Gabor-Based Recognizer for Chinese Handwriting from Segmentation-Free Strategy

机译：基于Gabor的无分段策略的中文手写识别器

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摘要

Segmentation-free recognizer is presented to transcribe Chinese handwritten documents, incorporating Gabor features and Hidden Markov Models (HMMs). Textline is extracted and filtered as Gabor observations by sliding windows first. Then Baum-Welch algorithm is used to train character HMMs. Finally, best character string in maximizing a posteriori criterion is found out through Viterbi algorithm as output. Experiments are conducted on a collection of Chinese handwriting. The results not only show the evident feasibility of segmentation-free strategy, but also manifest the advantages of Gabor filters in the transcription of Chinese handwriting.

机译：提出了无分段识别器，用于转录中文手写文档，并结合了Gabor功能和隐马尔可夫模型（HMM）。首先通过滑动窗口来提取文本行并将其过滤为Gabor观测值。然后使用Baum-Welch算法训练字符HMM。最后，通过维特比算法找到了最大化后验准则的最佳字符串作为输出。实验是对一系列中文笔迹进行的。结果不仅显示了无分割策略的明显可行性，而且还显示了Gabor过滤器在中文笔迹转录中的优势。

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来源
《International Conference on Computer Analysis of Images and Patterns(CAIP 2007); 20070827-29; Vienna(AT)》|2007年|P.539-546|共8页
会议地点 Vienna(AT)
作者
Tong-Hua Su; Tian-Wen Zhang; De-Jun Guan; Hu-Jie Huang;
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作者单位

School of Computer Science and Technology Harbin Institute of Technology, Harbin, 150001, China;

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原文格式 PDF
正文语种 eng
中图分类信息处理（信息加工）;
关键词
gabor filter; HMM; chinese handwriting recognition;

机译：gabor过滤器； HMM；中文手写识别;

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专利

1. Off-line recognition of realistic Chinese handwriting using segmentation-free strategy [J] . Su TH, Zhang TW, Guan DJ, Pattern Recognition: The Journal of the Pattern Recognition Society . 2009,第1期

机译：使用无分割策略离线识别真实的中文手写体
2. Effect of stroke-order learning and handwriting exercises on recognizing and writing Chinese characters by Chinese as a foreign language learners [J] . Hsiung Hsiang-Yu, Chang Yu-Lin, Chen Hsueh-Chih, Computers in Human Behavior . 2017,第sepa期

机译：笔顺学习和手写练习对汉语作为外语学习者识别和书写汉字的影响
3. Human performance modeling in temporary segmentation Chinese character handwriting recognizers [J] . Wu CX., Zhang K., Hu YG. International journal of human-computer studies . 2003,第4期

机译：临时分割汉字笔迹识别器中的人类行为建模
4. Gabor-Based Recognizer for Chinese Handwriting from Segmentation-Free Strategy [C] . Tong-Hua Su, Tian-Wen Zhang, De-Jun Guan, International Conference on Computer Analysis of Images and Patterns . 2007

机译：基于GABOR的识别器从分割策略中的汉语笔迹
5. An on-line handwriting recognizer with Fisher matching, hypotheses propagation network and context constraint models. [D] . Oh, Jong Koo. 2001

机译：具有Fisher匹配，假设传播网络和上下文约束模型的在线手写识别器。
6. Recognizing Cursive Typewritten Text Using Segmentation-Free System [O] . Mohammad S. Khorsheed 2015

机译：使用无分段系统识别草书打字文本
7. Segmentation-free recognizer based on enhanced four plane feature for realistic Chinese handwriting [O] . Tong-hua Su A, Tian-wen Zhang A, Hu-jie Huang A, 2012

机译：基于增强四平面特征的无分割识别器，用于逼真的中文手写
8. Leveraging Multimodal Redundancy for Dynamic Learning, with SHACER - a Speech and HAndwriting reCognizER. [R] . E. C. Kaiser 2007

机译：利用多模式冗余进行动态学习，使用sHaCER - 语音和编辑重新识别。

Gabor-Based Recognizer for Chinese Handwriting from Segmentation-Free Strategy

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