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基于Hough变换的人眼虹膜定位

时间:2019-10-25 05:41:11

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基于Hough变换的人眼虹膜定位

Github个人博客:https://joeyos.github.io

clear all; close all;i=imread('yanjing.bmp'); imshow(i); iii=i; %把输入图象二值化,用canny算法返回阈值sigma=3.0;thresh=[0.03,0.09];bw_1=i>70;edgerm=edge(bw_1,'canny',thresh,sigma); figure,imshow(edgerm);t1=280;s=0;while t1>10t2=1;while t2<310%查找第一个边缘点if edgerm(t1,t2)==1 u1=t1;u2=t2;s=1;endif s==1break;endt2=t2+1; endt1=t1-1;endpo=1;sum2=0;%第一个边缘点o1=u1; o2=u2;hang=zeros(0,0);lie=zeros(0,0);while (po==1)while (po==1)sum1=0;for t3=1:5for t4=1:5% 第一个边缘点的左上方5个像素内有边缘点if edgerm(u1-t3+1,u2+t4-1)==1 % 第一个边缘点周围的边缘点个数sum1=sum1+1; sum2=sum2+1;% 第sum1个边缘点位置xhang(sum1,1)=u1-t3+1;% 第sum1个边缘点位置yhang(sum1,2)=u2+t4-1;lie(sum2,1)=u1-t3+1;lie(sum2,2)=u2+t4-1;endendend% 边缘点只有一个if sum1==1 po=0;% 没有边缘点elseif sum1==0 po=0;else% 以最后的边缘点为起点,进行下一轮搜索u1=hang(sum1,1); u2=hang(sum1,2);po=1;endend% 边缘点个数小于30个if sum2<30 u1=o1;u2=o2+1;po=1;sum2=0;% 横坐标不变,改变纵坐标值得到边缘点while (edgerm(u1,u2)~=1) while (edgerm(u1,u2)~=1)&(u2<310)% 不是边缘点,纵坐标加1u2=u2+1; end % 没有得到边缘点if u2==310 u1=u1-1;u2=1;endend% x不变,改变y重新得到边缘点o1=u1; o2=u2;elsebreak;end end % 边缘点个数a1=size(lie); w1=lie(a1(1),1);w2=lie(a1(1),2);po1=1;while (po1==1)sum1=0;for t1=1:3for t2=1:5% 边缘点向左方3个像素,上方5个像素if edgerm(w1-t1+1,w2-t2+1)==1 sum1=sum1+1;sum2=sum2+1;lie(sum2,1)=w1-t1+1;lie(sum2,2)=w2-t2+1;hang(sum1,1)=w1-t1+1;hang(sum1,2)=w2-t2+1;endendend % 边缘点只有一个if sum1==1 po1=0;elsepo1=1;w1=hang(sum1,1);w2=hang(sum1,2);endendpo2=1;while (po2==1)sum1=0;for t1=1:7for t2=1:15if edgerm(w1+t1-1,w2-t2+1)==1 sum1=sum1+1;sum2=sum2+1;lie(sum2,1)=w1+t1-1;lie(sum2,2)=w2-t2+1;hang(sum1,1)=w1+t1-1;hang(sum1,2)=w2-t2+1;endendend if sum1==1po2=0;elsepo2=1;w1=hang(sum1,1);w2=hang(sum1,2);end end%不止一个边缘点while (w1~=lie(1,1))&(w2~=lie(1,2)) sum1=0;for t1=1:5for t2=1:5%向右向上5个像素搜索边缘点if edgerm(w1+t1-1,w2+t2-1)==1 sum1=sum1+1;sum2=sum2+1;lie(sum2,1)=w1+t1-1;lie(sum2,2)=w2+t2-1;hang(sum1,1)=w1+t1-1;hang(sum1,2)=w2+t2-1;endendend