matlab人脸和非人脸分割,人脸检测与分割
clear all
close all
clc
%%%%%%%%%%%%%%%%%%%%%%%%%%%%% 讀入待檢測圖像
x= imread('22.jpg');
xx=x;
figure,
imshow(x);
fR=xx(:,:,1);
fG=xx(:,:,2);
fB=xx(:,:,3);
f=1/9*ones(3);%低通濾波器,濾除高頻噪聲
filtered_fR=imfilter(fR,f);
filtered_fG=imfilter(fG,f);
filtered_fB=imfilter(fB,f);
x_filtered=cat(3,filtered_fR,filtered_fG,filtered_fB);
figure,
imshow(x_filtered);
I=rgb2ycbcr(x);? ?? ???%顏色空間轉(zhuǎn)換
gray=rgb2gray(x);
figure,
imshow(gray);
[a,b,c]=size(I); %得到圖像的像素點個數(shù)
cb=double(I(:,:,2));
cr=double(I(:,:,3));
for i=1:a
for j=1:b
w=[cb(i,j),cr(i,j)];
m=[117.4316 148.5599];
n=[260.1301 12.1430;12.1430 150.4574];
p(i,j)=exp((-0.5)*(w-m)*inv(n)*(w-m)');%算某象素點的概率
if (p(i,j)<0.5)
p(i,j)=0;
else
p(i,j)=1;
end
end
end
fenge=p;
figure,
imshow(fenge);
SE = strel('square',3);
imf=imopen(p,SE);? ?? ?? ?%開運算(即先腐蝕再膨脹),消除雜散點
xingtai=imf;
figure,
imshow(xingtai);
%figure,imshow(Ibwopen);
%Ibwoc=imclose(Ibwopen,SE);? ?? ?%閉運算,去掉由于開運算引入的許多缺口
%figure,imshow(Ibwoc);
%imf=imfill(Ibwoc,'holes');? ?? ?%填充孔洞
%%%%%%%%%%%%%%%%%%%%%%%根據(jù)填充率去除手腳、胳膊等非人臉區(qū)域%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
[L,num]=bwlabel(imf,8);? ???%連通區(qū)域標(biāo)記
B=zeros(size(imf));
for i=1:num
Area(i)=bwarea(L==i);%計算每個皮膚區(qū)域的面積
end
for i=1:num
[r,c] = find(L==i) ;
left(i)=min(c);
right(i)=max(c);
up(i)=min(r);
down(i)=max(r);
end
for i=1:num
%計算各矩形區(qū)域面積
Rect_Area(i)=(down(i)-up(i))*(right(i)-left(i));
end
%計算各區(qū)域的填充率
Ratio=Area./Rect_Area;
for i=1:num
if Ratio(i)>=0.5%若相應(yīng)區(qū)域的填充率大于0.5則保留該區(qū)域
[x,y]=find(L==i);%第i塊區(qū)域的坐標(biāo)值
B=B+bwselect(imf,y,x,8);%把填充率大于0.5皮膚區(qū)域疊加起來
end
end
%%%%%%%%%%%%%%%%%%%%%%%%%%根據(jù)面積比來進(jìn)一步除去一些較小的非人臉區(qū)域%%%%%%%%%%%%%%%%%%%%%%%%%%
[L1,num1]=bwlabel(B,8);? ???%連通區(qū)域標(biāo)記
B1=zeros(size(B));
for i=1:num1
Area(i)=bwarea(L1==i);%計算每個皮膚區(qū)域的面積
end
maxarea=max(Area);%取最大值
q=Area/maxarea;%每塊區(qū)域的面積與最大區(qū)域面積的比值
for i=1:num1
if q(i)>=0.3%若相應(yīng)區(qū)域的面積比值大于0.3則保留該區(qū)域
[x,y]=find(L1==i);%第i塊區(qū)域的坐標(biāo)值
B1=B1+bwselect(B,y,x,8);%把面積比值大于0.3皮膚區(qū)域疊加起來
end
end
%%%%%%%%%%%%%%%%%%%%%%%%%%根據(jù)膚色區(qū)域的長寬比來除去一些非人臉區(qū)域%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
[L2,num2]=bwlabel(B1,8);? ???%連通區(qū)域標(biāo)記
B2=zeros(size(B1));
for i=1:num2
[r,c] = find(L2==i);
left(i)=min(c);
right(i)=max(c);
up(i)=min(r);
down(i)=max(r);
end
for i=1:num2
if ((down(i)-up(i))/(right(i)-left(i)))>0.8&((down(i)-up(i))/(right(i)-left(i)))<2
[x,y]=find(L2==i);
B2=B2+bwselect(B1,y,x,8);%%%把滿足長寬比在0.8到2的區(qū)域留下
end
end
figure,
imshow(xx);
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%把人臉框出來%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
[L3 num3]=bwlabel(B2,8);? ???%連通區(qū)域標(biāo)記
for i=1:num3
[r,c] = find(L3==i);
left(i)=min(c);
right(i)=max(c);
up(i)=min(r);
down(i)=max(r);
end
hold on;
for i=1:num3
if(down(i)>(up(i)+(right(i)-left(i))*1.2))? ???%人臉長寬比限制
down(i)=up(i)+(right(i)-left(i))*1.2;
end
x=[left(i);left(i);right(i);right(i);left(i)];
y=[up(i);down(i);down(i);up(i);up(i)];
plot(x,y);? ?? ?%畫框
end
hold off;
總結(jié)
以上是生活随笔為你收集整理的matlab人脸和非人脸分割,人脸检测与分割的全部內(nèi)容,希望文章能夠幫你解決所遇到的問題。
- 上一篇: php 回车键触发事件,回车触发事件 -
- 下一篇: TensorFlow学习笔记之六(循环神