Title :
Fuzzy triangle contour characterization by subspace based methods of array processing
Author :
Jiang, Haiping ; Marot, Julien ; Bourennane, Salah ; Fossati, Caroline
Author_Institution :
Inst. Fresnel/GSM, D. U. de St.-Jerome, Marseille, France
Abstract :
Fuzzy paradigm was considered from several aspects in image segmentation. For the first time, we derive a signal processing model out of an image which contains a fuzzy contour. We propose to adapt subspace-based methods of array processing which are originally dedicated to multiple incoherently distributed sources, to retrieve the orientation and spread parameters of fuzzy contours. A set of experiments performed on hand-made and real-world images shows that the proposed methods estimate accurately the expected orientation and spread parameters of fuzzy contours, and exhibit a small computational load.
Keywords :
fuzzy set theory; image segmentation; array processing; fuzzy triangle contour characterization; image segmentation; multiple incoherently distributed sources; signal processing model; subspace based methods; Adaptation model; Arrays; Estimation; Hidden Markov models; Image segmentation; Noise; Pixel;
Conference_Titel :
Sensor Array and Multichannel Signal Processing Workshop (SAM), 2010 IEEE
Conference_Location :
Jerusalem
Print_ISBN :
978-1-4244-8978-7
Electronic_ISBN :
1551-2282
DOI :
10.1109/SAM.2010.5606727