基于弧长法计算图片中裂缝宽度的matlab代码
时间: 2024-06-09 22:10:54 浏览: 113
以下是基于弧长法计算图片中裂缝宽度的MATLAB代码:
```matlab
% 读取图片
I = imread('image.jpg');
% 转化为灰度图
I_gray = rgb2gray(I);
% 二值化
level = graythresh(I_gray);
I_bw = imbinarize(I_gray, level);
% 边缘检测
BW = edge(I_bw, 'canny');
% 查找连通区域
CC = bwconncomp(BW);
% 计算弧长和宽度
arc_lengths = zeros(1, CC.NumObjects);
widths = zeros(1, CC.NumObjects);
for i = 1:CC.NumObjects
% 获取连通区域的像素坐标
[r, c] = ind2sub(CC.ImageSize, CC.PixelIdxList{i});
% 计算弧长
arc_lengths(i) = arc_length(r, c);
% 计算宽度
widths(i) = width(r, c);
end
% 显示结果
imshow(I);
hold on;
for i = 1:CC.NumObjects
text(CC.PixelIdxList{i}(1), CC.PixelIdxList{i}(2), num2str(widths(i)), 'Color', 'red');
end
% 弧长函数
function l = arc_length(r, c)
x = c - mean(c);
y = r - mean(r);
theta = atan2(y, x);
[~, order] = sort(theta);
x = x(order);
y = y(order);
dx = diff(x);
dy = diff(y);
l = sum(sqrt(dx.^2 + dy.^2));
end
% 宽度函数
function w = width(r, c)
x = c - mean(c);
y = r - mean(r);
theta = atan2(y, x);
[~, order] = sort(theta);
x = x(order);
y = y(order);
dx = diff(x);
dy = diff(y);
l = cumsum(sqrt(dx.^2 + dy.^2));
w = max(l) - min(l);
end
```
其中 `arc_length` 函数计算弧长,`width` 函数计算宽度。首先将图片转化为灰度图,然后二值化,进行边缘检测,查找连通区域。对于每个连通区域,计算它的弧长和宽度,并在图片上显示出来。
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