Calculate Car speed from a video stream
Afficher commentaires plus anciens
Hi , i'm trying to calculate an estimation of the car speed using the following code , However it gives me the same speed for every car:
foregroundDetector = vision.ForegroundDetector('NumGaussians', 3, ...
'NumTrainingFrames', 50);
V=VideoReader('visiontraffic.avi');
videoReader = vision.VideoFileReader('visiontraffic.avi');
for i = 1:150
frame = step(videoReader); % read the next video frame
foreground = step(foregroundDetector, frame);
end
imwrite(frame,'D:\referenceimage.jpg','jpg');
videoPlayer = vision.VideoPlayer('Name', 'Detected Cars');
videoPlayer.Position(3:4) = [650,400]; % window size: [width, height]
se = strel('square', 3); % morphological filter for noise removal
referenceimage=imread('D:\referenceimage.jpg');
X=zeros(2,121);
Y=zeros(2,121);
Z=zeros;
while ~isDone(videoReader)
frame = step(videoReader); % read the next video frame
% Detect the foreground in the current video frame
foreground = step(foregroundDetector, frame);
% Use morphological opening to remove noise in the foreground
filteredForeground = imopen(foreground, se);
%-----------------------SPEED ---------------------------%
frame2=((im2double(frame))-(im2double(referenceimage)));
frame1=im2bw(frame2,0.1);
[Labelimage]=bwlabeln(frame1);
stats=regionprops(Labelimage,'basic');
BB=stats.BoundingBox;
i=2; %fblasst for
X(i)=BB(1);
Y(i)=BB(2);
Dist=((X(i)-X(i-1))^2+(Y(i)-Y(i-1))^2)^(1/2);
Z(i)=Dist;
M=median(Z);
%disp(M);
%clc;
%disp('speed=')
Speed=((M)*(120/8))/(4);
%disp(Speed);
%SPEED = M ???????????
i = i + 1;
SE = strel('disk',6);
frame3=imclose(frame1,SE);
step(videoReader);
pause(0.05);
%if(i==121) end; ??
%-----------------------SPEED ---------------------------%
% Detect the connected components with the specified minimum area, and
% compute their bounding boxes
blobAnalysis = vision.BlobAnalysis('BoundingBoxOutputPort', true, ...
'AreaOutputPort', true, 'CentroidOutputPort', true, ...
'MinimumBlobArea', 150);
%bbox = step(blobAnalysis, filteredForeground);
[areas, centroids, bbox] = step(blobAnalysis, filteredForeground);
% Draw bounding boxes around the detected cars
result = insertShape(frame, 'Rectangle', bbox, 'Color', 'green');
% Display the number of cars found in the video frame
%ICI
%disp(centroids); //show...
%disp(size(centroids));//show....
numCars = size(bbox, 1); %cars ...
numCars_str = ['car number:', num2str(size(bbox, 1))];
speed_str = [num2str(Speed),'KM/h'];
result = insertText(result,[10,10],numCars_str, 'BoxOpacity', 1, ...
'FontSize', 14);
for i=1:size(bbox, 1)
result = insertText(result,[centroids(i,1),centroids(i,2)], speed_str, 'BoxOpacity', 1, ...
'FontSize', 20);
end;
step(videoPlayer, result); % display the results
end;
release(videoReader); % close the video file
2 commentaires
Ameni chetouane
le 6 Sep 2019
I have the same error, could you please help me
AKASH KUMAR SWAIN
le 4 Sep 2022
this code is detecting multiple objects falsely
please help me with this
Réponses (1)
Sandhiya CSE
le 15 Mai 2020
0 votes
Can someone send the input video for this code
Catégories
En savoir plus sur Track Objects and Estimate Motion dans Centre d'aide et File Exchange
Community Treasure Hunt
Find the treasures in MATLAB Central and discover how the community can help you!
Start Hunting!