Title :
Enhancement of the DNA microarray chip images
Author :
Szczepanski, M.K. ; Smolka, B. ; Plataniotis, K.N. ; Venetsanopoulos, A.N.
Author_Institution :
Dept. of Autom. Control, Silesian Univ. of Technol., Gliwice, Poland
Abstract :
In this paper a novel method of noise reduction in color images is presented. The new technique is capable of attenuating both impulsive and Gaussian noise, while preserving and even enhancing the sharpness of the image edges. Extensive simulations reveal that the new method outperforms significantly the standard techniques widely used in multivariate signal processing. In this work we apply the new noise reduction method for the enhancement of the images of gene chips. We demonstrate that the new technique is capable of reducing various kinds of noise present in microarray images and that it enables efficient spot location and estimation of the gene expression level, due to the smoothing effect and preservation of the spot edges. This paper contains the comparison of the new technique of noise reduction with the standard procedures used for the processing of vector valued images, as well as examples of the efficiency of the new algorithm when applied to typical microarray images.
Keywords :
DNA; Gaussian noise; edge detection; genetics; image colour analysis; image enhancement; impulse noise; medical image processing; DNA microarray chip images; Gaussian noise; color images; enhancement; gene chips; gene expression level; image edges; impulsive noise; microarray images; noise reduction; sharpness; smoothing effect; spot edges; spot location; Color; DNA; Educational institutions; Fluorescence; Gene expression; Noise reduction; Probes; Sequences; Strontium; Surface emitting lasers;
Conference_Titel :
Digital Signal Processing, 2002. DSP 2002. 2002 14th International Conference on
Print_ISBN :
0-7803-7503-3
DOI :
10.1109/ICDSP.2002.1027908