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Medical Image Denoising using Rotated Wavelet Filter and Bilateral Filter

Kirti V. Thakur, Pramod G. Ambhore, Ashok M. Sapkal Published in Image Processing

IJAIS Proceedings on International Conference on Communication Computing and Virtualization
Year of Publication: 2016
© 2015 by IJAIS Journal
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  1. Kirti V.thakur, Pramod G Ambhore and Ashok M Sapkal. Article: Medical Image Denoising using Rotated Wavelet Filter and Bilateral Filter. IJAIS Proceedings on International Conference on Communication Computing and Virtualization ICCCV 2016(2):14-18, July 2016. BibTeX

    @article{key:article,
    	author = "Kirti V.thakur and Pramod G. Ambhore and Ashok M. Sapkal",
    	title = "Article: Medical Image Denoising using Rotated Wavelet Filter and Bilateral Filter",
    	journal = "IJAIS Proceedings on International Conference on Communication Computing and Virtualization",
    	year = 2016,
    	volume = "ICCCV 2016",
    	number = 2,
    	pages = "14-18",
    	month = "July",
    	note = "Published by Foundation of Computer Science, New York, USA"
    }
    

Abstract

This paper, is extension of author's earlier work in which use of rotated wavelet filters for image denoising was proposed. Here authors proposed new algorithm based on rotated wavelet filters and bilateral filtering. Proposed Algorithm is tested on different digital modalities (X-ray and Ultrasound) and compared with earlier work and found significant improvements in terms of quality metrics PSNR and SSIM. Implementation simplicity is beauty of proposed algorithm.

Reference

  1. D. L. Donoho,' De-noising by soft thresholding', IEEE Trans. Info. Theory 1993, 43, pp. 933- 936.
  2. Nam-Deuk Kim and Satish Udpa,'Texture Classification using Rotated Wavelet Filters' IEEE Trans. Systems,Man and Cybernetics – Part A: November 2000,vol. 30,N0. 6. pp. 847-852.
  3. F. Luisier, and et al, 'A new SURE approach to image denoising: Inter-scale orthonormal wavelet thresholding', IEEE Trans. Image Process. , Mar. 2007, vol. 16, no. 3, pp. 593–606.
  4. Ivan W. Selesnick, Richard G. Baranuik, and Nick G. Kingsbury,' The Dual Tree Complex Wavelet Transform', Nov. 2005 IEEE, Signal Proc. Mag.
  5. K. V. Thakur, and et al ,'A combined approach for noise reduction in medical images using dual tree discrete wavelet transform and rotated dual tree discrete wavelet transform', IEEE international conference on Industrial Instrumentation and Control (ICIC)2015,28-30 May 2015,pp. 1003-1008.
  6. C. Tomasi, R. Manduchi, 'Bilateral filtering for gray and color images', Sixth International Conference on Computer Vision,pages 839-846, 1998
  7. Ming Zhang and Bahadir K. Gunturk, 'Multiresolution Bilateral Filtering for Image Denoising', IEEE Transaction on Image Processing, Vol. 17, No. 12, December 2008
  8. C. J. Li, H. X. Yang, Y. Y. Cai and B. Song, 'Image Denoising Algorithm Based on Non-Subsampled Contourlet Transform and Bilateral Filtering', International Conference on Computer Information Systems and Industrial Applications, 2015
  9. K. V. Thakur, O. H. Damodare and A. M. Sapkal,'Hybrid method for medical image denoising using Shearlet transform and Bilateral filter', International Conference on Information Processing (ICIP),IEEE conference held at Pune in Dec. 2015
  10. K. V. Thakur, P. G. Ambhore and A. M. Sapkal,'Novel Technique for Performance Improvement of the Wavelet Based Denoising Algorithms Using Rotated Wavelet Filters', International Conference on Communication ,Computing and Virtualization (ICCCV-2016),Elsevier conference will held at Mumbai in Feb. 2016
  11. Wang-Q Lim, 'The Discrete Shearlet Transform: A New Directional Transform and Compactly Supported Shearlet Frames',IEEE transactions on Image Processing,Vol. 19, No. 5, May 2010.
  12. A. Buades, B. Coll,J. M. Morel,' A non-local algorithm for image denoising,' IEEE Computer society conference on computer vision and pattern recognition,Vol. 2,pages 60-65,2005.
  13. K. Dabov, A. Foi, V. Katkovnik, and K. Egiazarian, 'Image denoising with block-matching and 3D filtering', Proc. SPIE Electronic Imaging '06, no. 6064A-30, San Jose, California, USA, January 2006.
  14. Z. Wang, A. C. Bovik, H. R. Sheikh and E. P. Simoncelli,'Image Quality Assessment: From Error Visibility to Structural Similarity', IEEE Transactions On Image Processing, Vol. 13, No. 4, April 2004.

Keywords

Image denoising, Rotated wavelet filters, Bilateral filter, PSNR, SSIM.