DOI QR코드

DOI QR Code

Evolutionary Design of Morphology-Based Homomorphic Filter for Feature Enhancement of Medical Images

Hwang, Hee-Soo;Oh, Jin-Sung

  • 투고 : 2008.12.24
  • 심사 : 2009.09.05
  • 발행 : 2009.09.30

초록

In this paper, a new morphology-based homomorphic filtering technique is presented to enhance features in medical images. The homomorphic filtering is performed based on the morphological sub-bands, in which an image is morphologically decomposed. An evolutionary design is carried to find an optimal gain and structuring element of each sub-band. As a search algorithm, Differential Evolution scheme is utilized. Simulations show that the proposed filter improves the contrast of the interest feature in medical images.

키워드

Morphological filter;homomorphic filter;medical image enhancement

참고문헌

  1. N. Harvey, and S. Marshall, "The use of genetic algorithms in morphological filter design," Elsevier Signal Processing: Image Communication , vol. 8, no. 1, pp. 55-72, 1996 https://doi.org/10.1016/0923-5965(95)00033-X
  2. R. Storn, "Differential evolution, a simple and efficient heuristic strategy for global optimization over continuous spaces," Journal of Global Optimization, vol. 11, no. 4, pp. 341-359, 1997 https://doi.org/10.1023/A:1008202821328
  3. S. Rahnamayan, H. R. Tizhoosh, and M. M. A. Salama, "Image thresholding using differential evolution," Proc. Int. Conf. Image Processing, Computer Vision & Pattern Recognition, pp. 244-249, 2006
  4. V. Paquit, et. al., "Near-infrared imaging and structured light ranging for automatic catheter insertion," in Visualization, Image-Guided Procedures, and Display, pp. 61411T-1-9, 2006 https://doi.org/10.1117/12.655326
  5. J. H. Yoon, and Y. M. Y. M., "Enhancement of the contrast in mammographic images using the homomorphic filter method," IEICE Trans. Inf. & Syst., vol. 85-D, no. 1, pp. 298-303, 2002
  6. P. Thomas, and D. Vernon, "Image registration by differential evolution," Proc. Int. Conf. Machine Vision & Image Processing, pp. 221-225, 1997
  7. H. I. Ashiba, K. H. Awadallah, S. M. El-Halfway, and F. E. El-Samie, "Homomorphic enhancement of infrared images using the additive wavelet transform," Progress In Electromagnetics Research, vol. 1, pp. 123-130, 2008 https://doi.org/10.2528/PIERC08012301
  8. M. Watanabe, T. Endoh, M. Shiohara, and S. Sasaki, "Palm vein authentication technology and its applications," Proc. Conf. Biometric Consortium, pp. 37-38, 2005
  9. A. Laine, J. Fan, and W. Yang, "Wavelets for contrast enhancement of digital mammography," IEEE Eng. Med. & Biol. Mag., vo. 145, pp. 536-550, 1995 https://doi.org/10.1109/51.464770
  10. P. Maragos, "Morphological filtering for image enhancement and feature detection," in 'The Image and Video Processing Handbook', Elsevier Academic Press, pp. 135-156, 2005
  11. M. Paulinas, and A. Usinska, "A survey of genetic algorithms applications for image enhancement and segmentation," Inform. Tech. & Control, vol. 36, no. 3, pp. 278-284, 2007

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