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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Achan, K. Frey, B. Koetter, R. Munson, D. |
| Copyright Year | 2002 |
| Description | Author affiliation: Probabilistic & Stat. Inference Group, Toronto, Ont., Canada (Achan, K.; Frey, B.) |
| Abstract | Phase unwrapping in 2-dimensional topologies is an important problem that has several applications in radar and satellite imaging. The s um product algorithm (belief propagation) gives excellent results for the phase unwrapping problem. In this work, we present a gradient smoothing technique that uses higher order surface models to produce very smooth surfaces and report an improvement in the solution obtained. In a recent important work, Yedidia et. al have showed the theoretical connections between belief propagation algorithms and free energy in statistical physics. Based on this, we present a model that uses the Kikuchi technique to compute better posterior marginals than those produced by sum product algorithm. |
| Sponsorship | IEEE IEEE Geosci. & Remote Sensing Soc. Canadian Remote Sensing Soc. Univ. Waterloo Natural Resources Canada (NRCan) Canadian Space Agency (CSA) Environ. Canada NASA Nat. Oceanic & Atmos. Adm. (NOAA) Office of Naval Res.(ONR) Nat. Space Dev. Agency of Japan (NASDA) Nat. Polar-orbiting Environ. Satellite Syst. (NPOESS) |
| Starting Page | 1738 |
| Ending Page | 1740 |
| File Size | 711481 |
| Page Count | 3 |
| File Format | |
| ISBN | 078037536X |
| DOI | 10.1109/IGARSS.2002.1026238 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 2002-06-24 |
| Publisher Place | Canada |
| Access Restriction | Subscribed |
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subject Keyword | Sum product algorithm Belief propagation Phase measurement Least squares approximation Wrapping Laboratories Topology Radar applications Radar imaging Spaceborne radar |
| Content Type | Text |
| Resource Type | Article |
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