Methods and approaches to computerized pollen analysis
Keywords:
pollen analysis, Kohonen network, Pearson coefficient, invariants to transition, rotation and scalingAbstract
Methods of neural network recognition with application of Kohonen network, spectral analysis (method for determining the covariance and Pearson coefficient) and invariant recognition (invariants for rotation, transition and scaling are used) are investigated for recognition of pollen grain images obtained from a scanning electronic microscope. The comparative analysis of these methods is carried out.References
Flenley J. R. (1968) The problem of pollen recognition. In: Problems in Picture Interpretation, (ed. M. B. Clowes and J. P. Penny), pp. 141-145. CSIRO, Canberra.
Flenley J. R. (1990) Some prospects for palynology in the South- West Pacific Region. Massey University Faculty of Social Sciences Occasional Papers, No. 1.
Подготовка пыльцевых зерен для анализа с использованием РЭМ / Г. В. Ломаев, Ю. Б. Камалова, Д. А. Бекмачев // Пчеловодство. - 2012. - № 9.
Burkhardt H., Siggelkow S. Invariant features in pattern recognition - fundamentals and applications // C. Kotropoulos and I. Pitas (eds), Nonlinear Model-Based Imag / Video Processing and Analysis. John Wiley & Sons, 2001, pp. 269-307.
Визгин В. П. Развитие взаимосвязи принципов инвариантности с законами сохранения в классической физике. - М. : Наука, 2007. - 240 с.
Морозов А. Д., Драгунов Т. Н. Визуализация и анализ инвариантных множеств динамических систем. - М. : Институт компьютерных исследований, 2003. - 304 с.
Burkhardt H., Siggelkow S., Kotropoulos C., Pitas I. /Invariant features in pattern recognition - fundamentals and applications / Nonlinear Model-Based Image or Video Processing and Analysis. - 2001. - P. 269-307.
Software in MATLAB (with Graphical User Interface) // Department of Image Processing [сайт]. - URL: http://zoi.utia.cas.cz/download (дата обращения: 21.01.2013).
Function rotmi [Электронный ресурс] // Department of Image Processing [сайт]. - URL: http://zoi.utia.cas.cz/ files/rotmi_2.m (дата обращения: 20.01.2013).