A noise-filtering method using a local information measure

A nonlinear-noise filtering method for image processing, based on the entropy concept is developed and compared to the well-known median filter and to the center weighted median filter (CWM). The performance of the proposed method is evaluated through subjective and objective criteria. It is shown that this method performs better than the classical median for different types of noise and can perform better than the CWM filter in some cases.

[1]  Sung-Jea Ko,et al.  Center weighted median filters and their applications to image enhancement , 1991 .

[2]  Moncef Gabbouj,et al.  Weighted median filters: a tutorial , 1996 .

[3]  Azeddine Beghdadi,et al.  An image enhancement technique and its evaluation through bimodality analysis , 1992, CVGIP Graph. Model. Image Process..

[4]  Ernest L. Hall,et al.  Computer Image Processing and Recognition , 1980, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[5]  Moncef Gabbouj,et al.  Center weighted median filters: Some properties and their applications in image processing , 1994, Signal Process..

[6]  Andrew K. C. Wong,et al.  A new method for gray-level picture thresholding using the entropy of the histogram , 1985, Comput. Vis. Graph. Image Process..

[7]  John Skilling,et al.  Image restoration by a powerful maximum entropy method , 1982, Comput. Graph. Image Process..

[8]  L. Brillouin,et al.  Science and information theory , 1956 .

[9]  Azriel Rosenfeld,et al.  Digital Picture Processing , 1976 .

[10]  Claude E. Shannon,et al.  A Mathematical Theory of Communications , 1948 .

[11]  John Skilling,et al.  Image restoration by a powerful maximum entropy method , 1982, Comput. Vis. Graph. Image Process..

[12]  A Beghdadi,et al.  Entropic contrast enhancement. , 1991, IEEE transactions on medical imaging.

[13]  G. Wise,et al.  A theoretical analysis of the properties of median filters , 1981 .

[14]  P K Sinha,et al.  An improved median filter. , 1990, IEEE transactions on medical imaging.

[15]  Akira Shiozaki,et al.  Edge extraction using entropy operator , 1986, Comput. Vis. Graph. Image Process..

[16]  Thomas S. Huang,et al.  Two-Dimensional Digital Signal Processing I , 1981 .

[17]  R M Rangayyan,et al.  Feature enhancement of film mammograms using fixed and adaptive neighborhoods. , 1984, Applied optics.

[18]  Thomas S. Huang,et al.  Two-dimensional digital signal processing II: Transforms and median filters , 1981 .

[19]  B. Frieden Restoring with maximum likelihood and maximum entropy. , 1972, Journal of the Optical Society of America.

[20]  Thierry Pun,et al.  Entropic thresholding, a new approach , 1981 .

[21]  G. Demoment,et al.  Maximum entropy Fourier synthesis with application to diffraction tomography. , 1987, Applied optics.