clear all; close all; clc;
load highway.mat
k = 5;

[n,d] = size(X);

model = dimRedRPCA(X,k);

Z = model.compress(model,X);
Xhat = model.expand(model,Z);

loops = 30;
F(loops) = struct('cdata',[],'colormap',[]);
for i = 1:loops
    image = [reshape(X(i,:),[64 64]) reshape(Xhat(i,:),[64 64]) ...
        reshape(255*(abs(X(i,:)-Xhat(i,:))>10),[64 64])];
     imagesc(image);colormap gray
    F(i) = getframe;
    %pause(0.2)
end

movie(F,2)
Browser Doesn't Support MP4 files.
the left image is a video of a higway. The middle is the same video with residue removal. The right one shows the residues.