Identifying an object and its centroid in an image and then cropping the original image based on this centroid
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Sam
2021 年 9 月 29 日
コメント済み: Dayangku Nur Faizah Pengiran Mohamad
2024 年 5 月 19 日
Hello,
I need to detect a particular objects out of many objects in an image. Then I need to find its centroid and then crop the image around that particular tracked object using its centroid as the centre of that rectangular crop.
For example, let's say I need to idenfity the marked watermelon piece (as in the attached picture) and then crop the image around this piece of watermelon.
Any help in this regard will be greatly appreciated. Thank you very much!
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yanqi liu
2021 年 9 月 30 日
sir,please check the follow code to get some information
clc; clear all; close all;
img = imread('https://ww2.mathworks.cn/matlabcentral/answers/uploaded_files/753699/gas-x-summer-fruits-cause-bloating-main.jpg');
% colorspace
jmg = rgb2ycbcr(img);
jm = mat2gray(jmg(:,:,2));
jm = imcomplement(jm);
% thresh
bw = im2bw(jm, graythresh(jm));
% filter noise
bw = imopen(bw, strel('disk', 5));
bw = imfill(bw, 'holes');
% label every target
[L,num] = bwlabel(bw);
stats = regionprops(L);
figure; imshow(img, []);
for i = 1 : num
% get rect
recti = stats(i).BoundingBox;
% get cen
ceni = stats(i).Centroid;
% crop image
imi = imcrop(img, round(recti));
ims{i} = imi;
% rect and cen
hold on; rectangle('Position', recti, 'EdgeColor', 'c', 'LineWidth', 2);
plot(ceni(1), ceni(2), 'yp', 'MarkerFaceColor', 'y', 'MarkerSize', 16);
end
% make grid
sz = round(sqrt(length(ims)));
if sz*sz < length(ims)
sz = [sz+1 sz];
else
sz = [sz sz];
end
figure;
montage(ims, 'Size', sz, 'BackgroundColor', 'w', 'BorderSize', [3 3])
4 件のコメント
Dayangku Nur Faizah Pengiran Mohamad
2024 年 5 月 19 日
Hello Sam, I have tried your code to detect mine. But the codes could not find any object in my image. Could you please help me? Thanks in advance.
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