📄 vdlfig11.m
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% vdlfig11 -- Use tree-constrained thresholding to denoise Blocks
%
% Denoising by wavelet thresholding acts essentially to keep or kill
% certain wavelet coefficients. The coefficients which survive often
% exhibit a certain pattern: a coefficient at a finer scale never survives
% thresholding unless its parent also survives.
%
% Based on this, a complexity parameter may be built into the best basis
% search to require this hereditary pattern. Here we illustrate denoising
% of the blocks based on several such complexities (AIC, BIC and RIC), as
% well as by the VisuThresh technique.
%
N = 2048;
t = (0:(N-1))/N;
L = 2;
qmf = MakeONFilter('Haar');
Blocks = MakeSignal('Blocks',N);
%
[xblocks,yblocks] = NoiseMaker(Blocks,4);
%
wtblocks = FWT_PO(yblocks,L,qmf);
waicblocks = TreeDeNoise(wtblocks,L,'AIC');
wbicblocks = TreeDeNoise(wtblocks,L,'BIC');
wricblocks = TreeDeNoise(wtblocks,L,'RIC');
%
aicblocks = IWT_PO(waicblocks,L,qmf);
bicblocks = IWT_PO(wbicblocks,L,qmf);
ricblocks = IWT_PO(wricblocks,L,qmf);
%
ax = [0 1 -4 12];
versaplot(511,t,xblocks, [],'Figure 11',ax,[]);
ylabel('Blocks');
versaplot(512,t,yblocks, [],'',ax,[]);
ylabel('Noisy');
versaplot(513,t,aicblocks, [],'',ax,[]);
ylabel('AIC');
versaplot(514,t,bicblocks, [],'',ax,[]);
ylabel('BIC');
versaplot(515,t,ricblocks, [],'',ax,[]);
ylabel('RIC');
%
% 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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