v = VideoReader('shoujilux7.mp4'); while hasFrame(v) frame = readFrame(v); gray_frame = rgb2gray(frame); % gamma校正 gamma = 1.5; gamma_corrected = imadjust(gray_frame,[],[],gamma); % 高斯滤波 sigma = 1; hsize = ceil(6sigma); h = fspecial('gaussian', hsize, sigma); filtered_frame = imfilter(gamma_corrected, h); % Otsu阈值分割 T = graythresh(filtered_frame); [m, n] = size(filtered_frame); E = bwareaopen(im2bw(filtered_frame, T), round(mn/1000), 8); % Canny边缘检测 canny_edge = edge(E, 'canny'); % 形态学膨胀 se = strel('disk', 2); dilated_edge = imdilate(canny_edge, se); % 连通域分析 stats = regionprops('table', dilated_edge, 'Area', 'Centroid'); % 筛选面积最大的连通区域 [~, idx] = max(stats.Area); centroid = stats.Centroid(idx, :); % 显示帧和质心 imshow(dilated_edge); hold on; plot(centroid(1), centroid(2), 'r+', 'MarkerSize', 10); hold off; end建立坐标系,实时显示质心坐标
时间: 2023-12-06 20:42:18 浏览: 40
好的,可以使用 MATLAB 的图像处理工具箱来实现这个功能。代码如下:
```matlab
v =Reader('shoujilux7.mp4');
figure; % 新建一个图像窗口
axis([0 v.Width 0 v.Height]); % 设置坐标系范围
while hasFrame(v)
frame = readFrame(v);
gray_frame = rgb2gray(frame);
% gamma校正
gamma = 1.5;
gamma_corrected = imadjust(gray_frame,[],[],gamma);
% 高斯滤波
sigma = 1;
hsize = ceil(6*sigma);
h = fspecial('gaussian', hsize, sigma);
filtered_frame = imfilter(gamma_corrected, h);
% Otsu阈值分割
T = graythresh(filtered_frame);
[m, n] = size(filtered_frame);
E = bwareaopen(im2bw(filtered_frame, T), round(m*n/1000), 8);
% Canny边缘检测
canny_edge = edge(E, 'canny');
% 形态学膨胀
se = strel('disk', 2);
dilated_edge = imdilate(canny_edge, se);
% 连通域分析
stats = regionprops('table', dilated_edge, 'Area', 'Centroid');
% 筛选面积最大的连通区域
[~, idx] = max(stats.Area);
centroid = stats.Centroid(idx, :);
% 显示帧和质心
imshow(frame);
hold on;
plot(centroid(1), centroid(2), 'r+', 'MarkerSize', 10);
hold off;
drawnow; % 实时刷新图像窗口
end
```
需要注意的地方是,由于每一帧的图像大小可能不同,因此需要在代码中动态设置坐标系范围。另外,在循环中加入 `drawnow` 命令可以实现实时刷新图像窗口。
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