real time video background replacement

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david csernay
david csernay el 10 de Oct. de 2017
Editada: Walter Roberson el 20 de Oct. de 2017
Hello
I need to "cut out" a person from a real time webcam video and replace the background.
Based on the code of the following thread i tried to do the background replacement:
If i use the 2 webcams from my laptop, following error occurs:
winvideo: Image acquisition device is not accessible.
Insufficient system resources to perform the requested service.
Make sure no other objects or applications are accessing the same device.
If i try it with another usb camera (kinect), following error occurs:
Undefined operator '-' for input arguments of type 'videoinput'.
Error in Backgroundreplacement2 (line 32) diffMask = ((img1 - img2) > threshVal) | ((img2 - img1) > threshVal);
Here's my code:
while 1
% User Input:
threshVal = 0;
% Tolerance for difference between 'webcam' background and foreground
images
%%%%%%%%%%%%
% End User input
% Read in some images
% img1 is the webcam background image
cam = webcam('Intel(R) RealSense(TM) 3D Camera (Front F200) RGB');
img1 = snapshot(cam);
% bkgdImg is the image to replace the background of img1 with
bkgdImg = imread('http://i.imgur.com/dIMct6u.jpg');
% Resize bkgdImg so it is the same size as img1. With two images from
the same webcam this will not be necessary.
bkgdImg = imresize(bkgdImg, [size(img1, 1), size(img1, 2)]);
% Draw on 'webcam' image to make it different
% In actual algorithm, img2 would be a second image captured with the
% webcam with the same background but different foregrounds, such as a
% person now standing in front of camera.
img2 = videoinput('kinect',1);
% Take difference of background and foreground images
% If difference is greater than threshVal, then add those pixels to the
% mask.
% The operation has to be done both ways because images are unsigned
% integers and negative values are ignored.
diffMask = ((img1 - img2) > threshVal) | ((img2 - img1) > threshVal);
% Reduce mask by taking any value along 3rd dimension as logical true
diffMask = any(diffMask, 3);
% Replicate replacement background
bkgdImgReplace = bkgdImg;
% In regions where mask is true (ie where background ~= foreground from
% webcam) replace those pixels in the replacement background image with
the
% foreground pixels
bkgdImgReplace(repmat(diffMask, 1, 1, 3)) = img2(repmat(diffMask, 1, 1,
3));
% Display
figure()
subplot(2, 2, 1)
imshow(img1)
title('Original Background')
subplot(2,2,2)
imshow(img2)
title('Modified Background w/ New foreground')
subplot(2,2,3)
imshow(bkgdImg)
title('Replacement Background')
subplot(2,2,4)
imshow(bkgdImgReplace);
title('Replacement Background w/ New foreground')
end
What do I have to change to make it work?
Thank's for any help!

Respuestas (1)

Arun Mathamkode
Arun Mathamkode el 20 de Oct. de 2017
Most hardware will not allow you to acquire data from multiple sources simultaneously. This is a limitation imposed by the hardware, and not by the Image Acquisition Toolbox. Maybe you can try to use 2 USB cams instead, it may help.
The second error occurs because the 'videoinput' creates a video input object, not an image. So in your case, img1 is an image but img2 is a video object. You may first need to extract frames from the video object using 'getsnapshot' and then find the difference with img1.
  1 comentario
david csernay
david csernay el 20 de Oct. de 2017
Thanks for your reply. I managed to run the code with 'getsnapshot'. Unfortunately it runs very slow, so it's unusable.
I also tried it with 'peekdata' and 'getdata'. Same result.
Is there a way to do faster real time image processing?

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