matlab 4种梯度算子(原创)
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clear all;
close all;
P=input('input picture data:');
subplot(231);imshow(P);
title('原图像');
d=size(P);
if(d(3)>1)
P=rgb2gray(P);
end
subplot(232);imshow(P);
title('灰度图像');
P=double(P);
% Roberts Operator
tou=input('input threshold tou=');
bh=input('input a constant intensity nearer to white bh=');
bl=input('input a constant intensity nearer to black bl=');
P1=P;
for i=1:d(1)-1
for j=1:d(2)-1
RobNum=abs(P(i+1,j+1)-P(i,j))+abs(P(i,j+1)-P(i+1,j));
if RobNum>=tou
P1(i,j)=bh;
else
P1(i,j)=bl;
end
end
end
P1=uint8(P1);
subplot(233);imshow(P1);
title('Roberts Operator');
%Prewitt Operator
P2=P;
for i=2:d(1)-1
for j=2:d(2)-1
PreNum=1/6*(abs(P(i-1,j-1)+P(i-1,j)+P(i-1,j+1)-P(i+1,j-1)-P(i+1,j)-P(i+1,j+1))+abs(P(i-1,j-1)+P(i ,j-1)+P(i+1,j-1)-P(i-1,j+1)-P(i,j+1)-P(i+1,j+1)));
if PreNum>=tou
P2(i,j)=bh;
else
P2(i,j)=bl;
end
end
end
P2=uint8(P2);
subplot(234);imshow(P2);
title('Prewitt Operator');
%Sobel Operator
P3=P;
for i=2:d(1)-1
for j=2:d(2)-1
SobNum=1/8*sqrt((P(i-1,j-1)+2*P(i-1,j)+P(i-1,j+1)-P(i+1,j-1)-2*P(i+1,j)-P(i+1,j+1)).^2+(P(i-1,j-1)+2*P(i,j-1)+P(i+1,j-1)-P(i-1,j+1)-2*P(i,j+1)-P(i+1,j+1)).^2);
if SobNum>=tou
P3(i,j)=bh;
else
P3(i,j)=bl;
end
end
end
P3=uint8(P3);
subplot(235);imshow(P3);
title('Sobel Operator');
%Laplacian Operator
P4=P;
for i=2:d(1)-1
for j=2:d(2)-1
P4(i,j)=P(i+1,j)-2*P(i,j)+P(i-1,j)+P(i,j+1)-2*P(i,j)+P(i,j-1);
end
end
P4=uint8(P4);
subplot(236);imshow(P4);
title('Laplacian Operator');