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how to measure the size of object?

processed image after color thresholding

After tweaking the HSV values i'm able to achieve this result, now moving ahead i tried the canny edge detection but it doesn't produce any satisfactory result, My goal is to measure the size of plant. Any idea how do move ahead from this?