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Disease areas detection on agricultural plants using fractal and textural features of high resolution color aerial photographs

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A method of disease areas detection on agricultural plants is proposed based on image processing using textural and fractal characteristics of images. The developed method was implemented in a joint segmentation algorithm of aerial photograph. It is applied in a decision-making system, which is a part of software-hardware complex for agriculture application.
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Bibliografia
  • [1] Belyaev B.I., Katkovsky L.V. Optical remote sensing. - Mińsk: BSU, 2006. - 455 p. [In russian].
  • [2] Chao, K., Y.R. Chen, and M. S. Kim. Machine vision technology for agricultural applications // Elsevier science transactions on computers and electronics in agriculture. - 2002. - Vol. 36.- P. 173-191.
  • [3] Feder E. Fractals / E. Feder. - Moscow.: Mir, 1991. - 254 p. [In russian].
  • [4] Ganchenko, V. Joint segmentation of Aerial Photographs with the Various Resolution / V. Ganchenko, A. Petrovsky, B. Sobkoviak // Proc. of the 5th Int Conf on Neural Networks and Artificial Intelligence ICNNAI 2008, May 27-30, 2008, Mińsk, Belarus – Mińsk, 2008.-P. 177-181.
  • [5] Francis S. Hill. Computer Graphics. // Macmillan Publishing Company. - 1990.
  • [6] Foley, van Dam, Feiner, Hughes. Computer Graphics: Principles and Practice. - Addison-Wesley Publishing Company, 1990.
  • [7] Haralick R.M., Shanmugam K., Dinstein I. Textural Features for Image Classification // IEEE Transactions on Systems, Man and Cybernetics. - 1973. - No.6. - P. 610-621.
  • [8] Starovoytov V. V. Local geometrical methods of digital processing and the analysis of images. // Starovoytov V.V. - Mińsk: Institute of technical cybernetics BAS, 1997. - 284 p. [In Russian].
  • [9] Sobkowiak B., Analysis of colour images of infested crop fields. Part 1. Carrying out of the test and assessment of its results / B. Sobkowiak, T. Pawlowski // Wybrane zagadnienia ekologiczne we współczesnym rolnictwie. Monografia, tom 2; pod red. T. Pawłowskiego. - Poznań: Industrial Institute of Agricultural Engineering. - 2005. - Vol. 2. - 128 p.
  • [10] Vatkin, M. Isolating of informative features of potato diseases on the basis of colour characteristics of leaves / M. Vatkin, V. Ganchenko, A. Doudkin, A. Petrovsky, B. Sobkowiak // Journal of Research and Applications in Agricultural Engineering, Poznań, 2007. - Vol. 52 (4). - P. 98-99.
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bwmeta1.element.baztech-article-BAR8-0003-0077
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