📄 vdlfig05.m
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% vdlfig05 -- Use stationary Haar transform to denoise Blocks
%
% Since the Wavelet transform is not translation-invariant, in denoising
% it makes sense to average the denoising process in some sense over
% all translations of the data (see SpinDemo for more examples). Here we
% show the signal Blocks, noise added to it, and both the VisuThresh
% denoising and the translation-invariant denoising techniques.
%
N = 2048;
t = (0:(N-1))/N;
L = 2;
qmf = MakeONFilter('Haar');
Blocks = MakeSignal('Blocks',N);
%
[xblocks,yblocks] = NoiseMaker(Blocks,4);
%
dhblocks = WaveShrink(yblocks,'Visu',L,qmf);
%
D = 6;
thr = sqrt(2* log(N));
[tiwtblocks] = FWT_TI(yblocks,L,qmf);
thrwtblocks = tiwtblocks;
[nr,nc] = size(tiwtblocks);
thrwtblocks(:,2:nc) = SoftThresh(tiwtblocks(:,2:nc),thr);
[xhblocks] = IWT_TI(thrwtblocks,qmf);
%
ax = [0 1 -4 12];
versaplot(411,t,xblocks, [],'Figure 5: De-Noising of Blocks',ax,[]);
ylabel('Blocks');
versaplot(412,t,yblocks, [],'',ax,[]);
ylabel('Noisy');
versaplot(413,t,dhblocks, [],'',ax,[]);
ylabel('Haar');
versaplot(414,t,xhblocks, [],'',ax,[]);
ylabel('TI');
%
% Copyright (c) 1995, Jonathan Buckheit and David Donoho.
% Prepared for ``WaveLab and Reproducible Research''
% for XV Recontres Franco-Belges symposium proceedings.
%
%% Part of Wavelab Version 850% Built Tue Jan 3 13:20:42 EST 2006% This is Copyrighted Material% For Copying permissions see COPYING.m% Comments? e-mail wavelab@stat.stanford.edu
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