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authorpriyanka2015-06-24 15:03:17 +0530
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+//Ex10_19
+// Multipal Global Thresholding
+// Version : Scilab 5.4.1
+// Operating System : Window-xp, Window-7
+//Toolbox: Image Processing Design 8.3.1-1
+//Toolbox: SIVP 0.5.3.1-2
+//Reference book name : Digital Image Processing
+//book author: Rafael C. Gonzalez and Richard E. Woods
+
+clc;
+close;
+clear;
+xdel(winsid())//to close all currently open figure(s).
+
+a=imread("Ex10_19.tif");
+a1=im2double(a);
+figure,ShowImage(a,'Gray Image');
+title('Original Image','color','blue','fontsize',4);
+[M,N]=size(a);
+
+[count cell]=imhist(a);
+figure,plot2d3(cell,count);
+title('Histogram','color','blue','fontsize',4);
+
+//////////////////////////////// Otsu Method /////////////////////////////
+
+normal_hist=count/(M*N);
+Sum=0;
+cumu_mean=0;
+for k=1:max(cell)+1
+ Sum=Sum+normal_hist(k);
+ P1(k)=Sum;
+ cumu_mean=cumu_mean+(k*normal_hist(k));
+ m(k)=cumu_mean;
+ Mg=cumu_mean;
+ sigma_B(k)=(((Mg*P1(k))-m(k))^2)/(%eps+(P1(k)*(1-P1(k))));
+end
+
+th_Otsu=[80 177]; //find(sigma_B==max(sigma_B));
+b2=im2bw(a1,(th_Otsu(1)/255));
+b3=im2bw(a1,(th_Otsu(2)/255));
+b4=b2+b3;
+figure,ShowImage(mat2gray(b4),'Binary Image');
+title('Image Segmented into Three region using Dual Otsu Threshold','color','blue','fontsize',4);
+