Title :
A general framework for designing image processing algorithms for coherent polarimetric images
Author :
Goudail, FranGois ; Galland, Fréderic ; Refregier, Philippe
Author_Institution :
Phys. & Image Process. Group, Ecole Nat. Superieure de Phys. de Marseille, France
Abstract :
We describe a general framework to design optimal image processing algorithms for polarimetric images formed with coherent radiations, which can be optical or microwave. Starting from the classical speckle model for coherent signals, we show that a wide class of algorithms to perform such tasks as detection, localization and segmentation depend on a simple statistics, which is the determinant of the coherency matrix estimated on a given region of the image. We use this property to design computationally efficient techniques for target/edge detection and image segmentation using statistical active contours and the minimum description length principle.
Keywords :
edge detection; image segmentation; object detection; polarimetry; speckle; statistical analysis; coherency matrix; coherent polarimetric images; coherent radiations; coherent signals; edge detection; image detection; image localization; image segmentation; minimum description length principle; optimal image processing algorithms; speckle model; statistical active contours; target detection; Active contours; Adaptive optics; Algorithm design and analysis; Image edge detection; Image processing; Image segmentation; Optical design; Process design; Speckle; Statistics;
Conference_Titel :
Image Processing, 2003. ICIP 2003. Proceedings. 2003 International Conference on
Print_ISBN :
0-7803-7750-8
DOI :
10.1109/ICIP.2003.1247204