Figure 4: Prior distribution samples for coefficients on our boundary representation. The sample is drawn from a Gaussian distribution with mean and variance , where is the position of the coefficient on a Fourier series and is constant. We vary the variance and set the value of depending on the expected smoothness of the boundary to recover.