Title :
Line pattern segmentation using morphological probing
Author :
Barat, Cécile ; Ducottet, Christophe ; Jourlin, Michel
Author_Institution :
Laboratoire Traitement du Signal et Instrumentation, Universite Jean Monnet, Saint-Etienne, France
Abstract :
In this paper, we propose a new algorithm for line pattern segmentation. It allows to recover line structures of various widths and intensities and removes structures other than line structures, effects of non-uniformity of the background level and noise. This algorithm is composed of two stages : line enhancement and line extraction. Firstly, line enhancement is carried out using a pattern matching method, relying on a profiling approach and defined with mathematical morphology operators. This transform allows to detect multiple objects of varying size or shape simultaneously using a unique template. For line segmentation, this template is divided into three parallel flat segments. Two lateral segments are used to probe the line from above while a central one probes the line from below. Several parameters describe the template and allow to adapt to various applications. Secondly, line extraction is performed by thinning and thresholding. Results on synthetic line patterns images as well as on real biomedical images are presented.
Keywords :
feature extraction; image enhancement; image segmentation; mathematical morphology; mathematical operators; medical image processing; noise; object detection; pattern matching; biomedical images; line enhancement; line extraction; line pattern segmentation; mathematical morphology operators; morphological probing; multiple object detection; noise; pattern matching method; synthetic line pattern images; Background noise; Biomedical imaging; Image segmentation; Morphology; Multi-stage noise shaping; Noise level; Object detection; Pattern matching; Probes; Shape;
Conference_Titel :
Image and Signal Processing and Analysis, 2003. ISPA 2003. Proceedings of the 3rd International Symposium on
Print_ISBN :
953-184-061-X
DOI :
10.1109/ISPA.2003.1296933