K distribution and texture feature-based SAR (Synthetic Aperture Radar) image segmentation method
An image segmentation and texture feature technology, applied in the field of image processing, can solve the problems of insufficient mining of SAR image global features and local texture features, difficulty in non-causal Markov estimation, incomplete boundary and edge direction information, etc., to achieve clear edges Complete details, high accuracy of segmentation results, and stable results
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[0030] Reference figure 1 The specific implementation steps of the present invention are as follows:
[0031] Step 1. Select the training sample area for the SAR image of the ground object to be segmented {I 0 , I 1 ,..., I C }.
[0032] Select pixel regions with obvious texture features in the SAR image to be segmented, and mark these training sample regions as {I 0 , I 1 ,..., I C }.
[0033] Step 2: For the selected training sample area I c Perform feature extraction to obtain the feature parameter dictionary D of the c-th training sample region c =[Θ 1 , Θ 2 ,..., Θ 100 ], where Θ i ={l, m, u, me, st, asm, con, idm}, 1≤i≤100, c∈C, m and μ are the three parameters of the probability density function of the K distribution model, me means the mean, st Represents the variance, asm, con, and idm represent the energy, contrast, and correlation of the gray-level co-occurrence matrix, respectively.
[0034] The specific process to achieve this step is as follows:
[0035] (2a) In the trai...
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