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    發(fā)布日期: 2021-04-21
  • 語言: Matlab
  • 標(biāo)簽: 圖像修復(fù)??NLTV??

資源簡(jiǎn)介

非局部全變分小波域圖像修復(fù)代碼,實(shí)現(xiàn)算法WAVELET INPAINTING BY NONLOCAL TOTAL VARIATION,Xiaoqun Zhang,Tony F. Chan,Inverse Problems and Imaging,2010,4(1)

資源截圖

代碼片段和文件信息

name=‘barba_partial_128‘;
type=‘mask‘;
ratio=0.3;
writefile=0;
I=double(imread([name‘.png‘]));
gmax=max(I(:));
I=I./gmax;
gmin=0.;
gmax=1.;
[mn]=size(I);

%%?Generate?data?and?initilization
wave_opts.type?=?‘cdf‘;
if(n<512)
wave_opts.Jmin=5;
else
wave_opts.Jmin=6;
end
????
wave_opts.bio=1;%determine?if?it?is?biorthogonal?or?orthognal;
wave_opts.level=log2(n)-1-wave_opts.Jmin;%determine?if?it?is?biorthogonal?or?orthognal;
coefs?=forward_wave2d(Iwave_opts);
lost_opts=[];
lost_opts.type=lower(type);
lost_opts.pctage=ratio;
lost_opts.block_num=floor(numel(I)*(1-ratio)./(32*32));
lost_opts.Jmin=wave_opts.Jmin;
[I_nonzeroreal_ratio]?=?generate_known_index(nmlost_opts);%
coefs_n=coefs;
y0=coefs_n.*I_nonzero;

tic
I0?=?backward_wave2d(y0wave_opts);%fast?implention?with?wavelab?mex?installed
I0_time=toc;
fprintf(‘ratio=%fRecieved?image?PSNR=%fdiff(coefs)=%f\n‘ratio?PSNR(II0)norm(y0-coefs));

subplot(221)imshow((I)[gmingmax])title([‘Original:?‘num2str(n)‘x‘num2str(m)]);
subplot(222)imshow((I0)[gmingmax])title([‘Received?PSNR=‘num2str(PSNR(II0))]);
%%

Init_I=I0;
delta?=1;???
btol=1e-5;
Itol=1e-5;
nInner=10;
nOuter=50;

%%?TV
mu_tv=0.05;
[Itvenergy_tvtime_tvpsnr_tvrelmse_tv]=tvWI_op_breg(y0I_nonzeromu_tvdeltanInnernOuterwave_optsbtolIItolInit_I);
?subplot(223)imshow((Itv)[gmin?gmax])?title([‘TV?PSNR=‘num2str(PSNR(IItv))]);
?
%%?NLTV
mu_nltv=0.01;
h0=0.2;
weight_update=1;
nNLTV=5;
nwin=2;
nbloc=7;
Init_I=I0;
wopts=update_weight(Init_Ih0nwinnbloc);
%
[Inltvenergy_nltvtime_nltvpsnr_nltvrelmse_nltv]=?nltvWI_op_breg(y0I_nonzeromu_nltvdeltanNLTVnInnernOuterwave_optsh0btolwoptsIweight_updateInit_IItol);
subplot(224)imshow((Inltv)[gmin?gmax])?title([‘NLTV?PSNR=‘num2str(PSNR(IInltv))]);
?fprintf(‘PSNR?Results:\n?Real_ratio=%f\n?I0?PSNR=%f\n?TV?PSNR=%f\n?nltv_PSNR=%f\n‘length(find(I_nonzero))/numel(I)PSNR(II0)PSNR(IItv)PSNR(IInltv));


