Title of article :
Probabilistically assisted spot segmentation — With application to DNA microarray images
Author/Authors :
Gjerstad، نويسنده , , طystein and Aakra، نويسنده , , إgot and Snipen، نويسنده , , Lars and Indahl، نويسنده , , Ulf، نويسنده ,
Issue Information :
دوفصلنامه با شماره پیاپی سال 2009
Abstract :
Based on the assumption that a microarray spot has an approximately circular shape we here introduce a robust method for detection of spots located inside defined regions (“spot boxes”) of digital images. By appropriate vectorization of the spot box pixel positions, the spot detection is completed by maximization of a two-sample t-statistic. The method presented outperforms established segmentation methods on a benchmark dataset of various artificially generated DNA microarray images. The method is also demonstrated to be superior to the strongest competitors (as identified by processing the artificial data) when compared on a real set of microarray images.
Keywords :
DNA microarray , Image analysis , Spot detection , segmentation , Gaussian estimation
Journal title :
Chemometrics and Intelligent Laboratory Systems
Journal title :
Chemometrics and Intelligent Laboratory Systems