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題名 HuayuNavi: A mobile chinese learning application based on intelligent character recognition
作者 Kuo, Jen Ho;Huang, Cheng-Ming;Liao, Wen-Hung;Huang, C.-C.
郭仁和;黃政明;廖文宏
貢獻者 資科系;數位內容碩士學位學程
關鍵詞 Chinese language; Domain specific; Feature vectors; Intelligent character recognition; Language learning; Learning assistant; Mobile applications; Probability estimation; Real-time images; Recognition rates; Traditional learning; User experience; E-learning; Image retrieval; Laptop computers; Support vector machines; User interfaces; Character recognition
日期 2011
上傳時間 22-Jun-2015 14:02:53 (UTC+8)
摘要 With the recent rise of China, Chinese is becoming a dominant language in the world. People are pursuing an efficient and effective means to learn the Chinese language. Most of the traditional learning platforms such as textbooks, laptop applications and language learning centers are not portable and interactive simultaneously. In this paper, we attempt to develop a new language-learning platform that not only creates a better user experience but also promotes better efficiency in language training. We present a mobile application named HuayuNavi that integrates a touch-based user interface with intelligent character recognition techniques to achieve real-time image content understanding. Specifically, the feature vector is formed by accumulating localized gradients of different orientations in the image. Recognition is achieved by employing support vector machine (SVM) with probability estimation to obtain candidate characters, which is then refined using domain-specific vocabulary models. The overall operation can be completed in 3 seconds. Initial tests on the specific subject of Taiwanese snacks indicate that the recognition rate can reach 83% using handwritten samples as well as signboards containing characters of diverse fonts. © 2011 Springer-Verlag.
關聯 Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), Volume 6872 LNCS, 2011, Pages 346-354, 6th International Conference on E-Learning and Games, Edutainment 2011; Taipei; Taiwan; 7 September 2011 到 9 September 2011; 代碼 86510
資料類型 conference
DOI http://dx.doi.org/10.1007/978-3-642-23456-9_63
dc.contributor 資科系;數位內容碩士學位學程
dc.creator (作者) Kuo, Jen Ho;Huang, Cheng-Ming;Liao, Wen-Hung;Huang, C.-C.
dc.creator (作者) 郭仁和;黃政明;廖文宏zh_TW
dc.date (日期) 2011
dc.date.accessioned 22-Jun-2015 14:02:53 (UTC+8)-
dc.date.available 22-Jun-2015 14:02:53 (UTC+8)-
dc.date.issued (上傳時間) 22-Jun-2015 14:02:53 (UTC+8)-
dc.identifier.uri (URI) http://nccur.lib.nccu.edu.tw/handle/140.119/75993-
dc.description.abstract (摘要) With the recent rise of China, Chinese is becoming a dominant language in the world. People are pursuing an efficient and effective means to learn the Chinese language. Most of the traditional learning platforms such as textbooks, laptop applications and language learning centers are not portable and interactive simultaneously. In this paper, we attempt to develop a new language-learning platform that not only creates a better user experience but also promotes better efficiency in language training. We present a mobile application named HuayuNavi that integrates a touch-based user interface with intelligent character recognition techniques to achieve real-time image content understanding. Specifically, the feature vector is formed by accumulating localized gradients of different orientations in the image. Recognition is achieved by employing support vector machine (SVM) with probability estimation to obtain candidate characters, which is then refined using domain-specific vocabulary models. The overall operation can be completed in 3 seconds. Initial tests on the specific subject of Taiwanese snacks indicate that the recognition rate can reach 83% using handwritten samples as well as signboards containing characters of diverse fonts. © 2011 Springer-Verlag.
dc.format.extent 176 bytes-
dc.format.mimetype text/html-
dc.relation (關聯) Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), Volume 6872 LNCS, 2011, Pages 346-354, 6th International Conference on E-Learning and Games, Edutainment 2011; Taipei; Taiwan; 7 September 2011 到 9 September 2011; 代碼 86510
dc.subject (關鍵詞) Chinese language; Domain specific; Feature vectors; Intelligent character recognition; Language learning; Learning assistant; Mobile applications; Probability estimation; Real-time images; Recognition rates; Traditional learning; User experience; E-learning; Image retrieval; Laptop computers; Support vector machines; User interfaces; Character recognition
dc.title (題名) HuayuNavi: A mobile chinese learning application based on intelligent character recognition
dc.type (資料類型) conferenceen
dc.identifier.doi (DOI) 10.1007/978-3-642-23456-9_63
dc.doi.uri (DOI) http://dx.doi.org/10.1007/978-3-642-23456-9_63