I am building and document scanner application and facing issue with detecting corner circles

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I want the output as image

I have tried to implement blob detection for detection black circles located at corner, but it is not detecting the black dots. Can any one suggest a better way to achieve the required output. Actually i want only the area inside the black dots inclusive of black dot. Any references would be great