The Resource Chinese Handwriting Recognition: An Algorithmic Perspective, by Tonghua Su, (electronic resource)

Chinese Handwriting Recognition: An Algorithmic Perspective, by Tonghua Su, (electronic resource)

Label
Chinese Handwriting Recognition: An Algorithmic Perspective
Title
Chinese Handwriting Recognition: An Algorithmic Perspective
Statement of responsibility
by Tonghua Su
Creator
Author
Author
Subject
Language
  • eng
  • eng
Summary
This book provides an algorithmic perspective on the recent development of Chinese handwriting recognition. Two technically sound strategies, the segmentation-free and integrated segmentation-recognition strategy, are investigated and algorithms that have worked well in practice are primarily focused on. Baseline systems are initially presented for these strategies and are subsequently expanded on and incrementally improved. The sophisticated algorithms covered include: 1) string sample expansion algorithms which synthesize string samples from isolated characters or distort realistic string samples; 2) enhanced feature representation algorithms, e.g. enhanced four-plane features and Delta features; 3) novel learning algorithms, such as Perceptron learning with dynamic margin, MPE training and distributed training; and lastly 4) ensemble algorithms, that is, combining the two strategies using both parallel structure and serial structure. All the while, the book moves from basic to advanced algorithms, helping readers quickly embark on the study of Chinese handwriting recognition
Member of
Is Subseries of
http://library.link/vocab/creatorName
Su, Tonghua
Dewey number
006.425
http://bibfra.me/vocab/relation/httpidlocgovvocabularyrelatorsaut
SgNQHEgfWUI
Language note
English
LC call number
  • T385
  • TA1637-1638
  • TK7882.P3
Literary form
non fiction
Nature of contents
dictionaries
Series statement
SpringerBriefs in Electrical and Computer Engineering,
http://library.link/vocab/subjectName
  • Computer vision
  • Optical pattern recognition
  • Computer Imaging, Vision, Pattern Recognition and Graphics
  • Pattern Recognition
  • Image Processing and Computer Vision
Label
Chinese Handwriting Recognition: An Algorithmic Perspective, by Tonghua Su, (electronic resource)
Instantiates
Publication
Note
Description based upon print version of record
Carrier category
online resource
Carrier category code
  • cr
Content category
text
Content type code
  • txt
Contents
Introduction -- HIT-MW Database -- Integrated Segmentation-Recognition Strategy -- Segmentation-free Strategy: Basic Algorithms -- Segmentation-free Strategy: Advanced Algorithms
Dimensions
unknown
Edition
1st ed. 2013.
Extent
1 online resource (132 p.)
Form of item
online
Isbn
9783642318122
Media category
computer
Media type code
  • c
Other control number
10.1007/978-3-642-31812-2
Specific material designation
remote
System control number
  • (CKB)2560000000100048
  • (EBL)1106240
  • (OCoLC)827212116
  • (SSID)ssj0000878601
  • (PQKBManifestationID)11486336
  • (PQKBTitleCode)TC0000878601
  • (PQKBWorkID)10837268
  • (PQKB)10178304
  • (DE-He213)978-3-642-31812-2
  • (MiAaPQ)EBC1106240
  • (EXLCZ)992560000000100048
Label
Chinese Handwriting Recognition: An Algorithmic Perspective, by Tonghua Su, (electronic resource)
Publication
Note
Description based upon print version of record
Carrier category
online resource
Carrier category code
  • cr
Content category
text
Content type code
  • txt
Contents
Introduction -- HIT-MW Database -- Integrated Segmentation-Recognition Strategy -- Segmentation-free Strategy: Basic Algorithms -- Segmentation-free Strategy: Advanced Algorithms
Dimensions
unknown
Edition
1st ed. 2013.
Extent
1 online resource (132 p.)
Form of item
online
Isbn
9783642318122
Media category
computer
Media type code
  • c
Other control number
10.1007/978-3-642-31812-2
Specific material designation
remote
System control number
  • (CKB)2560000000100048
  • (EBL)1106240
  • (OCoLC)827212116
  • (SSID)ssj0000878601
  • (PQKBManifestationID)11486336
  • (PQKBTitleCode)TC0000878601
  • (PQKBWorkID)10837268
  • (PQKB)10178304
  • (DE-He213)978-3-642-31812-2
  • (MiAaPQ)EBC1106240
  • (EXLCZ)992560000000100048

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