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How to count number cars, bikes in a image using matlab?

조회 수: 2 (최근 30일)
akhil sambar
akhil sambar 2016년 6월 17일
답변: Walter Roberson 2016년 6월 26일
Hi all, I have developed some code for counting number of objects in image. But it is giving total number of objects in a image. I need to count number of cars or bikes separately.Here I am attaching code for counting objects. Please guide me in counting of cars or bikes. Thanks in advance.
clc;
clear all;
MV = imread('cars1.png'); %To read image
MV1 = imread('backgnd.png');
A = double(rgb2gray(MV));%convert to gray
B= double(rgb2gray(MV1));%convert 2nd image to gray
[height width] = size(A); %image size?
h1 = figure(1);
%Foreground Detection
thresh=11;
fr_diff = abs(A-B);
for j = 1:width
for k = 1:height
if (fr_diff(k,j)>thresh)
fg(k,j) = A(k,j);
else
fg(k,j) = 0;
end
end
end
subplot(2,2,1) , imagesc(MV), title (['Orignal Frame']);
subplot(2,2,2) , imshow(mat2gray(A)), title ('converted Frame');
subplot(2,2,3) , imshow(mat2gray(B)), title ('BACKGND Frame ');
36
sd=imadjust(fg);% adjust the image intensity values to the color map
level=graythresh(sd);
m=imnoise(sd,'gaussian',0,0.025);% apply Gaussian noise
k=wiener2(m,[5,5]);%filtering using Weiner filter
bw=im2bw(k,level);
bw2=imfill(bw,'holes');
bw3 = bwareaopen(bw2,5000);
labeled = bwlabel(bw3,8);
cc=bwconncomp(bw3)
Densityoftraffic = cc.NumObjects/(size(bw3,1)*size(bw3,2));
blobMeasurements = regionprops(labeled,'all');
numberofcars = size(blobMeasurements, 1);
subplot(2,2,4) , imagesc(labeled), title (['Foreground']);
hold off;
disp(numberofcars);% display number of cars
disp(Densityoftraffic);%display number of vehicles

답변 (2개)

Image Analyst
Image Analyst 2016년 6월 17일
There are demos for that in the Computer Vision System Toolbox. Check online for them.
  댓글 수: 2
akhil sambar
akhil sambar 2016년 6월 20일
Can you please send me the link
Image Analyst
Image Analyst 2016년 6월 26일
You just had to go to Products and select the Computer Vision System Toolbox, and then click the Code Examples link:

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Walter Roberson
Walter Roberson 2016년 6월 26일

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