matlab人脸计数
时间: 2023-12-12 20:35:59 浏览: 72
MATLAB人脸检测
基于引用[1]中的肤色定理和形态学方法,可以使用MATLAB进行人脸计数。具体步骤如下:
1. 读取图像并转换为YCbCr颜色空间。
```matlab
img = imread('face.jpg');
img_ycbcr = rgb2ycbcr(img);
```
2. 根据肤色定理,提取肤色区域。
```matlab
Cb = img_ycbcr(:,:,2);
Cr = img_ycbcr(:,:,3);
skin = zeros(size(img_ycbcr,1),size(img_ycbcr,2));
for i = 1:size(img_ycbcr,1)
for j = 1:size(img_ycbcr,2)
if Cr(i,j) >= 133 && Cr(i,j) <= 173 && Cb(i,j) >= 77 && Cb(i,j) <= 127
skin(i,j) = 1;
end
end
end
```
3. 对肤色区域进行形态学处理,去除小面积干扰。
```matlab
se = strel('disk',5);
skin_close = imclose(skin,se);
skin_open = imopen(skin_close,se);
skin_final = bwareaopen(skin_open,1000);
```
4. 对肤色区域进行连通区域分析,得到人脸个数。
```matlab
[L,num] = bwlabel(skin_final,8);
```
完整代码如下:
```matlab
img = imread('face.jpg');
img_ycbcr = rgb2ycbcr(img);
Cb = img_ycbcr(:,:,2);
Cr = img_ycbcr(:,:,3);
skin = zeros(size(img_ycbcr,1),size(img_ycbcr,2));
for i = 1:size(img_ycbcr,1)
for j = 1:size(img_ycbcr,2)
if Cr(i,j) >= 133 && Cr(i,j) <= 173 && Cb(i,j) >= 77 && Cb(i,j) <= 127
skin(i,j) = 1;
end
end
end
se = strel('disk',5);
skin_close = imclose(skin,se);
skin_open = imopen(skin_close,se);
skin_final = bwareaopen(skin_open,1000);
[L,num] = bwlabel(skin_final,8);
disp(['人脸个数为:',num2str(num)]);
```
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