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Improve detection of microbes

Hello. I am currently working on a project that will detect microbes in a low contrast image. My problem is that unimportant parts of the image is also detected. What can I do to improve the detection capacity. I have here is the actual sample image. I have to detect those tiny yellowish white microbes and to not detect those little black shadowsimage description