Abstract
In this paper, a new adaptive multichannel filter for the detection and removal of impulsive noise, bit errors and outliers in digital color images is provided. The proposed nonlinear filter takes the advantages of the concept of the local entropy contrast and the robust order-statistics theory. The new entropy based vector median is computationally attractive, robust for a wide range of the impulsive noise corruption and significantly improves the signal-detail preservation capability of the standard vector median filter.
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References
Astola, J., Haavisto, P., Neuvo, Y.: Vector Median Filters. Proceedings of the IEEE 78, 678–689 (1990)
Astola, J., Kuosmanen, P.: Fundamentals of Nonlinear Digital Filtering. CRC Press, Boca Raton (1997)
Berstain, R.: Adaptive Nonlinear Filters for Simultaneous Removal of Different Kinds of Noise in Images. IEEE Transactions on Circuits. Sys. Cas-34, 1275–1291 (1987)
Beghdadi, A., Khellaf, K.: A Noise-Filtering Method Using a Local Information Measure. IEEE Transactions on Image Processing 6, 879–882 (1997)
Chen, T., Wu, H.R.: Adaptive Impulse Detection Using Center-Weighted Median Filters. IEEE Signal Processing Letters 8, 1–3 (2001)
Gabbouj, M., Cheickh, F.A.: Vector Median-Vector Directional Hybrid Filter for Color Image Restoration. In: Proceedings of EUSIPCO 1996, pp. 879–881 (1996)
Karakos, D.G., Trahanias, P.E.: Combining Vector Median and Vector Directional Filters: The Directional-Distance Filters. In: Proc. ICIP 1995, pp. 171–174 (1995)
Karakos, D.G., Trahanias, P.E.: Generalized Multichannel Image-Filtering Structure. IEEE Transactions on Image Processing 6, 1038–1045 (1997)
Lukac, R.: Vector LUM Smoothers as Impulse Detector for Color Images. In: Proc. ECCTD 2001 in Espoo, Finland, vol. 3, pp. 137–140 (2001)
Lukac, R.: Adaptive Impulse Noise Filtering by Using Center-Weighted Directional Information. In: Proc. CGIV 2002 in Poitiers, France, pp. 86–89 (2002)
Lukac, R.: Color Image Filtering by Vector Directional Order-Statistics. Pattern Recognition and Image Analysis 12, 279–285 (2002)
Lukac, R., Smolka, B., Plataniotis, K.N.: Color Sigma Filter. In: Proc. IWSSIP 2002 in Manchester, United Kingdom, pp. 559–565 (2002)
Mitra, S.J., Sicuranza, G.L.: Nonlinear Image Processing. Academic Press, London (2001)
Peltonen, S., Gabbouj, M., Astola, J.: Nonlinear Filter Design: Methodologies and Challenges. In: Proc. ISPA 2001 in Pula, Croatia, pp. 102–107 (2001)
Pitas, I., Venetsanopoulos, A.N.: Nonlinear Digital Filters, Principles and Applications. Kluwer Academic Publishers, Dordrecht (1990)
Pitas, I., Venetsanopoulos, A.N.: Order Statistics in Digital Image Processing. Proceedings of the IEEE 80, 1892–1919 (1992)
Plataniotis, K.N., Androutsos, D., Sri, V., Venetsanopoulos, A.N.: A Nearest Neighbour Multichannel Filter. Electronic Letters 31, 1910–1911 (1995)
Plataniotis, K.N., Androutsos, D., Venetsanopoulos, A.N.: Color Image Processing Using Adaptive Vector Directional Filters. IEEE Transactions on Circuits and Systems II 45, 1414–1419 (1998)
Plataniotis, K.N., Venetsanopoulos, A.N.: Color Image Processing and Applications. Springer, Heidelberg (2000)
Smolka, B., Chydzinski, A., Wojciechowski, K., Plataniotis, K.N., Venetsanopoulos, A.N.: On the Reduction of Impulsive Noise in Multichannel Image Processing. Optical Engineering 40, 902–908 (2001)
Smolka, B., Szczepanski, M.K., Plataniotis, K.N., Venetsanopoulos, A.N.: On the Modified Weighted Vector Median Filter. In: Proceedings of Digital Signal Processing DSP 2002, Santorini, Greece, pp. 939–942 (2002)
Smolka, B., Lukac, R., Plataniotis, K.N.: New Algorithm for Noise Attenuation in Color Images Based on the Central Weighted Vector Median Filter. In: Proc. IWSSIP 2002 in Manchester, United Kingdom, pp. 544–548 (2002)
Szczepanski, M., Smolka, B., Plataniotis, K.N., Venetsanopoulos, A.N.: Robust Filter for Noise Reduction in Color Images. In: Proc. CGIV 2002 in Poitiers, France, pp. 517–522 (2002)
Trahanias, P.E., Venetsanopoulos, A.N.: Vector Directional Filters - a New Class of Multichannel Image Processing Filters. IEEE Trans. on Image Processing 2, 528–534 (1993)
Trahanias, P.E., Karakos, D., Venetsanopoulos, A.N.: Directional Processing of Color Images: Theory and Experimental Results. IEEE Trans. Image Processing 5, 868–881 (1996)
Tang, K., Astola, J., Neuvo, Y.: Nonlinear Multivariate Image Filtering Techniques. IEEE Transactions on Image Processing 4, 788–798 (1995)
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Lukac, R., Smolka, B., Plataniotis, K.N., Venetsanopoulos, A.N. (2003). Entropy Vector Median Filter. In: Perales, F.J., Campilho, A.J.C., de la Blanca, N.P., Sanfeliu, A. (eds) Pattern Recognition and Image Analysis. IbPRIA 2003. Lecture Notes in Computer Science, vol 2652. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-44871-6_129
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DOI: https://doi.org/10.1007/978-3-540-44871-6_129
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