期刊文献+

基于云理论的图像自适应滤波新方法

A New Image Adaptive Filtering Algorithm Based on Cloud Theory
下载PDF
导出
摘要 提出一种去除椒盐噪声的自适应云理论滤波算法,该算法采用云的极大判定法则将图像中的像素分类为噪声点和信息点。对检测出的噪声点,利用周围信息点通过自适应云推理进行去除,信息点保持其灰度值不变直接输出。实验结果表明,该算法能有效去除椒盐噪声,保护图像细节,尤其在高强度噪声下,优势突出,较传统中值滤波及其改进算法有更好的滤波性能。 An adaptive cloud theory filtering algorithm is proposed for salt and pepper noise removal, which divides the pixels of an image into signal part and noise part by means of the cloud maximum judgment criterion. The detected noise pixels are removed by using the adaptive cloud forecast, while the signal ones remain unchanged and are output directly. Experimental results indicate that : 1 ) The proposed method can suppress salt and pepper noise and preserve image details effectively ;and 2) The filtering effect of our method outperforms that of the traditional and the improved median filtering, especially under the condition of high-intensity noise.
出处 《电光与控制》 北大核心 2016年第2期70-73,共4页 Electronics Optics & Control
关键词 图像处理 椒盐噪声 噪声检测 噪声去除 自适应 云理论 image processing salt and pepper noise noise detection noise removal adaptation cloud theory
  • 相关文献

参考文献8

二级参考文献51

  • 1张光玉,解梅,马争.一种新的彩色图像边缘检测算法[J].电子科技大学学报,2005,34(2):164-167. 被引量:10
  • 2李德毅,孟海军,史雪梅.隶属云和隶属云发生器[J].计算机研究与发展,1995,32(6):15-20. 被引量:1212
  • 3刘进,厉树忠,张媛.基于混合中值滤波的图像去噪处理[J].甘肃科技,2006,22(9):41-43. 被引量:15
  • 4秦昆,李德毅,许凯.基于云模型的图像分割方法研究[J].测绘信息与工程,2006,31(5):3-5. 被引量:31
  • 5Armato S G,Sensakovic W F.Automated lung segmentation for thoracic CT[J].A cademic Radiology, 2004,11 ( 9 ) : 1011 - 1021.
  • 6Sluimer I,Schilham A,Prokop M,et al.Computer analysis of computed tomography scans of the lung:a survey[J].IEEE Transactions on Medical lmageing, 2006,25(4) : 385-405.
  • 7Li Qiang.Recent progress in computer-aided diagnosis of lung nodules on thin-section CT[J].Computerized Medical Imaging and Graphics, 2007,31 ( 4/5 ) : 248-257.
  • 8Gijbels I,Lambert A ,Qiu Pei-hua.Edge-preserving image denoising and estimation of discontinuous surfaces[J].IEEE Transactions on Pattern Analysis and Machine Intelligence,2006,28(7) : 1075-1087.
  • 9Qiu Pei-hua.Image processing and jump regression analysis[M].New Jersey:John Wiley and Sons,2005.
  • 10秦昆.不确定性图像分割的新方法[D].武汉:武汉大学,2007.

共引文献233

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