w1=hang(sum1,1);w2=hang(sum1,2);endfor t1=1:280for t2=1:320% 初始化Hough矩阵e(t1,t2)=0; endend% 边缘点个数for t1=1:size(lie) % 将是边缘点的位置设为1e(lie(t1,1),lie(t1,2))=1;end%确定瞳孔的边缘的上下限minl=320;maxl=1;minh=280;maxh=1;for t1=1:280for t2=1:320if (e(t1,t2)==1)&(t2<minl)minl=t2;endif (e(t1,t2)==1)&(t2>maxl)maxl=t2;endif (e(t1,t2)==1)&(t1<minh)minh=t1;endif (e(t1,t2)==1)&(t1>maxh)maxh=t1;end endend% 采用二值化的方法求得瞳孔的面积sum3sum3=0;t1=minh;while t1<=maxht2=minl;while t2<=maxlif (bw_1(t1,t2)==0) sum3=sum3+1;endt2=t2+1;endt1=t1+1;end% 得到瞳孔r1半径向上取整,sum3表示瞳孔的面积r1=ceil(sqrt(sum3/pi)); % 向下取整 估算出瞳孔圆心x坐标c(1,1)=floor((maxh-minh)/2+minh); c(1,2)=ceil((maxl-minl)/2+minl);r2=ceil(r1/3);r3=2*r2;for t1=1:ceil(r1/6)*2for t2=1:ceil(r1/6)*2pu(t1,t2)=0;endend %pu中存放有相同圆心点的个数,以下找一个最大的pu认为是瞳孔的圆心t1=minh;while t1<=maxht2=minl;while t2<=maxlif (e(t1,t2)==1)for a=1:2*ceil(r1/6)for b=1:2*ceil(r1/6)if (((t1-(c(1,1)+ceil(r1/6)-a))^2+(t2-(c(1,2)-ceil(r1/6)+b))^2-r1^2)>-10)&(((t1-(c(1,1)+ceil(r1/6)-a))^2+(t2-(c(1,2)-ceil(r1/6)+b))^2-r1^2)<10)% 以a,b为圆心的圆累加个数pu(a,b)=pu(a,b)+1; endendendendt2=t2+1;endt1=t1+1;endma=pu(1,1); % 选取同心圆最多的圆心for a=1:2*ceil(r1/6) for b=1:2*ceil(r1/6)if (ma<pu(a,b))ma=pu(a,b);row=a;col=b;endendend% 圆心坐标c(1,1)=c(1,1)+ceil(r1/6)-row; c(1,2)=c(1,2)-ceil(r1/6)+col;j=double(i);for t1=1:280for t2=1:320%虹膜内边缘设为白色if ((t1-c(1,1))^2+(t2-c(1,2))^2-r1^2<80)&((t1-c(1,1))^2+(t2-c(1,2))^2-r1^2>-80) i(t1,t2)=255;endendendrow1=c(1,1);col1=c(1,2);%以上找到圆心(row1,col1),半径r1;ha=row1;li=col1;sh1=1;zong=0;while sh1<=3sh2=1;while sh2<=3zong=zong+1;% 圆心向左、不变、向右移动2row1=ha-4+sh1*2;col1=li-4+sh2*2;j1=double(i); u=zeros(0,0);for t1=1:row1t2=col1;while t2<=310%第一像限的图像对角变换u(row1-t1+1,t2-col1+1)=j1(t1,t2); t2=t2+1;endendu1=double(u);%第一像限图像的行列数yy=size(u); %瞳孔半径r1rr=r1+40; l1=r1+40;l2=1;ll1=0;n1=l1;sq1=0;%yy(1,2)表示第一像限的矩阵列数,yy(1,1)行数while (l2<l1)&(l1<yy(1,2))&(l2<yy(1,1))pk=(l1-1/2)^2+(l2+1)^2-rr^2;%半径在rr+40范围内if pk<0 %沿着l1方向灰度值累加sq1=sq1+u1(l2+1,l1); %记录sql的个数ll1=ll1+1; l1=l1;l2=l2+1;else sq1=sq1+u1(l2+1,l1-1);ll1=ll1+1;l1=l1-1;l2=l2+1;endend%灰度平均值sq=sq1/ll1; for