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    function [C1,C2]= binaryfit(phi,U,epsilon) 
%   [C1,C2]= binaryfit(phi,U,epsilon) computes c1 c2 for optimal binary fitting 
%   input: 
%       U: input image
%       phi: level set function
%       epsilon: parameter for computing smooth Heaviside and dirac function
%   output: 
%       C1: a constant to fit the image U in the region phi>0
%       C2: a constant to fit the image U in the region phi<0
%  
%   created on 04/26/2004
%   author: Chunming Li
%   email: li_chunming@hotmail.com
%   Copyright (c) 2004-2006 by Chunming Li

H = Heaviside(phi,epsilon); %compute the Heaveside function values 


a= H.*U;
numer_1=sum(a(:)); 
denom_1=sum(H(:));
C1 = numer_1/denom_1;

b=(1-H).*U;
numer_2=sum(b(:));
c=1-H;
denom_2=sum(c(:));
C2 = numer_2/denom_2;