Search Results - "Nielsen, Allan A."
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1
Wishart-Based Adaptive Temporal Filtering of Polarimetric SAR Imagery
Published in Remote sensing (Basel, Switzerland) (01-08-2020)“…Temporal filtering for speckle reduction of polarimetric SARimages is described. The method is based on a sequential complex Wishart-based change detection…”
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Journal Article -
2
The Loewner Order and Direction of Detected Change in Sentinel-1 and Radarsat-2 Data
Published in IEEE geoscience and remote sensing letters (01-02-2020)“…When the covariance matrix formulation is used for multilook polarimetric synthetic aperture radar (SAR) data, the complex Wishart distribution can be used for…”
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3
Automatic radiometric normalization of multitemporal satellite imagery with the iteratively re-weighted MAD transformation
Published in Remote sensing of environment (18-03-2008)“…A recently proposed method for automatic radiometric normalization of multi- and hyperspectral imagery based on the invariance property of the Multivariate…”
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4
Statistical Analysis of Changes in Sentinel-1 Time Series on the Google Earth Engine
Published in Remote sensing (Basel, Switzerland) (01-01-2020)“…Time series analysis of Sentinel-1 SAR imagery made available by the Google Earth Engine (GEE) is described. Advantage is taken of a recent modification of a…”
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Journal Article -
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Corrections to "Change Detection in Full and Dual Polarization, Single- and Multi-Frequency SAR Data" [Aug 15 4041-4048]
Published in IEEE journal of selected topics in applied earth observations and remote sensing (01-11-2017)“…When the covariance matrix formulation is used for multi-look polarimetric synthetic aperture radar (SAR) data, the complex Wishart distribution applies. Based…”
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6
Automatic radiometric normalization of multitemporal satellite imagery
Published in Remote sensing of environment (30-06-2004)“…The linear scale invariance of the multivariate alteration detection (MAD) transformation is used to obtain invariant pixels for automatic relative radiometric…”
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7
Visualization of and Software for Omnibus Test-Based Change Detected in a Time Series of Polarimetric SAR Data
Published in Canadian journal of remote sensing (02-11-2017)“…Based on an omnibus likelihood ratio test statistic for the equality of several variance-covariance matrices following the complex Wishart distribution and a…”
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8
Linear and kernel methods for multivariate change detection
Published in Computers & geosciences (2012)“…The iteratively reweighted multivariate alteration detection (IR-MAD) algorithm may be used both for unsupervised change detection in multi- and hyperspectral…”
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9
Automated Invariant Alignment to Improve Canonical Variates in Image Fusion of Satellite and Weather Radar Data
Published in Journal of applied meteorology and climatology (01-03-2013)“…Canonical correlation analysis (CCA) maximizes the correlation between two sets of multivariate data. CCA is applied to multivariate satellite data and…”
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10
Visualization and unsupervised classification of changes in multispectral satellite imagery
Published in International journal of remote sensing (01-09-2006)“…The statistical techniques of multivariate alteration detection, minimum/maximum autocorrelation factors transformation, expectation maximization and…”
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Multivariate Alteration Detection (MAD) and MAF Postprocessing in Multispectral, Bitemporal Image Data: New Approaches to Change Detection Studies
Published in Remote sensing of environment (01-04-1998)“…This article introduces the multivariate alteration detection (MAD) transformation which is based on the established canonical correlations analysis. It also…”
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Journal Article -
12
Rotation of Polarimetric SAR Covariance Matrices
Published in IGARSS 2023 - 2023 IEEE International Geoscience and Remote Sensing Symposium (16-07-2023)“…In multilook polarimetric synthetic aperture radar (polSAR) data dihedral targets unaligned with the radar line of sight cause cross-polarized reflections…”
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Conference Proceeding -
13
Combination of Wishart Test Statistics and Loewner Order for Change Detection in Quad/Full and Dual Polarization Sar Data
Published in 2021 IEEE International Geoscience and Remote Sensing Symposium IGARSS (11-07-2021)“…We use the combined Wishart-Loewner method to successfully detect change and direction of change in truly multitemporal, multilooked quad/full polarization…”
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Conference Proceeding -
14
Change Detection in Single- and Multi-Look Polarimetric SAR Data
Published in 2020 IEEE Radar Conference (RadarConf20) (21-09-2020)“…We describe the use of P-band data from DLR's F-SAR system to change detection between three time points. Change detection on data in the covariance matrix…”
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Conference Proceeding -
15
Change detection in bi-temporal data by canonical information analysis
Published in 2015 8th International Workshop on the Analysis of Multitemporal Remote Sensing Images (Multi-Temp) (01-07-2015)“…Canonical correlation analysis (CCA) is an established multivariate statistical method for finding similarities between linear combinations of (normally two)…”
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Conference Proceeding -
16
Canonical analysis basedonmutual information
Published in 2015 IEEE International Geoscience and Remote Sensing Symposium (IGARSS) (01-07-2015)“…Canonical correlation analysis (CCA) is an established multi-variate statistical method for finding similarities between linear combinations of (normally two)…”
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Conference Proceeding -
17
Kernel parameter dependence in spatial factor analysis
Published in 2010 IEEE International Geoscience and Remote Sensing Symposium (01-07-2010)“…Principal component analysis (PCA) is often used for general feature generation and linear orthogonalization or compression by dimensionality reduction of…”
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Conference Proceeding -
18
Fast Matrix Based Computation of Eigenvalues in PolSAR Data
Published in 2021 IEEE International Geoscience and Remote Sensing Symposium IGARSS (11-07-2021)“…We describe calculation of eigenvalues of 2×2 and 3×3 Hermitian matrices as used in the analysis of multilook polarimetric SAR data. The eigenvalues are…”
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Conference Proceeding -
19
Automatic radiometric normalization of multitemporal satellite imagery
Published in Remote sensing of environment (01-05-2004)Get full text
Journal Article -
20
Omnibus test for change detection in a time sequence of polarimetric SAR data
Published in 2016 IEEE International Geoscience and Remote Sensing Symposium (IGARSS) (01-07-2016)“…Based on an omnibus likelihood ratio test statistic for the equality of several variance-covariance matrices following the complex Wishart distribution with an…”
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Conference Proceeding