Novice at image processing, need help with tracking circles in a video

Question

Akash Vardhan 2018-11-6

0
链接

此问题的直接链接

https://ww2.mathworks.cn/matlabcentral/answers/428209-novice-at-image-processing-need-help-with-tracking-circles-in-a-video

回答： Yash Ubale 2018-11-14

Hi, I have been trying to track the circles glued onto the limbs of the robot in the video. I tried using imfindcircles and played around with different options, but it doesn't seem to work in my case, since the circles being picked up by the program, are all over the place, I then moved to edge detection and centroid finding, and again I can't seem to have the desired tracking. I would ideally like to have information about the center of the 3 links that make the robot. This is the script, I am using to find the centroids.

clear all
clc
v=VideoReader('Translation.mp4');
a=read(v,107);
figure(1)
imagesc(a);
%[centers,radii]=imfindcircles(a,[10 20],'ObjectPolarity','bright','Sensitivity',0.95,'EdgeThreshold',0.068);
%viscircles(centers,radii)
A=rgb2gray(a);
figure(2)
imshow(A)
%mask=false(size(A,1),size(A,2));
%mask(300:700,700:1100)=true;
%bw=activecontour(A,mask,300,'edge');
%figure(3)
%imshow(bw)
A(1:140,:)=0;
A(950:end,:)=0;
A(:,1:325)=0;
A(:,1400:end)=0;
[~,threshold]=edge(A,'sobel');
fudgeFactor=0.7;
BWs=edge(A,'sobel',fudgeFactor*threshold);
figure(4)
imshow(BWs)
se90=strel('line',10,90);
se0=strel('line',10,0);
BWsdil=imdilate(BWs,[se90 se0]);
%BWnobord=imclearborder(BWsdil,8);
seD=strel('diamond',5);
BWfinal=imerode(BWsdil,seD);
BWfinal=imerode(BWfinal,seD);
s=regionprops(BWfinal,'centroid');
centroids=cat(1,s.Centroid);
figure(6)
imshow(BWfinal)
hold on
plot(centroids(:,1),centroids(:,2),'b*')
hold off
I am attaching the still image from one of the video frames and my results after doing findcircles and edge detection, I would appreciate any help that you guys can offer.

0 个评论
显示 -2更早的评论隐藏 -2更早的评论

请先登录，再进行评论。

请先登录，再回答此问题。

Answer 1

Yash Ubale 2018-11-14

0
链接

此回答的直接链接

https://ww2.mathworks.cn/matlabcentral/answers/428209-novice-at-image-processing-need-help-with-tracking-circles-in-a-video#answer_346836

Hello,

So your basic requirement is to track the circles in a continous video frame, right? I would suggest you to have a look at the examples and links mentioned below.

Using Kalman Filter for Object Tracking - https://www.mathworks.com/help/vision/examples/using-kalman-filter-for-object-tracking.html

You can track points which correspond to these circles using Kanade-Lucas-Tomasi (KLT) algorithm as mentioned below.

vision.PointTracker System object - https://www.mathworks.com/help/vision/ref/vision.pointtracker-system-object.html

The underlying idea is to set a reference image which in your case is the arm / corner which contains the circles. You can also refer to the example mentioned below in which a part of the webinar discusses the same.

Object Recognition and Tracking for Augmented Reality - https://www.mathworks.com/videos/object-recognition-and-tracking-for-augmented-reality-90546.html