期刊文献+

改进的概率神经网络的语义区域分类 被引量:3

Semantic region classification based on improved probabilistic neural network
在线阅读 下载PDF
导出
摘要 针对彩色图像信息量大,分割效果自适应性差的问题,对图像语义区域的分割精度进行控制,提取图像的纹理特征值,再通过改进后的概率神经网络模型对测试样本做分类测试,达到提高图像语义提取和分类准确性的目的。实验表明,改进后的概率神经网络对彩色图像语义区域分类的正确性由原先的70%提高到90%,具有较好的分类效果。 For the huge information and poor adaptability of segmentation effect in the colorized images,this article proposes a method to improve the accuracy of extracting and assorting the image semantics.First control the segmentation precision of the image semantics region and extract the image texture characteristics.Then test the samples'classification through the improved probabilistic neural network model.The experiment shows that the precision of assorting the colorized images semantics region through the improved probabilistic neural network is 90% while it's 70% before.The new method gets the better classification effect.
作者 徐波 程显毅
出处 《计算机工程与应用》 CSCD 北大核心 2010年第24期182-184,共3页 Computer Engineering and Applications
基金 国家自然科学基金(No.60702056)~~
关键词 纹理特征 概率神经网络 图像分类 texture characteristics probabilistic neural network image classification
  • 相关文献

参考文献5

二级参考文献37

  • 1孙晓刚,张建华,侯国莲,金慰刚.基于概率神经网络的凝汽器故障诊断研究[J].现代电力,2005,22(3):58-61. 被引量:11
  • 2徐文,王大忠,周泽存.基于模糊理论的变压器故障诊断专家系统[J].电力系统自动化,1995,19(6):32-37. 被引量:16
  • 3Sluimer I,Schilham A,Prokop M,et al.Computer analysis of computed tomography scans of the lung:a survey[J].IEEE Trans on Medical Imaging, 2006,25 (4) : 385-405.
  • 4Armato S G,Sensakovic W F.Automated lung segmention for thoracic CT:impact on computer-aided diagnosis[J].Acad Radiol,2004,11 (9) : 1011-1021.
  • 5Hu S,Hoffman E A,Reinhardt J.Automatic lung segmentation for accurate quantitation of volumetric X-ray CT images[J].IEEE Trans on Medical Imaging,2001,20(6):490-498.
  • 6Farag A, El-Baz A, Gimel' farb G.Precise segmentation of muhimodal images [J].IEEE Transactions on Image Processing,2006,15 (4) : 952-968.
  • 7Silva A,Silva J S.Fast pulmonary contour extraction in X-ray CT images:a methodology and quality assessment[C]//Proceedings of SPIE, 2001,4321:216-224.
  • 8Leader J K,Zheng Bin.Automated lung segmentation in X-ray computed tomography:development and evaluation of a heuristic threshold-based scheme[J].Acad Radiol,2003,10:1224-1236.
  • 9Gonzalez R C,Woods R E,Eddins S L.Digital image processingusing MATLAB[M].北京:电子工业出版社:315-320.
  • 10Vincent L,Soille P.Watersheds in digital spaces:an efficient algorithm based on immersion simulations[J].IEEE Transactions on Pattern Analysis and Machine Intelligence, 1991,13 (6) : 583-598.

共引文献47

同被引文献17

引证文献3

二级引证文献1

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部