Quantitative comparison
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2013-1-11
极化SAR目标识别与分类
6
Experiment two
• Comparison of tree age classification • For forest, however, the scattering mechanisms from trees are much ore complex. Leaves, branches, trunks and the ground create volumetric scatterings of single, bounce, double bounces, and multiple bounces, especially in P band. The L band has less penetration than P band , and its backscattered signal tends to saturate in older tree parcels, for C band, the dominating scattering is mainly from treetops, resulting in poor discrimination for tree ages.
SAR Image Classification
2013-1-11
极化SAR目标识别与分类
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Preprocessing
• The Flevoland data were originally processed with four-look average in stokes matrix; • All three bands of polarimetric data were speckle filtered by applying the polarimetric property preserving filter using a standard deviation to men ratio of 0.5;
Single frequency
Multi frequency
Dual polarization Complex SAR data
2013-1-11
ቤተ መጻሕፍቲ ባይዱ
极化SAR目标识别与分类
5
E. Dual intensity SAR data classifier
• The ML classifier is applied directly to the PDF • Ignoring phase • A distance measure derived is a more complex form, the distance measure does not provide a computational advantage
Author: Jong-Sen, Lee 2001. Method: complex wishart distribution And Maximum likehood (ML)
2013-1-11
极化SAR目标识别与分类
3
formulas
2013-1-11
极化SAR目标识别与分类
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B. Multifrequency fully polarimetric SAR data classifier
2013-1-11 极化SAR目标识别与分类 7
2013-1-11
极化SAR目标识别与分类
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Classification 1
Name: Quantitative comparison of classification capability: Fully polar metric Versus Dual and Single-polarization SAR