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We describe an efficient procedure for detecting approximate circles and approximately circular arcs of varying gray levels in an edge-enhanced digitized picture. This procedure is an extension and improvement of the circle-finding concept sketched by Duda and Hart 2 as an extension of the Hough straight-line finder 6.
Kimme et al. (Sat,) studied this question.