Aligning image contour to map coordinates - ways to solve?

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Got an exotic problem I guess, but still.

Let's say, I have an random image contour, created bu Laplace or Sobel algorithm. Also - I have a random set of coordinates (pretty dense one for example).

Is there any way I can use piecewise linear curve approximation for that contour based ONLY on that set of coordinates?