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Optical recognition of handwritten Chinese characters by hierarchical radical matching method

Identifieur interne : 000756 ( PascalFrancis/Corpus ); précédent : 000755; suivant : 000757

Optical recognition of handwritten Chinese characters by hierarchical radical matching method

Auteurs : A. B. Wang ; K. C. Fan

Source :

RBID : Pascal:01-0013821

Descripteurs français

English descriptors

Abstract

In this paper, a radical-based OCR system for the recognition of handwritten Chinese characters is proposed. In our approach, a recursive hierarchical scheme is developed to perform radical extraction first. Character features and radical features are then extracted for matching. Last, a hierarchical radical matching scheme is devised to identify the radicals embedded in an input Chinese character and recognize the input character accordingly. Experiments for radical extraction are conducted on 1856 characters. The successful rate of radical extraction is 92.5%. The average time for radical extraction is 0.65 second per character. Experiments for matching process are conducted on two sets: training set and testing set, each set includes 900 characters. The overall recognition rate in our experiments is 98.2 and 80.9% (for training set and testing set, respectively). The average recognition time of our hierarchical radical matching scheme is 0.274 s. There are totally 4716 radicals in 1800 characters. In average, one character consists of 2.62 radicals. Each character will match 7.28 radical templates in average. Thus, each radical will match 2.77 radical temples. The experimental results reveal that our proposed method is feasible, flexible, and effective.

Notice en format standard (ISO 2709)

Pour connaître la documentation sur le format Inist Standard.

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A03   1    @0 Pattern Recognit
A05       @2 34
A06       @2 1
A08 01  1  ENG  @1 Optical recognition of handwritten Chinese characters by hierarchical radical matching method
A11 01  1    @1 WANG (A. B.)
A11 02  1    @1 FAN (K. C.)
A14 01      @1 Private Takming Junior Coll of Commerce @3 TWN @Z 1 aut.
A20       @1 15-35
A21       @1 2001
A23 01      @0 ENG
A43 01      @1 INIST @2 15220
A44       @0 A100
A45       @0 21 Refs.
A47 01  1    @0 01-0013821
A60       @1 P
A61       @0 A
A64 01  1    @0 Pattern Recognition
A66 01      @0 GBR
C01 01    ENG  @0 In this paper, a radical-based OCR system for the recognition of handwritten Chinese characters is proposed. In our approach, a recursive hierarchical scheme is developed to perform radical extraction first. Character features and radical features are then extracted for matching. Last, a hierarchical radical matching scheme is devised to identify the radicals embedded in an input Chinese character and recognize the input character accordingly. Experiments for radical extraction are conducted on 1856 characters. The successful rate of radical extraction is 92.5%. The average time for radical extraction is 0.65 second per character. Experiments for matching process are conducted on two sets: training set and testing set, each set includes 900 characters. The overall recognition rate in our experiments is 98.2 and 80.9% (for training set and testing set, respectively). The average recognition time of our hierarchical radical matching scheme is 0.274 s. There are totally 4716 radicals in 1800 characters. In average, one character consists of 2.62 radicals. Each character will match 7.28 radical templates in average. Thus, each radical will match 2.77 radical temples. The experimental results reveal that our proposed method is feasible, flexible, and effective.
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C03 01  1  ENG  @0 Hierarchical radical matching methods @4 INC
C03 02  1  FRE  @0 Théorie
C03 02  1  ENG  @0 Theory
C03 03  1  FRE  @0 Concordance forme
C03 03  1  ENG  @0 Pattern matching
C03 04  1  FRE  @0 Jeu caractère
C03 04  1  ENG  @0 Character sets
C03 05  1  FRE  @0 Reconnaissance optique caractère @3 P
C03 05  1  ENG  @0 Optical character recognition @3 P
N21       @1 008

Format Inist (serveur)

NO : PASCAL 01-0013821 EI
ET : Optical recognition of handwritten Chinese characters by hierarchical radical matching method
AU : WANG (A. B.); FAN (K. C.)
AF : Private Takming Junior Coll of Commerce/Taïwan (1 aut.)
DT : Publication en série; Niveau analytique
SO : Pattern Recognition; ISSN 0031-3203; Royaume-Uni; Da. 2001; Vol. 34; No. 1; Pp. 15-35; Bibl. 21 Refs.
LA : Anglais
EA : In this paper, a radical-based OCR system for the recognition of handwritten Chinese characters is proposed. In our approach, a recursive hierarchical scheme is developed to perform radical extraction first. Character features and radical features are then extracted for matching. Last, a hierarchical radical matching scheme is devised to identify the radicals embedded in an input Chinese character and recognize the input character accordingly. Experiments for radical extraction are conducted on 1856 characters. The successful rate of radical extraction is 92.5%. The average time for radical extraction is 0.65 second per character. Experiments for matching process are conducted on two sets: training set and testing set, each set includes 900 characters. The overall recognition rate in our experiments is 98.2 and 80.9% (for training set and testing set, respectively). The average recognition time of our hierarchical radical matching scheme is 0.274 s. There are totally 4716 radicals in 1800 characters. In average, one character consists of 2.62 radicals. Each character will match 7.28 radical templates in average. Thus, each radical will match 2.77 radical temples. The experimental results reveal that our proposed method is feasible, flexible, and effective.
CC : 001B40B; 001D02B; 001D02B12; 001D03J03
FD : Théorie; Concordance forme; Jeu caractère; Reconnaissance optique caractère
ED : Hierarchical radical matching methods; Theory; Pattern matching; Character sets; Optical character recognition
LO : INIST-15220
ID : 01-0013821

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Pascal:01-0013821

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