Calvanese, Francesco and Sica, Francescopaolo and Scarpa, Giuseppe and Rizzoli, Paola (2020) InSAR Phase Unwrapping using Convolutional Neural Network. In: Proceedings of the IEEE Radar Conference. IEEE Radar Conference (RadarCon), 2020-09-21 - 2020-09-25, Florence, Italy. doi: 10.1109/RadarConf2043947.2020.9266485.
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Abstract
Bi-dimensional phase unwrapping is among the main critical tasks in SAR interferometry. Indeed, before the actual topography or deformation retrieval, the absolute phase values should be reconstructed from their modulo-2π wrapped version. Due to the presence of noise, the interferometric phase normally presents residues, i.e. phase jumps greater than on a single pixel. The residues imply that the unwrapping procedure is path-dependent, i.e. it admits different solutions. In this work, we present a preliminary investigation for the implementation of a phase unwrapping algorithm that exploits both the interferometric phase and coherence as input to a Convolutional Neural Network. The obtained results are compared with state-of-the-art algorithms.
Item URL in elib: | https://elib.dlr.de/140353/ | ||||||||||||||||||||
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Document Type: | Conference or Workshop Item (Speech) | ||||||||||||||||||||
Title: | InSAR Phase Unwrapping using Convolutional Neural Network | ||||||||||||||||||||
Authors: |
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Date: | 2020 | ||||||||||||||||||||
Journal or Publication Title: | Proceedings of the IEEE Radar Conference | ||||||||||||||||||||
Refereed publication: | Yes | ||||||||||||||||||||
Open Access: | No | ||||||||||||||||||||
Gold Open Access: | No | ||||||||||||||||||||
In SCOPUS: | Yes | ||||||||||||||||||||
In ISI Web of Science: | No | ||||||||||||||||||||
DOI: | 10.1109/RadarConf2043947.2020.9266485 | ||||||||||||||||||||
Status: | Published | ||||||||||||||||||||
Keywords: | SAR Interferometry, Deep Learning, Phase Unwrapping | ||||||||||||||||||||
Event Title: | IEEE Radar Conference (RadarCon) | ||||||||||||||||||||
Event Location: | Florence, Italy | ||||||||||||||||||||
Event Type: | international Conference | ||||||||||||||||||||
Event Dates: | 2020-09-21 - 2020-09-25 | ||||||||||||||||||||
HGF - Research field: | Aeronautics, Space and Transport | ||||||||||||||||||||
HGF - Program: | Space | ||||||||||||||||||||
HGF - Program Themes: | Earth Observation | ||||||||||||||||||||
DLR - Research area: | Raumfahrt | ||||||||||||||||||||
DLR - Program: | R EO - Earth Observation | ||||||||||||||||||||
DLR - Research theme (Project): | R - SAR methods | ||||||||||||||||||||
Location: | Oberpfaffenhofen | ||||||||||||||||||||
Institutes and Institutions: | Microwaves and Radar Institute | ||||||||||||||||||||
Deposited By: | Sica, Dr. Francescopaolo | ||||||||||||||||||||
Deposited On: | 12 Jan 2021 18:10 | ||||||||||||||||||||
Last Modified: | 21 Jul 2023 13:37 |
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