%%?coordinate?of?first?zoom-out
I0_result=?struct(‘Img‘0‘time‘?0‘energy‘0‘psnr_n‘0‘relmse‘0);
tv_result=I0_result;
nltv_result=tv_result;
I0_result=writeresult(I0_resultI0I0_time00PSNR(II0));
tv_result=writeresult(tv_resultItvtime_tvenergy_tvrelmse_tvpsnr_tv);
nltv_result=writeresult(nltv_resultInltvtime_nltvenergy_nltvrelmse_nltvpsnr_nltv);
w=65;
h=40;
x=25;
y=30;
abox1=[ym-x-hwh];

image_name=[nametype‘_original_zoom_1.eps‘];
f_name=fullfile([pwd?‘\tests‘]image_name);
figureimshow(I(y:y+h-1x:x+w-1)[01]);
f1=gcf;
fhandle=[‘-f‘num2str(f1)];
print?(fhandle‘-depsc‘?f_name);

image_name=[nametype‘_received_zoom_1.eps‘];
f_name=fullfile([pwd?‘\tests‘]image_name);
figureimshow(I0(y:y+h-1x:x+w-1)[01]);
f1=gcf;
fhandle=[‘-f‘num2str(f1)];
print?(fhandle‘-depsc‘?f_name);

image_name=[nametype‘_TV_zoom_1.eps‘];
f_name=fullfile([pwd?‘\tests‘]image_name);
figureimshow(tv_result.Img(y:y+h-1x:x+w-1)[01]);
f1=gcf;
fh

?屬性????????????大小?????日期????時(shí)間???名稱
-----------?---------??----------?-----??----
?????文件????????4012??2009-07-15?09:47??figure_LH.m
?????文件????????4292??2009-07-15?12:22??figure_noise.m
?????文件????????4715??2009-07-15?19:29??figure_random.m
?????文件????????3538??2009-07-16?14:22??figure_random_LL.m
?????文件?????????160??2009-07-16?14:37??setup.m
?????文件???????11918??2009-04-30?14:04??Images\barba_partial_128.png
?????文件???????43807??2009-05-07?20:47??Images\barba256.png
?????文件???????20164??2009-02-05?19:24??Images\block_mask.TIF
?????文件??????151926??2009-02-05?10:51??Images\boat.png
?????文件?????????623??2009-07-14?23:31??solvers\backward_wave2d.m
?????文件?????????423??2009-06-03?15:28??solvers\coefsInterp2.m
?????文件???????42884??2009-05-19?11:08??solvers\compute_NLWeights_mex.c
?????文件???????24576??2009-07-16?14:36??solvers\compute_NLWeights_mex.mexw32
?????文件????????1057??2009-06-04?14:34??solvers\denoising_SBNLTV.m
?????文件?????????719??2009-07-14?23:32??solvers\forward_wave2d.m
?????文件????????4740??2006-01-03?13:20??solvers\MakeBSFilter.m
?????文件????????1213??2009-01-16?13:19??solvers\NLTV_split_ortho.m
?????文件????????2959??2009-07-14?18:19??solvers\nltvWI_op_breg.m
?????文件???????10950??2009-02-24?18:30??solvers\SBNLTV_mex.c
?????文件????????9216??2009-07-16?14:36??solvers\SBNLTV_mex.mexw32
?????文件????????3469??2008-10-10?14:08??solvers\TV_PDHG.m
?????文件????????3407??2009-07-14?18:44??solvers\tvWI_op_breg.m
?????文件????????1131??2009-06-04?14:20??solvers\update_weight.m
?????文件????????1901??2006-06-09?19:19??utilities\compute_quadrant_selection.m
?????文件????????2172??2009-05-06?21:43??utilities\dsxy2figxy.m
?????文件????????2574??2009-02-26?16:39??utilities\generate_known_index.m
?????文件?????????340??2008-07-31?10:46??utilities\normalize.m
?????文件?????????310??2009-05-06?21:59??utilities\printfile.m
?????文件?????????771??2008-11-22?10:14??utilities\PSNR.m
?????文件?????????168??2008-11-21?09:04??utilities\writeresult.m
?????目錄???????????0??2009-07-14?19:23??WaveLab_2D\Biorthogonal\
............此處省略155個(gè)文件信息

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