Title :
Structure extraction from decorated characters using multiscale images
Author :
Omachi, Shin Ichiro ; Inoue, Masaki ; Aso, Hirotomo
Author_Institution :
Dept. of Electr. Commun., Tohoku Univ., Sendai, Japan
fDate :
3/1/2001 12:00:00 AM
Abstract :
Decorated characters are widely used in various documents. Practical optical character reader is required to deal with not only common fonts but also complex designed fonts. However, since the appearances of decorated characters are complicated, most general character recognition systems cannot give good performances on decorated characters. In this paper, an algorithm that can extract character´s essential structure from a decorated character is proposed. This algorithm is applied in preprocessing of character recognition. The proposed algorithm consists of three procedures: global structure extraction, interpolation of structure and smoothing. By using multiscale images, topographical features, such as ridges and ravines are detected for structure extraction. Ridges are used for extracting global structure and ravines are used for interpolation. Experimental results show character structures can be clearly extracted from very complex decorated characters
Keywords :
feature extraction; interpolation; optical character recognition; smoothing methods; OCR; decorated character recognition; interpolation; multiscale images; smoothing; structure extraction; topographical feature extraction; Character recognition; Feature extraction; Image analysis; Image converters; Interpolation; Optical character recognition software; Optical design; Pattern analysis; Pattern matching; Smoothing methods;
Journal_Title :
Pattern Analysis and Machine Intelligence, IEEE Transactions on