how to detect car from a video
조회 수: 2 (최근 30일)
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foregroundDetector = vision.ForegroundDetector('NumGaussians', 3, ...
'NumTrainingFrames', 50);
V=VideoReader('video2.mp4');
videoReader = vision.VideoFileReader('video2.mp4');
for i = 1:150
frame = step(videoReader); % read the next video frame
foreground = step(foregroundDetector, frame);
end
imwrite(frame,'F:\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('F:\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
댓글 수: 4
Abhishek Kumar
2020년 12월 11일
Hi Sandhya you can use "regionprops" function to get pixel values and several other parameters, if you are able to detect the car, in addition to link shared by KSSV, you can use the following link:
Amirullah Bin Abdul Razak
2023년 1월 7일
Hi,
Appreciate if someone explain this part? Which 2 frame should i use?
frame2=((im2double(frame))-(im2double(referenceimage)));
Thank you,
Amir
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