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Volume 5 Issue 2
Mar.  2018

IEEE/CAA Journal of Automatica Sinica

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Article Navigation >  IEEE/CAA Journal of Automatica Sinica  > 2018  >  5(2): 628-638
Koushlendra Kumar Singh, Manish Kumar Bajpai and Rajesh Kumar Pandey, "A Novel Approach for Enhancement of Geometric and Contrast Resolution Properties of Low Contrast Images," IEEE/CAA J. Autom. Sinica, vol. 5, no. 2, pp. 628-638, Mar. 2018. doi: 10.1109/JAS.2017.7510670
Citation: Koushlendra Kumar Singh, Manish Kumar Bajpai and Rajesh Kumar Pandey, "A Novel Approach for Enhancement of Geometric and Contrast Resolution Properties of Low Contrast Images," IEEE/CAA J. Autom. Sinica, vol. 5, no. 2, pp. 628-638, Mar. 2018. doi: 10.1109/JAS.2017.7510670
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A Novel Approach for Enhancement of Geometric and Contrast Resolution Properties of Low Contrast Images

doi: 10.1109/JAS.2017.7510670
  • 1.

    Department of Computer Science and Engineering, National Institute of Technology, Jamshedpur 831014, India

  • 2.

    Indian Institute of Information Technology, Design & Manufacturing, Jabalpur, MP 482005, India

  • 3.

    Department of Mathematical Sciences, Indian Institute of Technology, Varanasi, U. P. 221005, India

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    Abstract
  • The present work encompasses a new image enhancement algorithm using newly constructed Chebyshev fractional order differentiator. We have used Chebyshev polynomials to design Chebyshev fractional order differentiator. We have generated the high pass filter corresponding to it. The designed filters are applied for decomposing the input image into four bands and low-low (L-L) sub-band is updated using correction coefficients. Reconstructed image with updated L-L sub-band provides the enhanced image. The visual results obtained are encouraging for image enhancement. The applicability of the developed algorithm is illustrated on three different test images. The effects of order of differentiation on the edges of images have also been presented and discussed.

     

