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circle detection on binary image

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My image is gray scale image which i have converted to binary by smoothing and then edge detection method. Now i want to place the circle /ellipse on edge detected. I don’t know how to proceed further. I am using visual C++ and gdal libraries for image processing and Qt for GUI. I should get the output as shown in reference image i have attached.enter image description here


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