Mathematic morphology-based rapid small target image threshold value segmentation method
A technique of mathematical morphology and threshold segmentation, which is applied in image analysis, image data processing, instruments, etc., and can solve problems such as real-time detection of small objects.
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Embodiment 1
[0041] figure 2 (a) is an image containing a small target in this embodiment, from figure 2 It can be seen from (a) that the target in the image accounts for a small proportion of the background, figure 2 (b) is the image processed by morphological opening operation, image 3 It is a comparison chart of the histogram before and after the morphological opening operation. The black thick line indicates the histogram before the morphological opening operation, and the blue thin line indicates the histogram after the morphological opening operation. It can be seen that the histogram before and after the processing has occurred Variety. Figure 4 is the rate of change of the gray histogram before and after the morphological opening operation, and the threshold T can be set according to the principle of maximum value, that is, determined according to the gray level corresponding to the maximum value of the rate of change of the histogram. The threshold T=176 in this embodiment...
Embodiment 2
[0043] Figure 7 (a) is an image containing a small object in this embodiment, wherein the small object is a lotus. Figure 7 (b) is a binary image segmented by the method of the present invention, wherein the morphological processing adopts the open operation, The value is 10. Depend on Figure 7 It can be seen that the lotus information is well preserved in the segmentation result of the method of the present invention.
Embodiment 3
[0045] Figure 8(a) is an image containing a small target in this embodiment, where the small target is a tree trunk. Figure 8 (b) is a binary image segmented by the method of the present invention, wherein the morphological processing adopts a closed operation, The value is 10. Depend on Figure 8 It can be seen that although the segmented image has a little noise, the method of the present invention basically retains the entire small target information.
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