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    • References(44)
  • [1]
    A. K. Jain, Fundamentals of Digital Image Processing. Englewood Cliffs, NJ: Prentice Hall, 1989.
    [2]
    R. C. Gonzalez and R. E. Woods, Digital Image Processing. 3rd ed. New Delhi, India: Pearson Prentice Hall, 2009.
    [3]
    A. A. Michelson, Studies in Optics. Chicago, IL, USA: University of Chicago Press, 1927.
    [4]
    E. Peli, "Contrast in complex images, " J. Opt. Soc. Am. A, vol. 7, no. 10, pp. 2032-2040, Oct. 1990. http://www.opticsinfobase.org/abstract.cfm?uri=josaa-7-10-2032
    [5]
    J. S. Tang, E. Peli, and S. Acton, "Image enhancement using a contrast measure in the compressed domain, " IEEE Signal Process. Lett. , vol. 10, no. 10, pp. 289-292, Oct. 2003. http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=1232722
    [6]
    A. M. Grigoryan and S. S. Agaian, "Transform-based image enhancement algorithms with performance measure, " in Advances in Imaging and Electron Physics, New York, USA: Academic, 2004, pp. 165-243. http://www.sciencedirect.com/science/article/pii/S1076567004300029
    [7]
    S. S. Agaian, B. Silver, and K. A. Panetta, "Transform coefficient histogram-based image enhancement algorithms using contrast entropy, " IEEE Trans. Image Process. , vol. 16, no. 3, pp. 741-758, Mar. 2007. http://dl.acm.org/citation.cfm?id=2321299
    [8]
    S. S. Agaian, K. Panetta, and A. M. Grigoryan, "Transform-based image enhancement algorithms with performance measure, " IEEE Trans. Image Process. , vol. 10, no. 3, pp. 367-382, Mar. 2001. http://www.sciencedirect.com/science/article/pii/S1076567004300029
    [9]
    S. Aghagolzadeh and O. K. Ersoy, "Transform image enhancement, " Opt. Eng. , vol. 31, no. 3, pp. 614-626, Mar. 1992. http://scitation.aip.org/getabs/servlet/GetabsServlet?prog=normal&id=OPEGAR000031000003000614000001&idtype=cvips&gifs=Yes
    [10]
    V. Caselles, J. L. Lisani, J. M. Morel, and G. Sapiro, "Shape preserving local histogram modification, " IEEE Trans. Image Process. , vol. 8, no. 2, pp. 220-230, Feb. 1999. http://dl.acm.org/citation.cfm?id=2319660
    [11]
    J. A. Stark, "Adaptive image contrast enhancement using generalizations of histogram equalization, " IEEE Trans. Image Process. , vol. 9, no. 5, pp. 889-896, May 2000. http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=841534
    [12]
    Y. T. Kim, "Contrast enhancement using brightness preserving Bi-histogram equalization, " IEEE Trans. Consum. Electron. , vol. 43, no. 1, pp. 1-8, Feb. 1997. http://ieeexplore.ieee.org/document/580378/
    [13]
    L. Dash and B. N. Chatterji, "Adaptive contrast enhancement and de-enhancement, " Pattern Recognit. , vol. 24, no. 4, pp. 289-302, Jan. 1991. http://www.sciencedirect.com/science/article/pii/003132039190072D
    [14]
    S. D. Chen and A. R. Ramli, "Minimum mean brightness error Bi-histogram equalization in contrast enhancement, " IEEE Trans. Consum. Electron. , vol. 49, no. 4, pp. 1310-1319, Nov. 2003. http://dl.acm.org/citation.cfm?id=2277374
    [15]
    Y. Wang, Q. Chen, and B. Zhang, "Image enhancement based on equal area dualistic sub-image histogram equalization method, " IEEE Trans. Consum. Electron. , vol. 45, no. 1, pp. 68-75, Feb. 1999. http://doi.ieeecomputersociety.org/resolve?ref_id=doi:10.1109/30.754419&rfr_id=trans/tg/2009/04/ttg2009040642.htm
    [16]
    T. Arici, S. Dikbas, and Y. Altunbasak, "A histogram modification framework and its application for image contrast enhancement, " IEEE Trans. Image Process. , vol. 18, no. 9, pp. 1921-1935, Sep. 2009. http://ieeexplore.ieee.org/document/4895264/
    [17]
    C. C. Sun, S. J. Ruan, M. C. Shie, and T. W. Pai, "Dnamic contrast enhancement based on histogram specification, " IEEE Trans. Consum. Electron. , vol. 51, no. 4, pp. 1300-1305, Nov. 2005. http://ieeexplore.ieee.org/xpls/icp.jsp?arnumber=1561859
    [18]
    H. Ibrahim and N. S. P. Kong, "Brightness preserving dynamic histogram equalization for image contrast enhancement, " IEEE Trans. Consum. Electron. , vol. 53, no. 4, pp. 1752-1758, Nov. 2007. http://doi.ieeecomputersociety.org/resolve?ref_id=doi:10.1109/TCE.2007.4429280&rfr_id=trans/tg/2009/04/ttg2009040642.htm
    [19]
    A. Polesel, G. Ramponi, and V J Mathews, "Image enhancement via adaptive unsharp masking, " IEEE Trans. Image Process. , vol. 9, no. 3, pp. 505-510, Mar. 2000. http://www.ncbi.nlm.nih.gov/pubmed/18255421
    [20]
    F. P. De Vries, "Automatic, adaptive, brightness independent contrast enhancement, " Signal Process. , vol. 21, no. 2, pp. 169-182, Oct. 1990. http://www.sciencedirect.com/science/article/pii/0165168490900484
    [21]
    S. K. Mitra, Digital Signal Processing: A Computer-Based Approach. 3rd ed. New York, USA: McGraw Hill, 2006.
    [22]
    G. Ramponi, "A cubic unsharp masking technique for contrast enhancement, " Signal Process. , vol. 67, no. 2, pp. 211-222, Jun. 1998. http://www.sciencedirect.com/science/article/pii/S0165168498000383
    [23]
    G. Ramponi, N. Strobel, S. K. Mitra, and T. H. Yu, "Nonlinear unsharp masking methods for image contrast enhancement, " J. Electron. Imaging, vol. 5, no. 3, pp. 353-366, Jul. 1996. doi: 10.1117/12.242618
