如何在 MATLAB 中创建带有线条的图像矩阵? [英] How do I create an image matrix with a line drawn in it in MATLAB?
问题描述
我想绘制一条从一个明确定义的点到另一个点的线,然后将其转换为图像矩阵以在其上使用高斯滤波器进行平滑.为此,我使用函数 line
和 getframe
来绘制一条线并捕获图像中的图形窗口,但是 getframe
非常慢,而且不非常可靠.我注意到当计算机锁定时它不会捕获任何内容,并且在执行 170 次后出现 内存不足
错误.
我的问题是:
- 我可以使用
getframe
的替代品吗? - 有没有办法创建图像矩阵并直接在其中画线?
这是一个最小的代码示例:
figure1=line([30 35] ,[200 60]);F=获取帧;hsize=40;西格玛=20;h = fspecial('gaussian',hsize,sigma);FilteredImg = imfilter(double(F.cdata), h,256);imshow(uint8(filteredImg));
[更新]
High-Performance Mark 使用linspace
的想法看起来很有前途,但我如何访问使用linspace
计算的矩阵坐标?我尝试了以下代码,但它没有像我认为的那样工作.我认为这是一个非常简单和基本的 MATLAB 东西,但我无法理解它:
matrix=zeros(200,60);对角线=圆形([linspace(30,200,numSteps);linspace(35,60,numSteps)]);矩阵(对角线(1,:),对角线(2,:))=1;imshow(矩阵);
这是一个直接在矩阵中绘制直线的示例.首先,我们将为空图像创建一个零矩阵:
mat = zeros(250, 250, 'uint8');% uint8 类型的 250×250 矩阵
然后,假设我们要绘制一条从 (30, 35)
到 (200, 60)
的线.我们将首先计算这条线必须有多少像素长:
x = [30 200];% x 坐标(沿矩阵列运行)y = [35 60];% y 坐标(沿矩阵行运行)nPoints = max(abs(diff(x)), abs(diff(y)))+1;% 直线上的点数
接下来,我们使用
I want to plot a line from one well-defined point to another and then turn it into an image matrix to use a Gaussian filter on it for smoothing. For this I use the functions line
and getframe
to plot a line and capture the figure window in an image, but getframe
is very slow and not very reliable. I noticed that it does not capture anything when the computer is locked and I got an out of memory
error after 170 executions.
My questions are:
- Is there a substitute to
getframe
that I can use? - Is there a way to create the image matrix and draw the line directly in it?
Here is a minimal code sample:
figure1=line([30 35] ,[200 60]);
F= getframe;
hsize=40; sigma=20;
h = fspecial('gaussian',hsize,sigma);
filteredImg = imfilter(double(F.cdata), h,256);
imshow(uint8(filteredImg));
[update]
High-Performance Mark's idea with linspace
looks very promising, but how do I access the matrix coordinates calculated with linspace
? I tried the following code, but it does not work as I think it should. I assume it is a very simple and basic MATLAB thing, but I just can not wrap my head around it:
matrix=zeros(200,60);
diagonal=round([linspace(30,200,numSteps); linspace(35,60,numSteps)]);
matrix(diagonal(1,:), diagonal(2,:))=1;
imshow(matrix);
Here's one example of drawing a line directly into a matrix. First, we'll create a matrix of zeros for an empty image:
mat = zeros(250, 250, 'uint8'); % A 250-by-250 matrix of type uint8
Then, let's say we want to draw a line running from (30, 35)
to (200, 60)
. We'll first compute how many pixels long the line will have to be:
x = [30 200]; % x coordinates (running along matrix columns)
y = [35 60]; % y coordinates (running along matrix rows)
nPoints = max(abs(diff(x)), abs(diff(y)))+1; % Number of points in line
Next, we compute row and column indices for the line pixels using linspace
, convert them from subscripted indices to linear indices using sub2ind
, then use them to modify mat
:
rIndex = round(linspace(y(1), y(2), nPoints)); % Row indices
cIndex = round(linspace(x(1), x(2), nPoints)); % Column indices
index = sub2ind(size(mat), rIndex, cIndex); % Linear indices
mat(index) = 255; % Set the line pixels to the max value of 255 for uint8 types
You can then visualize the line and the filtered version with the following:
subplot(1, 2, 1);
image(mat); % Show original line image
colormap(gray); % Change colormap
title('Line');
subplot(1, 2, 2);
h = fspecial('gaussian', 20, 10); % Create filter
filteredImg = imfilter(mat, h); % Filter image
image(filteredImg); % Show filtered line image
title('Filtered line');
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