How to segment ROI accurately for images with similar foreground and background

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Because the segmentation area and background color are similar, the interference is very large. It is not easy to achieve color segmentation with hsv, and many other methods have been tried, which can not achieve good segmentation. I would like to ask if you have any other good suggestions. The roughly ROI required is selected for the black rectangle.