A noise-exclusive adaptive filtering framework for removing impulse noise in digital images

作者: H. Kong , L. Guan

DOI: 10.1109/82.664255

关键词:

摘要: A class of noise-exclusive adaptive filters for removing impulse noise from digital images is developed and analyzed in this brief. The filtering scheme based on detection using a self-organizing neural network excluding estimation. These suppress effectively while preserving fine image details. Applications the to several show that their properties efficient suppression, edges detail preservation, minimum signal distortion, or mean square error are better than those traditional median-type filters.

参考文章(17)
H.-M. Lin, A.N. Willson, Median filters with adaptive length IEEE Transactions on Circuits and Systems. ,vol. 35, pp. 675- 690 ,(1988) , 10.1109/31.1805
L. Rabiner, M. Sambur, C. Schmidt, Applications of a nonlinear smoothing algorithm to speech processing IEEE Transactions on Acoustics, Speech, and Signal Processing. ,vol. 23, pp. 552- 557 ,(1975) , 10.1109/TASSP.1975.1162749
Ari Nieminen, Pekka Heinonen, Yrjo Neuvo, A New Class of Detail-Preserving Filters for Image Processing IEEE Transactions on Pattern Analysis and Machine Intelligence. ,vol. PAMI-9, pp. 74- 90 ,(1987) , 10.1109/TPAMI.1987.4767873
D. R. K. Brownrigg, The weighted median filter Communications of the ACM. ,vol. 27, pp. 807- 818 ,(1984) , 10.1145/358198.358222
Yong Lee, S. Kassam, Generalized median filtering and related nonlinear filtering techniques IEEE Transactions on Acoustics, Speech, and Signal Processing. ,vol. 33, pp. 672- 683 ,(1985) , 10.1109/TASSP.1985.1164591
G.R. Arce, R.E. Foster, Detail-preserving ranked-order based filters for image processing IEEE Transactions on Acoustics, Speech, and Signal Processing. ,vol. 37, pp. 83- 98 ,(1989) , 10.1109/29.17503
K.J. Kerpez, Minimum mean squared error impulse noise estimation and cancellation IEEE Transactions on Signal Processing. ,vol. 43, pp. 1651- 1662 ,(1995) , 10.1109/78.398726
Haosong Kong, Ling Guan, An adaptive approach for removing impulsive noise in digital images international conference on acoustics speech and signal processing. ,vol. 4, pp. 2287- 2290 ,(1996) , 10.1109/ICASSP.1996.547738
G. Arce, M. McLoughlin, Theoretical analysis of the max/Median filter IEEE Transactions on Acoustics, Speech, and Signal Processing. ,vol. 35, pp. 60- 69 ,(1987) , 10.1109/TASSP.1987.1165036