Title :
Progress towards a system for the automatic recognition of pollen using light microscope images
Author :
Hodgson, Robert M. ; Holdaway, Craig A. ; Zhang, Yongping ; Fountain, David W. ; Flenley, John R.
Author_Institution :
Inst. of Inf. Sci. & Technol., Massey Univ., New Zealand
Abstract :
This paper is a progress report on a continuing project aimed at the eventual realization of low-cost, automatic systems for the recognition and counting of both ancient and live pollen. A previous paper has reported on the classification of optical microscope images of pollen grains using Gabor transforms and shape described by moment invariants. This work has since been extended by the introduction of a range of additional texture measures including grey-level cooccurrence matrices (GLCM), laws features and a wavelet decomposition. The additional texture measures have improved the pollen recognition rate of the system. This paper primarily reports on the development and evaluation of image capture and segmentation schemes. Further system developments in progress are briefly reported.
Keywords :
botany; image classification; image recognition; matrix algebra; optical microscopes; wavelet transforms; Gabor transforms; grey-level cooccurrence matrices; light microscope images; optical microscope images; pollen automatic recognition; pollen grains; wavelet decomposition; Atmosphere; Costs; Geologic measurements; Image analysis; Image recognition; Image segmentation; Optical microscopy; Optical signal processing; Scanning electron microscopy; Technology planning;
Conference_Titel :
Image and Signal Processing and Analysis, 2005. ISPA 2005. Proceedings of the 4th International Symposium on
Print_ISBN :
953-184-089-X
DOI :
10.1109/ISPA.2005.195387