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You can use approxPolyDP(Douglas-Peucker algorithm) for line approximation. You can use this sample.

You can use approxPolyDP(Douglas-Peucker algorithm) for line approximation. You can use this sample.. The best solution for solve this problem create skeleton of image then approximate skeleton by Douglas-Peucker algorithm.