2代小波示意程序
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CODE:
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
%% 此程序用提升法实现第二代小波变换
%% 我用的是非整数阶小波变换
%% 采用时域实现,步骤先列后行
%% 正变换:分裂,预测,更新;
%% 反变换:更新,预测,合并
%% 只做一层(可以多层,而且每层的预测和更新方程不同) clear;clc; %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
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%%%%
% 1.调原始图像矩阵 load wbarb; % 下载图像
f=X; % 原始图像
% f=[0 0 0 0 0 0 0 0 ;...
% 0 0 0 1 1 0 0 0 ;...
% 0 0 2 4 4 2 0 0 ;...
% 0 1 4 8 8 4 1 0 ;...
% 0 1 4 8 8 4 1 0 ;...
% 0 0 2 4 4 2 0 0 ;...
% 0 0 0 1 1 0 0 0 ;...
% 0 0 0 0 0 0 0 0 ;]; % 原始图像矩阵 N=length(f); % 图像维数
T=N/2;
% 子图像维数 %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
%%%%%%%%%%%%%%%%%正变换%%%%%%%%%%%%%%%%%%%%%%%%%
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
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%%%% 1.列变换
% A.分裂(奇偶分开) f1=f([1:2:N-1],:); % 奇数
f2=f([2:2:N],:); % 偶数 % f1(:,T+1)=f1(:,1); % 补列
% f2(T+1,:)=f2(1,:); % 补行 % B.预测 for i_hc=1:T;
high_frequency_column(i_hc,:)=f1(i_hc,:)-f2(i_hc,:);
end; % high_frequency_column(T+1,:)=high_frequency_column(1,:); % 补行 % C.更新 for i_lc=1:T;
low_frequency_column(i_lc,:)=f2(i_lc,:)+1/2*high_frequency_column(i_lc,:);
end; % D.合并
f_column([1:1:T],:)=low_frequency_column([1:T],:);
f_column([T+1:1:N],:)=high_frequency_column([1:T],:);
figure(1)
colormap(map);
image(f); figure(2)
colormap(map);
image(f_column);
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%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
%%%% 2.行变换
% A.分裂(奇偶分开) f1=f_column(:,[1:2:N-1]); % 奇数
f2=f_column(:,[2:2:N]); % 偶数
% f2(:,T+1)=f2(:,1); % 补行 % B.预测 for i_hr=1:T;
high_frequency_row(:,i_hr)=f1(:,i_hr)-f2(:,i_hr);
end; % high_frequency_row(:,T+1)=high_frequency_row(:,1); % 补行 % C.更新 for i_lr=1:T;
low_frequency_row(:,i_lr)=f2(:,i_lr)+1/2*high_frequency_row(:,i_lr);
end; % D.合并
f_row(:,[1:1:T])=low_frequency_row(:,[1:T]);
f_row(:,[T+1:1:N])=high_frequency_row(:,[1:T]);
figure(3)
colormap(map);
image(f_row);
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
%%%%%%%%%%%%%%%%%%%反变换%%%%%%%%%%%%%%%%%%%%%%%%%
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
%%%% 1.行变换
% A.提取(低频高频分开) f1=f_row(:,[T+1:1:N]); % 奇数
f2=f_row(:,[1:1:T]); % 偶数
% f2(:,T+1)=f2(:,1); % 补行 % B.更新 for i_lr=1:T;
low_frequency_row(:,i_lr)=f2(:,i_lr)-1/2*f1(:,i_lr);
end; % C.预测 for i_hr=1:T;
high_frequency_row(:,i_hr)=f1(:,i_hr)+low_frequency_row(:,i_hr);
end; % high_frequency_row(:,T+1)=high_frequency_row(:,1); % 补行
% D.合并(奇偶分开合并)
f_row(:,[2:2:N])=low_frequency_row(:,[1:T]);
f_row(:,[1:2:N-1])=high_frequency_row(:,[1:T]);
figure(4)
colormap(map);
image(f_row);
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
%%%% 2.列变换
% A.提取(低频高频分开) f1=f_row([T+1:1:N],:); % 奇数
f2=f_row([1:1:T],:); % 偶数 % f1(:,T+1)=f1(:,1); % 补列
% f2(T+1,:)=f2(1,:); % 补行 % B.更新 for i_lc=1:T;
low_frequency_column(i_lc,:)=f2(i_lc,:)-1/2*f1(i_lc,:);
end; % C.预测 for i_hc=1:T;
high_frequency_column(i_hc,:)=f1(i_hc,:)+low_frequency_column(i_hc,:);
end; % high_frequency_column(T+1,:)=high_frequency_column(1,:); % 补行 % D.合并(奇偶分开合并)
f_column([2:2:N],:)=low_frequency_column([1:T],:);
f_column([1:2:N-1],:)=high_frequency_column([1:T],:);
figure(5)
colormap(map);
image(f_column);