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function [matching] = Hungarian(map) |
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matching = zeros(size(map)); |
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x_con = find(sum(~isinf(map), 2) ~= 0); |
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y_con = find(sum(~isinf(map), 1) ~= 0); |
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C_size = max(length(x_con),length(y_con)); |
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C_mat = zeros(C_size); |
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C_mat(1:length(x_con), 1:length(y_con)) = map(x_con, y_con); |
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if isempty(C_mat) |
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return |
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end |
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stepnum = 1; |
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while true |
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switch stepnum |
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case 1 |
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C_mat = step1(C_mat); |
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stepnum = 2; |
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case 2 |
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[covered_row, covered_col, M] = step2(C_mat); |
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stepnum = 3; |
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case 3 |
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[covered_col, stepnum] = step3(M, C_size); |
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case 4 |
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[M, covered_row, covered_col, Z_row, Z_col, stepnum] = step4(C_mat,covered_row,covered_col,M); |
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case 5 |
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[M, covered_row, covered_col] = step5(M,Z_row,Z_col,covered_row,covered_col); |
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stepnum = 3; |
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case 6 |
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C_mat = step6(C_mat, covered_row, covered_col); |
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stepnum = 4; |
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case 7 |
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break; |
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end |
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end |
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matching(x_con, y_con) = M(1:length(x_con), 1:length(y_con)); |
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end |
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function C_mat = step1(C_mat) |
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for i = 1:length(C_mat) |
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min_val = min(C_mat(i, :)); |
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C_mat(i,:) = C_mat(i,:) - min_val; |
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end |
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end |
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function [covered_row, covered_col, M] = step2(C_mat) |
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n = length(C_mat); |
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covered_row = zeros(n, 1); |
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covered_col = zeros(n, 1); |
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M = zeros(n, n); |
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for i = 1:n |
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for j = 1:n |
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if C_mat(i,j) == 0 && covered_row(i) == 0 && covered_col(j) == 0 |
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M(i,j) = 1; |
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covered_row(i) = 1; |
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covered_col(j) = 1; |
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end |
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end |
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end |
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covered_row(:) = 0; |
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covered_col(:) = 0; |
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end |
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function [covered_col,stepnum] = step3(M, C_size) |
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covered_col = sum(M, 1); |
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if sum(covered_col) == C_size |
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stepnum = 7; |
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else |
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stepnum = 4; |
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end |
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end |
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function [M, covered_row, covered_col, Z_row, Z_col, stepnum] = step4(C_mat, covered_row, covered_col, M) |
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function [row, col] = find_a_zero() |
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row = 0; |
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col = 0; |
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i = 1; |
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done2 = false; |
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while ~done2 |
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j = 1; |
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while true |
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if C_mat(i,j) == 0 && covered_row(i) == 0 && covered_col(j) == 0 |
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row = i; |
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col = j; |
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done2 = true; |
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end |
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j = j + 1; |
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if j > n |
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break; |
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end |
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end |
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i = i + 1; |
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if i > n |
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done2 = true; |
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|
end |
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|
end |
|
|
end |
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n = length(C_mat); |
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|
done = false; |
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|
while ~done |
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|
[row, col] = find_a_zero(); |
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|
if row == 0 |
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|
stepnum = 6; |
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|
done = true; |
|
|
Z_row = 0; |
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Z_col = 0; |
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else |
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|
M(row,col) = 2; |
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if sum(find(M(row,:)==1)) ~= 0 |
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|
covered_row(row) = 1; |
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|
zcol = find(M(row,:)==1); |
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|
covered_col(zcol) = 0; |
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|
else |
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|
stepnum = 5; |
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|
done = true; |
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|
Z_row = row; |
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|
Z_col = col; |
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|
end |
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|
end |
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|
end |
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|
end |
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function [M,covered_row,covered_col] = step5(M, Z_row, Z_col, covered_row, covered_col) |
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|
done = false; |
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|
count = 1; |
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|
while ~done |
|
|
rindex = find(M(:,Z_col(count))==1); |
|
|
if rindex > 0 |
|
|
count = count + 1; |
|
|
Z_row(count,1) = rindex; |
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|
Z_col(count,1) = Z_col(count - 1); |
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|
else |
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|
done = true; |
|
|
end |
|
|
|
|
|
if ~done |
|
|
cindex = find(M(Z_row(count),:)==2); |
|
|
count = count + 1; |
|
|
Z_row(count, 1) = Z_row(count - 1); |
|
|
Z_col(count, 1) = cindex; |
|
|
end |
|
|
end |
|
|
|
|
|
for i = 1:count |
|
|
if M(Z_row(i), Z_col(i)) == 1 |
|
|
M(Z_row(i), Z_col(i)) = 0; |
|
|
else |
|
|
M(Z_row(i), Z_col(i)) = 1; |
|
|
end |
|
|
end |
|
|
|
|
|
covered_row(:) = 0; |
|
|
covered_col(:) = 0; |
|
|
|
|
|
M(M == 2) = 0; |
|
|
end |
|
|
|
|
|
function C_mat = step6(C_mat, covered_row, covered_col) |
|
|
from_row = find(covered_row == 0); |
|
|
from_col = find(covered_col == 0); |
|
|
minval = min(min(C_mat(from_row, from_col))); |
|
|
|
|
|
C_mat(find(covered_row == 1), :) = C_mat(find(covered_row == 1), :) + minval; |
|
|
C_mat(:, find(covered_col == 0)) = C_mat(:,find(covered_col == 0)) - minval; |
|
|
end |
|
|
|
|
|
function cnum = min_line_cover(Edge) |
|
|
[covered_row, covered_col, M] = step2(Edge); |
|
|
covered_col = step3(M, length(Edge)); |
|
|
[M, covered_row, covered_col, Z_row, Z_col] = step4(Edge,covered_row,covered_col,M); |
|
|
cnum = length(Edge) - sum(covered_row) - sum(covered_col); |
|
|
end |