proved to be very efficient in various character recognition experiments, and is widely used in character recognition systems. To further enhance discrimination performance of gradient feature, curvature feature has been proposed, and is proved to be effective in handwritten character recognition. Generally, feature extraction operation is applied normalized images. However, features extracted from normalized images are distorted when normalization operation largely deforms character shapes. In order to reduce this distortion, normalization-cooperated feature extraction methods, which extracts features from the original image, have been proposed for directional features such as chaincode features and gradient features. In this research, we propose a normalization-cooperated curvature feature extraction methods which applies normalization-cooperated feature extraction strategy to a curvature feature extraction method. In printed character recognition experiments, the proposed methods were effective especially for normalization methods that largely deform character shapes.
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Keyword(in English) character recognition / feature extraction / curvature / gradient / normalization / printed character
Paper # PRMU2010-255
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Conference Information
Committee PRMU
Conference Date 2011/3/3(1days)
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Paper Information
Registration To Pattern Recognition and Media Understanding (PRMU)
Language JPN
Title (in Japanese) (See Japanese page)
Sub Title (in Japanese) (See Japanese page)
Title (in English) Normalization-cooperated Curvature Feature Extraction of Character Strokes and its Application to Printed Character Recognition
Sub Title (in English)
Keyword(1) character recognition
Keyword(2) feature extraction
Keyword(3) curvature
Keyword(4) gradient
Keyword(5) normalization
Keyword(6) printed character
1st Author's Name Toshinori MIYOSHI
1st Author's Affiliation Hitachi, Ltd., Central Research Laboratory()
2nd Author's Name Takeshi NAGASAKI
2nd Author's Affiliation Hitachi, Ltd., Central Research Laboratory
3rd Author's Name Hiroshi SHINJO
3rd Author's Affiliation Hitachi, Ltd., Central Research Laboratory
Date 2011-03-10
Paper # PRMU2010-255
Volume (vol) vol.110
Number (no) 467
Page pp.pp.-
#Pages 6
Date of Issue