Residential College | false |
Status | 已發表Published |
A reliability design methodology for Chinese character recognition | |
Huang Y.S.1; Liu K.3; Suen C.Y.3; Tang Y.Y.2 | |
1998-03-01 | |
Source Publication | International Journal of Pattern Recognition and Artificial Intelligence |
ISSN | 02180014 |
Volume | 12Issue:2Pages:159-170 |
Abstract | This paper proposes a novel method which enables a Chinese character recognition system to obtain reliable recognition. In this method, two thresholds, i.e. class region threshold R and disambiguity threshold A, are used by each Chinese character k when the classifier is designed based on the nearest neighbor rule, where R defines the pattern distribution region of character k, and A prevents the samples not belonging to character k from being ambiguously recognized as character k. A novel algorithm to derive the appropriate thresholds A and R is developed so that a better recognition reliability can be obtained through iterative learning. Experiments performed on the ITRI printed Chinese character database have achieved highly reliable recognition performance (such as 0.999 reliability with a 95.14% recognition rate), which shows the feasibility and effectiveness of the proposed method. |
Keyword | Competitive learning OCR Rejection Reliable recognition |
URL | View the original |
Language | 英語English |
Fulltext Access | |
Document Type | Journal article |
Collection | University of Macau |
Affiliation | 1.Industrial Technology Research Institute of Taiwan 2.Hong Kong Baptist University 3.Universite Concordia |
Recommended Citation GB/T 7714 | Huang Y.S.,Liu K.,Suen C.Y.,et al. A reliability design methodology for Chinese character recognition[J]. International Journal of Pattern Recognition and Artificial Intelligence, 1998, 12(2), 159-170. |
APA | Huang Y.S.., Liu K.., Suen C.Y.., & Tang Y.Y. (1998). A reliability design methodology for Chinese character recognition. International Journal of Pattern Recognition and Artificial Intelligence, 12(2), 159-170. |
MLA | Huang Y.S.,et al."A reliability design methodology for Chinese character recognition".International Journal of Pattern Recognition and Artificial Intelligence 12.2(1998):159-170. |
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