    [24]
    S. K. Mitra, H. Li, I. S. Lin, and T. H. Yu, "A new class of nonlinear filters for image enhancement, " in Proc. IEEE Int. Conf. Acoustics, Speech, Signal Processing, Toronto, Ontario, Canada, 1991, pp. 2525-2528. http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=150915
    [25]
    D. L. Chen, Y. Q. Chen, and D. Y. Xue, "Digital fractional order savitzky-golay differentiator, " IEEE Trans. Circuits Syst. Ⅱ: Express Briefs, vol. 58, no. 11, pp. 758-762, Nov. 2011. http://ieeexplore.ieee.org/document/6080716/
    [26]
    D. L. Chen, Y. Q. Chen, and D. Y. Xue, "1-D and 2-D digital fractional-order Savitzky-Golay differentiator, " Signal Image Video Process. , vol. 6, no. 3, pp. 503-511, Sep. 2012. doi: 10.1007/s11760-012-0334-0
    [27]
    H. Demirel and G. Anbarjafari, "Satellite image resolution enhancement using complex wavelet transform, " IEEE Geosci. Remote Sens. Lett. , vol. 7, no. 1, pp. 123-126, Jan. 2010. http://ieeexplore.ieee.org/document/5235113/
    [28]
    H. Demirel, C. Ozcinar, and G. Anbarjafari, "Satellite image contrast enhancement using discrete wavelet transform and singular value decomposition, " IEEE Geosci. Remote Sens. Lett. , vol. 7, no. 2, pp. 333-337, Apr. 2010. http://ieeexplore.ieee.org/document/5338028/
    [29]
    K. B. Oldham and J. Spanier, The Fractional Calculus. New York, USA: Academic, 1974.
    [30]
    I. Podlubny, Fractional Differential Equations, Mathematics in Science and Engineering. Vol. 198. California, USA: Academic Press, 1999.
    [31]
    S. Das, Functional Fractional Calculus for System Identification and Controls. Berlin, Heidelberg, Germany: Springer-Verlag, 2008.
    [32]
    J. A. T. Machado, "Calculation of fractional derivatives of noisy data with genetic algorithms, " Nonlinear Dyn. , vol. 57, no. 1-2, pp. 253-260, Jul. 2009. doi: 10.1007/s11071-008-9436-1
    [33]
    S. Suman and R. K. Jha, "A new technique for image enhancement using digital fractional-order Savitzky-Golay differentiator, " Multidimens. Syst. Signal Process. , vol. 28, no. 2, pp. 709-733, Apr. 2017. http://dl.acm.org/citation.cfm?id=3054374
    [34]
    R. K. Pandey, S. Suman, K. K. Singh, and O. P. Singh, "An approximate method for Abel inversion using Chebyshev polynomials, " Appl. Math. Comput. , vol. 237, pp. 120-132, Jun. 2014. http://www.sciencedirect.com/science/article/pii/S0096300314004056
    [35]
    A. Kumar, S. Suman, and G. K. Singh, "A new closed form method for design of variable bandwidth linear phase FIR filter using different polynomials, " AEU-Int. J. Electron. Commun. , vol. 68, no. 4, pp. 351-360, Apr. 2014. http://www.sciencedirect.com/science/article/pii/S1434841113002653
    [36]
    J. C. Mason, "Some properties and applications of Chebyshev polynomial and rational approximation, " in Rational Approximation and Interpolation, Lecture Notes in Mathematics, P. R. Graves-Morris, E. B. Saff, and R. S. Varga, Eds. Berlin, Heidelberg, Germany: Springer, vol. 1105, pp. 27-48, 1984. doi: 10.1007/BFb0072398
    [37]
    K. K. Singh, M. K. Bajpai, R. K. Pandey, and P. Munshi, "A novel non-invasive method for extraction of geometrical and texture features of wood, " Res. Nondestruct. Eval., 2016. doi: 10.1080/09349847.2016.1148214.
    [38]
    M. Bajpai, C. Schorr, M. Maisl, P. Gupta, and P. Munshi, "High resolution 3D image reconstruction using the algebraic method for cone-beam geometry over circular and helical trajectories, " NDT E Int. , vol. 60, pp. 62-69, Dec. 2013. http://www.sciencedirect.com/science/article/pii/S0963869513001102
    [39]
    J. Canny, "A computational approach to edge detection, " IEEE Trans. Pattern Anal. Mach. Intell. , vol. 8, no. 6, pp. 679-698, Nov. 1986. http://dl.acm.org/citation.cfm?id=11274.11275
    [40]
    K. K. Singh, M. K. Bajpai, and R. K. Pandey, "A novel approach for edge detection of low contrast satellite images, " ISPRS -International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, 2015. DOI: 10.5194/isprsarchives-XL-3-W2-211-2015.
    [41]
    S. C. Huang, F. C. Cheng, and Y. S. Chiu, "Efficient contrast enhancement using adaptive gamma correction with weighting distribution, " IEEE Trans. Image Process. , vol. 22, no. 3, pp. 1032-1041, Mar. 2013. http://ieeexplore.ieee.org/document/6336819/
    [42]
    C. H. Ooi and N. A. M. Isa, "Adaptive contrast enhancement methods with brightness preserving, " IEEE Trans. Consum. Electron. , vol. 56, no. 4, pp. 2543-2551, Nov. 2010. http://ieeexplore.ieee.org/xpls/icp.jsp?arnumber=5681139
    [43]
    C. H. Ooi, N. S. P. Kong, and H. Ibrahim, "Bi-histogram equalization with a plateau limit for digital image enhancement, " IEEE Trans. Consum. Electron. , vol. 55, no. 4, pp. 2072-2080, Nov. 2009. http://ieeexplore.ieee.org/document/5373771
    [44]
    K. S. Sim, C. P. Tso, and Y. Y. Tan, "Recursive sub-image histogram equalization applied to gray scale images, " Pattern Recognit. Lett. , vol. 28, no. 10, pp. 1209-1221, Jul. 2007. http://www.sciencedirect.com/science/article/pii/S0167865507000578
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