Snap pictures continously. The parking space should be pretty uniform. If it's not, a car is parked there.
croppedImage = imcrop(rgbImage, someROI);
sd = std(croppedImage(:,:, 2)); % Take std dev of green channel.
if sd > maxAllowableSD
% Parking space is no longer empty
end