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基于二值化聚类的图像文字提取算法 被引量:10

Text extraction algorithm based on binary clustering
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摘要 为解决渐变色给文字提取聚类算法带来的问题,研究与实现了基于二值化聚类的图像文字提取算法。图像通过一系列预处理后,得到了利于聚类的二值图像,根据背景图像区域特征,对图像进行聚类分块,再利用文字图像区域特征,聚类识别出文字区域。实验表明,该算法在各类图像上取得了理想的效果。 To deal with the gradient problem in the clustering process of text extraction, an algorithm based on binary clustering was proposed. The original image was converted to binary bitmap after preprocessing. The background blocks of the image were clustered by the region features, and then text blocks were recognized by the distribution features. The experiment shows this method achieves satisfactory result on various kinds of images.
作者 戴维 张申生
出处 《计算机应用》 CSCD 北大核心 2009年第1期57-59,77,共4页 journal of Computer Applications
关键词 聚类分析 图像分割 文字提取 clustering analysis image segments text extraction
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  • 1THEODORIDIS S,KOUTROUMBAS K.Pattern recognition[M].3版.影印版.北京:机械工业出版社,2006:483-525.
  • 2JAIN A K, BHATFACHARJEE S. Text segmentation using Gabor filters for automatic document processing[ J]. Machine Vision and Application, 1992, 5(3) : 169 - 184.
  • 3LI H, DOERMANN D, KIA O. Automatic text detection and tracking in digital video [ J]. IEEE Transactions on Image Proocessing, 2000, 9(1) : 147 - 156.
  • 4HASSAN Y M, KARAM L J. Morphological text extraction from images [ J]. IEEE Transactions on Image Processing, 2000, 9 ( 11 ) : 1978 - 1983.
  • 5JUNG K, KIM K I, JAIN A K. Text information extraction in images and video: A survey[ J]. Pattern Recognition, 2004, 37(5): 977 - 997.
  • 6SONG Y J, KIM K C. Text region extraction and text scgmentation on camera captured document style images [ C]//Proceedings of the Eight International Conference on Document Analysis and Recognition. Seoul, Korea: IEEE Press, 2005.
  • 7PAN W M, BUI T D, SUEN C Y. Text segmentation from complex background using sparse representations [ C]// Ninth International Conference on Document Analysis and Recognition. Curitiba, Brazil: IEEE Press, 2007.
  • 8CHADDHA N , GUPTA A . Text segmentation using linear trans - forms [ C]// Proceedings of ASILOMAR -29. Pacific Grove, CA, USA: IEEE Press, 1996.
  • 9DONOHO D, HUO X. Uncertainty principles and ideal atomic decomposition [ J]. IEEE transactions on information theory, 1999, 47 (7): 2845 -2862.
  • 10OTSU N. A threshold selection method from gray level histograms [ J]. IEEE transactions on systems, man and cybernetics, 1979(1) : 62 - 66.

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