模糊模式的手写数字识别技术研究与实现
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重庆市教委科学技术研究项目资助(KJ070719)。


Research and implementation on handwritten numeralrecognition technique based on fuzzy mode
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    摘要:

    通过对CCD传感器获得的邮政编码的24位bmp图像进行仿真和数字识别,提出了一种基于色素的二值化方法,分别提取了邮政编码框格线的二值图像和邮件字符的二值图像;对图像处理的过程进行了分析,它包括邮编框边缘检测和分离、图像的二值化、平滑去噪、倾斜矫正、邮编数字的提取、位置归一化处理、数字图像的细化、字符识别特征提取等.首先对图像识别的预处理过程进行了阐述,然后再对预处理过的图像进行特征字符提取,并对邮件编码框格和字符进行角度修正,最后判断识别结果;在此方法中避免了框格线和编码字符线分割的困难;为了提高识别率,研究使用了手写数字多种方法的复合,使邮件编码的识别率得到了提高;实验表明:该方法可以获得较高的识别率,为邮政系统中分拣识别技术提供了参考.

    Abstract:

    Based on simulation and numeral recognition of the 24-bit bmp images of postal codes obtained by CCD transducer, a binarization method based on coloring matter is proposed, which is employed to extract the binary image of the frame line of postal code and the binary image of the mail character separately. The procedure of image processing is analyzed, which includes detecting and separating borderlines of postal code frames, image binarization, smoothing noise-removal, slant rectification, extraction of postal code numerals, position normalization processing, subdivision of digital image, feature extraction of character recognition, and so on. The pretreatment process of image recognition is described. Then, character feature extraction is conducted for pretreated images, while the angle correctness for postal code frames and characters is performed. Finally, the recognition result is determined. In this method, the difficulty of separating frame line from postal code character line is eliminated. In order to improve recognition rate, the combination of many methods of handwritten numeral is used, resulting in improved recognition rate of postal codes. The experiment shows that this method can obtain higher recognition rate, providing reference for the separation technique in postal system.

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代小红.模糊模式的手写数字识别技术研究与实现[J].重庆大学学报,2011,34(6):117-122.

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  • 收稿日期:2011-03-03
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