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For detecting something like a circle, or other geometric shapes, modern machine learning may be a bit overkill. You should look at Haar Cascades, which you can find implemented in OpenCV. These are the reason cameras have been able to detect faces since the early naughts; They are efficient and easy to train; They are trained by providing positive and ...


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