Title :
MAP-MRF filtering of SAR interferometric phase fields
Author :
Ferraiuolo, Giancarlo ; Poggi, Giovanni
Author_Institution :
Dipt. di Ingegneria Elettronica e delle Telecomunicazioni, Univ. Federico II, Napoli, Italy
Abstract :
Presents a new technique, based on a MAP (maximum a posteriori probability) approach, for filtering interferometric phase images. To describe prior knowledge about the unknown image, a MRF/Gibbs model is adopted, and its energy function is defined so as to impose two desirable constraints on the solution: the absence of residues (which leads to unambiguous phase unwrapping) and the smoothness of the phase field (which reduces noise). MAP estimation is carried out by simulated annealing, obtaining accurate results even for low values of the coherence.
Keywords :
digital filters; radar imaging; radiowave interferometry; remote sensing by radar; synthetic aperture radar; MAP approach; MAP-MRF filtering; MRF/Gibbs model; Markov random field; SAR interferometric phase fields; energy function; interferometric phase images; maximum a posteriori probability estimation; simulated annealing; technique; unambiguous phase unwrapping; Additive noise; Filtering; Filters; Image reconstruction; Layout; Maximum likelihood estimation; Noise reduction; Phase noise; Simulated annealing; Telecommunications;
Conference_Titel :
Geoscience and Remote Sensing Symposium, 2002. IGARSS '02. 2002 IEEE International
Print_ISBN :
0-7803-7536-X
DOI :
10.1109/IGARSS.2002.1026602