t1=r1+40:126sr1(t1)=0;endrr=rr+2;l1=n1+2;l2=1;while (rr<=126)&(rr<sqrt(2)*yy(1,2))&(rr<sqrt(2)*yy(1,1))&(l1>l2)&(l1<yy(1,2))&(l2<yy(1,1))n1=l1;ll2=0;sq2=0;while (l1>l2)&(l1<yy(1,2))&(l2<yy(1,1))pk=(l1-1/2)^2+(l2+1)^2-rr^2;if pk<0sq2=sq2+u1(l2+1,l1);ll2=ll2+1;l1=l1;l2=l2+1;else sq2=sq2+u1(l2+1,l1-1);ll2=ll2+1;l1=l1-1;l2=l2-1;endendsqq=sq2/ll2;sr1(rr)=abs(sqq-sq);sq=sqq;rr=rr+2;l1=n1+2;l2=1;endma1=sr1(r1+40);t1=r1+40;while t1<=126if sr1(t1)>ma1% 找出灰度值变化最大点ma1=sr1(t1); % 半径rad1=t1; endt1=t1+1;endq1=zeros(0,0);t1=row1;while t1<280t2=col1;while t2<310q1(t1-row1+1,t2-col1+1)=j1(t1,t2);t2=t2+1;endt1=t1+1;endyy1=double(q1);ys1=size(yy1);rr1=r1+40;l21=r1+40;l22=1;ll3=0;n2=l21;sq3=0;while (l22<l21)&(l21<ys1(1,2))&(l22<ys1(1,1))pk1=(l21-1/2)^2+(l22+1)^2-rr1^2;if pk1<0sq3=sq3+yy1(l22+1,l21);ll3=ll3+1;l21=l21;l22=l22+1;else sq3=sq3+yy1(l22+1,l21-1);ll3=ll3+1;l21=l21-1;l22=l22+1;endendsq=sq3/ll3;for t1=r1+40:126sr2(t1)=0;endrr1=rr1+2;l21=n2+2;l22=1;while (rr1<=126)&(rr1<sqrt(2)*ys1(1,2))&(rr1<sqrt(2)*ys1(1,1))&(l21>l22)&(l21<ys1(1,2))&(l22<ys1(1,1))n2=l21;ll4=0;sq4=0;while (l21>l22)&(l21<ys1(1,2))&(l22<ys1(1,1))pk1=(l21-1/2)^2+(l22+1)^2-rr1^2;if pk1<0sq4=sq4+yy1(l22+1,l21);ll4=ll4+1;l21=l21;l22=l22+1;else sq4=sq4+yy1(l22+1,l21-1);ll4=ll4+1;l21=l21-1;l22=l22+1;endendsqq=sq4/ll4;sr2(rr1)=abs(sqq-sq);sq=sqq;rr1=rr1+2;l21=n2+2;l22=1;endma2=sr2(r1+40);t1=r1+40;while t1<=126if sr2(t1)>ma2ma2=sr2(t1);rad2=t1;endt1=t1+1;end%以上是第四向限q2=zeros(0,0);for t1=1:row1for t2=1:col1q2(row1+1-t1,col1+1-t2)=j1(t1,t2);endendyy2=double(q2);ys2=size(yy2);rr2=r1+40;l31=r1+40;l32=1;ll5=0;n3=l31;sq5=0;while (l32<l31)&(l31<ys2(1,2))&(l32<ys2(1,1))pk2=(l31-1/2)^2+(l32+1)^2-rr2^2;if pk2<0sq5=sq5+yy2(l32+1,l31);ll5=ll5+1;l31=l31;l32=l32+1;else sq5=sq5+yy2(l32+1,l31-1);ll5=ll5+1;l31=l31-1;l32=l32+1;endendsq=sq5/ll5;for t1=r1+40:126sr3(t1)=0;endrr2=rr2+2;l31=n3+2;l32=1;while (rr2<=126)&(rr2<sqrt(2)*ys2(1,2))&(rr2<sqrt(2)*ys2(1,1))&(l31>l32)&(l31<ys2(1,2))&(l32<ys2(1,1))n3=l31;ll6=0;sq6=0;while (l31>l32)&(l31<ys2(1,2))&(l32<ys2(1,1))pk2=(l31-1/2)^2+(l32+1)^2-rr2^2;if pk2<0sq6=sq6+yy2(l32+1,l31);ll6=ll6+1;l31=l31;l32=l32+1;else sq6=sq6+yy2(l32+1,l31-1);ll6=ll6+1;l31=l31-1;l32=l32+1;endendsqq=sq6/ll6;sr3(rr2)=abs(sqq-sq);sq=sqq;rr2=rr2+2;l31=n3+2;l32=1;endma3=sr3(r1+40);t1=r1+40;while t1<=126if sr3(t1)>ma3ma3=sr3(t1);rad3=t1;endt1=t1+1;end%以上是第二向限j1=double(i);q3=zeros(0,0);t1=row1;while t1<280for t2=1:col1q3(t1-row1+1,col1+1-t2)=j1(t1,t2);endt1=t1+1;endyy3=double(q3);ys3=size(yy3);rr3=r1+40;l41=r1+40;l42=1;ll7=0;n4=l41;sq7=0;while (l42<l41)&(l41<ys3(1,2))&(l42<ys3(1,1))pk3=(l41-1/2)^2+(l42+1)^2-rr3^2;if pk3<0sq7=sq7+yy3(l42+1,l41);ll7=ll7+1;l41=l41;l42=l42+1;else sq7=sq7+yy3(l42+1,l41-1);ll7=ll7+1;l41=l41-1;l42=l42+1;endendsq=sq7/ll7;for t1=r1+40:126sr4(t1)=0;endrr3=rr3+2;l41=n4+2;l42=1;while (rr3<=126)&(rr3<sqrt(2)*ys3(1,2))&(rr3<sqrt(2)*ys3(1,1))&(l41>l42)&(l41<ys3(1,2))&(l42<ys3(1,1))n4=l41;ll8=0;sq8=0;while (l41>l42)&(l41<ys3(1,2))&(l42<ys3(1,1))pk3=(l41-1/2)^2+(l42+1)^2-rr3^2;if pk3<0sq8=sq8+yy3(l42+1,l41);ll8=ll8+1;l41=l41;l42=l42+1;else sq8=sq8+yy3(l42+1,l41-1);ll8=ll8+1;l41=l41-1;l42=l42+1;endendsqq=sq8/ll8;sr4(rr3)=abs(sqq-sq);sq=sqq;rr3=rr3+2;l41=n4+2;l42=1;endma4=sr4(r1+40);t1=r1+40;while t1<=126if sr4(t1)>ma4ma4=sr4(t1);rad4=t1;endt1=t1+1;end% 以上是第三向限% 四个像限的半径平均值ra(zong)=(rad1+rad2+rad3+rad4)/4; % 圆心位置xin(zong,1)=row1; xin(zong,2)=col1;sh2=sh2+1;% 4个像限最大灰度差值和ma(zong)=ma1+ma2+ma3+ma4; endsh1=sh1+1;endmax1=ma(1);for t1=1:zong if max1<=ma(t1)% 最大值是第t1次循环shh=t1; % 循环后的最大灰度差值max1=ma(t1); endendjing=0;for t1=1:zong jing=jing+ra(t1);end% 虹膜半径jing=floor(jing/zong); % 虹膜的圆心row2=xin(shh,1); col2=xin(shh,2);for t1=1:280for t2=1:320if ((t1-row2-2)^2+(t2-col2+4)^2-jing^2<200)&((t1-row2-2)^2+(t2-col2+4)^2-jing^2>-200) %设置虹膜外边缘为白色i(t1,t2)=255;endendendfor t1=1:280for t2=1:320if ((t1-c(1,1))^2+(t2-c(1,2))^2<=r1^2)|((t1-c(1,1))^2+(t2-c(1,2))^2>=jing^2) %把虹膜以外的部分设为白色iii(t1,t2)=255;endendendfigure,imshow(i);figure,imshow(iii);

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