Computer Science ›› 2013, Vol. 40 ›› Issue (Z11): 147-149.

Previous Articles     Next Articles

Improved Anisotropic Diffusion Denosing Model

ZHAO Hai-yong and JIA Yang-li   

  • Online:2018-11-16 Published:2018-11-16

Abstract: In order to remove noise effectively and preserve key details,a more effective and adaptive diffusion denosing model was proposed.A new diffusion function was built based on the P-M model.The new diffusion function would be a constant when the gradient is low.After the gradient exceeds a certain threshold,the new diffusion function becomes a monotone descending function which reduces to zero at a certain gradient.The characteristic of the diffusion function makes the improved model smoothing faster in homogeneous area and stop in edge.The experiment results show that the performance of the improved model is better than the traditional methods.

Key words: Image processing,Image smoothing,Anisotropic diffusion model,Diffusion function

[1] 刘镇弢,李涛,杜慧敏,等.基于context模型的contourlet域图像去噪[J].计算机科学,2012,9(3):243-245
[2] 罗亮,冯象初,张选德,等.基于非局部双边随机投影低秩逼近图像去噪算法[J].电子与信息学报,2013,35(1):99-105
[3] Perona P,Malik J.Scale-space and edge detection using anisotropic diffusion [J].IEEE Transactions on Pattern Analysis and Machine Intelligence,1990,12(7):629-639
[4] Monteil J,Beghdadi A.A new interpretation of the nonlinear anisotropic diffusion for image enhancement [J].IEEE Transactions on Pattern Analysis and Machine Intelligence,1999,21(9):940-946
[5] 白俊奇,陈钱.基于各向异性扩散的红外图像噪声滤波算法[J].光学学报,2008,28(5):866-869
[6] Yu J H,Wang Y Y,Shen Y Z.Noise reduction and edge detection via kernel anisotropic diffusion [J].Pattern Recognition Letters,2008,29:1496-1503
[7] 王毅,张良培,李平湘.各向异性扩散平滑滤波的改进算法[J].中国图象图形学报,2006,1(2):210-216
[8] 林宙辰,石青云.一个能去噪和保持真实感的各向异性扩散方程[J].计算机学报,1999,1:1133-1137
[9] 赵德,何传江,陈强.结合局部熵的各向异性扩散模型[J].模式识别与人工智能,2012,5(4):642-647
[10] 王相海,李放.同向平均梯度的各向异性扩散模型[J].中国图象图形学报,2011,6(12):2105-2111
[11] Scott T A.Locally monotonic diffusion [J].IEEE Trans on Image Processing,2000,48(5):1379-1389
[12] 余瑞星,朱冰,吕梅柏.一种新的水平集停止项函数选取方法研究[J].系统仿真学报,2008,0(22):6154-6157
[13] 易子麟,尹东,胡安洲,等.基于非局部均值滤波的SAR图像去噪[J].电子与信息学报,2012,4(4):950-955
[14] 何艳敏,甘涛,陈武凡.基于稀疏表示的两级图象去噪[J].电子与信息学报,2012,34(9):2268-2272
[15] Papari G,Petkov N.Edge and line oriented contour detection:State of the art[J].Image and Vision Computing,2011,29(2):79-103
[16] Papari G,Petkov N.Adaptive pseudo dilation for Gestalt edge grouping and contour detection [J].IEEE Trans.Image Process,2008,17(10):1950-1962

No related articles found!
Viewed
Full text


Abstract

Cited

  Shared   
  Discussed   
No Suggested Reading articles found!