Complicated background SAR image naval ship tail track detection method
A technology with complex backgrounds and detection methods, applied in the field of ship wake detection in synthetic aperture radar images, can solve the problems of ship wake detection in SAR images, etc.
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Embodiment 1
[0054] The process flow of the complex background SAR image ship wake detection method disclosed in this embodiment is as follows: figure 2 shown, including:
[0055] Step S11: enhancing the contrast of the SAR image, and obtaining the structural components of the image through morphological component analysis technology.
[0056] First, the histogram equalization is performed on the SAR image, and the image contrast is enhanced, and then the enhanced image is subjected to morphological component analysis (Morphological Component Analysis, MCA) to separate the structural components and texture components of the image. The complex background SAR image X can be regarded as a linear combination of structural components S, texture components T and residual R mainly speckle noise, as follows:
[0057] X=S+T+R (1)
[0058] It can be seen that the unique S and T cannot be obtained from X without limitation. However, starting from the sparse representation theory of signals, the s...
Embodiment 2
[0081] Experiments show that, using the MCA technology in Example 1 to decompose the complex background SAR image structure-texture, there may be a large number of non-wake area edges in the obtained structural components, which cover the edges of the ship wake itself; Wavelet transform and acquisition of low-frequency components—equivalent to smoothing structural components—although it can remove more edges of non-wake areas, it also weakens the edges of ship wakes and increases the amount of calculation for subsequent gradient image binarization . Therefore, the method disclosed in this embodiment has been improved for these problems, and the new detection process is as follows: image 3 shown, including:
[0082] Step S21: Enhance the contrast of the SAR image, and obtain the structural components of the image through the relative full variation regularization technique.
[0083] First, histogram equalization is performed on the original SAR image to enhance image contras...
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