SpringerBriefs in Electrical and Computer Engineering

Chinese Handwriting Recognition: An Algorithmic Perspective

Authors: Su, Tonghua

  • The first monograph available on the recognition of Chinese handwriting texts
  • A systematic sampling mechanics is presented for Chinese handwriting
  • A further reading list with literature analysis is devoted to help readers quickly overview the state-of-the-art
  • Include scalable learning methods for large category learning tasks with inspiring results
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  • ISBN 978-3-642-31812-2
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About this book

Designing machines that can read handwriting like human beings has been an ambitious goal for more than half a century, driving talented researchers to explore diverse approaches. Obstacles have often been encountered that at first appeared insurmountable but were indeed overcome before long. Yet some open issues remain to be solved. As an indispensable branch, Chinese handwriting recognition has been termed as one of the most difficult Pattern Recognition tasks. Chinese handwriting recognition poses its own unique challenges, such as huge variations in strokes, diversity of writing styles, and a large set of confusable categories. With ever-increasing training data, researchers have pursued elaborate algorithms to discern characters from different categories and compensate for the sample variations within the same category. As a result, Chinese handwriting recognition has evolved substantially and amazing achievements can be seen. This book introduces integral algorithms used in Chinese handwriting recognition and the applications of Chinese handwriting recogniers. The first part of the book covers both widespread canonical algorithms to a reliable recognizer and newly developed scalable methods in Chinese handwriting recognition. The recognition of Chinese handwritten text is presented systematically, including instructive guidelines for collecting samples, novel recognition paradigms, distributed discriminative learning of appearance models and distributed estimation of contextual models for large categories, in addition to celebrated methods, e.g. Gradient features, MQDF and HMMs. In the second part of this book, endeavors are made to create a friendlier human-machine interface through application of Chinese handwriting recognition. Four scenarios are exemplified: grid-assisted input, shortest moving input, handwritten micro-blog, and instant handwriting messenger. All the while, the book moves from basic to more complex approaches, also providing a list for further reading with literature comments.

About the authors

Dr. Tonghua Su has been working in the character recognition field over 10 years. The research group with which Dr. Su has been working released the HIT-MW database, which is now used at over 60 universities/institutes. They are the first group to systematically study the recognition problem of Chinese handwriting and developed the HMM-based recognizer and the PL-MQDF classifier for Chinese handwritten character recognition.

Table of contents (5 chapters)

Buy this book

eBook $29.99
price for USA
  • ISBN 978-3-642-31812-2
  • Digitally watermarked, DRM-free
  • Included format: EPUB, PDF
  • ebooks can be used on all reading devices
  • Download immediately after purchase
Softcover $39.95
price for USA
  • ISBN 978-3-642-31811-5
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
Rent the ebook  
  • Rental duration: 1 or 6 month
  • low-cost access
  • online reader with highlighting and note-making option
  • can be used across all devices
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Bibliographic Information

Bibliographic Information
Book Title
Chinese Handwriting Recognition: An Algorithmic Perspective
Authors
Series Title
SpringerBriefs in Electrical and Computer Engineering
Copyright
2013
Publisher
Springer-Verlag Berlin Heidelberg
Copyright Holder
The Author(s)
eBook ISBN
978-3-642-31812-2
DOI
10.1007/978-3-642-31812-2
Softcover ISBN
978-3-642-31811-5
Series ISSN
2191-8112
Edition Number
1
Number of Pages
XI, 124
Number of Illustrations and Tables
46 b/w illustrations, 16 illustrations in colour
Topics