Welcome to OGeek Q&A Community for programmer and developer-Open, Learning and Share
Welcome To Ask or Share your Answers For Others

Categories

0 votes
568 views
in Technique[技术] by (71.8m points)

matlab - Object detecting using thresholding

I'm working on a program in matlab to detect an object in a sequence of images. The object I'm trying to detect a red ball.

enter image description here

First, I tried to use thresholding to segment the ball from the image, but I couldn't do that. I couldn't get rid of the shadow under the ball. Any Ideas how to get rid of the small part under the ball?

enter image description here

My second question is, I want to make sure that the object I'm looking for is a red ball. my code will detect any red object, I want to make sure its a circle.

My code:

I1 = imread('images/B1.jpg'); % read image            

ID1 = im2double(I1);  % convert to double 
IDG1 = rgb2gray(ID1); % conver to gray scale

t = 112; % set a thresholding value

IT = im2bw(IDG1, t/255); % apply the threshold

I2 = ~IT; % get a nigative image

I3 = bwareaopen(I2,40); % get rid of small unwanted pixels 

I4 = imclearborder(I3); % clear pixels of the borders

I5 = bwareaopen(I4,60); % get rid of small unwanted pixels

I6 = imfill(I5,'holes'); % fill the gap on the ball top part

I7 = imclearborder(I6); % get rid of small unwanted pixels
See Question&Answers more detail:os

与恶龙缠斗过久,自身亦成为恶龙;凝视深渊过久,深渊将回以凝视…
Welcome To Ask or Share your Answers For Others

1 Reply

0 votes
by (71.8m points)

Perhaps converting the image from RGB to HSV can be a good idea.

img = im2double(imread('http://i.stack.imgur.com/D3Zm7.jpg'));
imgHSV = rgb2hsv(img);

Let's display the H part, which contains only color information:

imshow(imgHSV(:,:,1))
colormap('hsv')
colorbar;

enter image description here

Notice the red portion is distributed at the extremes of the spectrum. Let's try thresholding it using empirical values (by looking at the bar, we can have an first guess of some "good" values):

BW = imgHSV(:,:,1) < 0.05 | imgHSV(:,:,1) > .15;

And display the results:

imshow(BW);

enter image description here

No more shadows! :)


与恶龙缠斗过久,自身亦成为恶龙;凝视深渊过久,深渊将回以凝视…
OGeek|极客中国-欢迎来到极客的世界,一个免费开放的程序员编程交流平台!开放,进步,分享!让技术改变生活,让极客改变未来! Welcome to OGeek Q&A Community for programmer and developer-Open, Learning and Share
Click Here to Ask a Question

...