Title :
Colony image classification on fuzzy mathematics
Author :
Fu, Ziyi ; Wang, Weixing ; Yang, Bo ; Cui, Bing
Author_Institution :
Sch. of Comput. Sci. & Technol., Henan Polytech. Univ., Hebei
Abstract :
Due to colony image quality variation very much, an ordinary colony delineation algorithm is difficult to segment all kinds of colony images, therefore, image classification is necessary before image segmentation. The developed special colony image classification method in this study is to use definition of judgment set, determination of fuzzy judgment matrix, and defining weight set based on colony image characteristics, which are: (1) colony density; (2) colony area percentage (the ratio between colony area and whole area of the image); (3) colony area variance; and (4) grey contrast between colony and nutrient fluid. Experiments prove that the studied method make the classification reasonable, it can be used for colony image recognition and image pre-segmentation, and can also be expanded into the other similar applications.
Keywords :
biological techniques; biology computing; fuzzy set theory; image classification; image segmentation; matrix algebra; microorganisms; colony area percentage; colony area variance; colony density; colony image classification; colony image delineation algorithm; colony image quality; colony image recognition; colony image segmentation; fuzzy judgment matrix; fuzzy mathematics; grey contrast; judgment weight set; microbiological analysis; nutrient fluid; Application software; Computational intelligence; Computer science; Fuzzy systems; Image analysis; Image classification; Image processing; Image segmentation; Mathematics; Software algorithms; classification; colony image; delineation; fuzzy mathematics; image segmentation;
Conference_Titel :
Computational Intelligence for Measurement Systems and Applications, 2009. CIMSA '09. IEEE International Conference on
Conference_Location :
Hong Kong
Print_ISBN :
978-1-4244-3819-8
Electronic_ISBN :
978-1-4244-3820-4
DOI :
10.1109/CIMSA.2009.5069943