数字图像处理实验(4):PROJECT 02-04 [Multiple Uses],Zooming and Shrinking Images by Bilinear Interpolation
實驗要求:
Zooming and Shrinking Images by Bilinear Interpolation
Objective
To manipulate another technique of zooming and shrinking images by bilinear interpolation.
Main requirements:
Ability of programming with C, C++, or Matlab.
Instruction manual:
(a) Write a computer program capable of zooming and shrinking an image by bilinear interpolation. The input to your program is the desired size of the resulting image in the horizontal and vertical direction. You may ignore aliasing effects.
(b) Download Fig. 2.19(a) and use your program to shrink this image from 1024 x 1024 to 256 x 256 pixels.
(c) Use your program to zoom the image in (b) back to 1024 x 1024. Explain the reasons for their differences.
這次實驗通過自己編寫雙線性內插法的程序來對圖像進行縮放。
簡要介紹一下雙線性內插法的原理:
第一種情況:
第二種情況:
從示意圖來看比較好理解了,詳細的資料還可以參看下面的資料鏈接:
百度百科:雙線性插值
雙線性插值(Bilinear Interpolation)
代碼部分:
matlab 函數文件名: Bilinear_Interpolation.m
%%function img=Bilinear_Interpolation(a,rate) [m,n]=size(a); ratex=rate-1; img=zeros(m+ratex*(m-1),n+ratex*(n-1)); for i=1:m for j=1:n img(i+ratex*(i-1),j+ratex*(j-1))=a(i,j); end; end; img=double(img); for i=1:m+ratex*(m-1) for j=1:n+ratex*(n-1) a=mod(j-1,rate); b=mod(i-1,rate); if a~=0 && b==0 img(i,j)=round((a*img(i,j+(rate-a))+(rate-a)*img(i,j-a))/rate); end; if a==0 && b~=0 img(i,j)=round((b*img(i+(rate-b),j)+(rate-b)*img(i-b,j))/rate); end; if a~=0 && b~=0 img(i,j)=round((b*(a*img(i-b,j+(rate-a))+(rate-a)*img(i-b,j-a))/rate+(rate-b)*(a*img(i+(rate-b),j+(rate-a))+(rate-a)*img(i+(rate-b),j-a))/rate)/rate); end; end; end; img=uint8(img);程序中調用編寫好的Bilinear_Interpolation函數,查看結果:
%%clear all;clc;close all;%%img_name = 'general_img_1024.jpg'img = imread(img_name);figure(1)imshow(img)title('原圖像');img1 = imresize(img, [256, 256]);figure(2)imshow(img1)img2 = Bilinear_Interpolation(img1, 4);figure(3)imshow(img2)title('雙線性內插法放大')%%[a, b] = size(img);n = max(a, b);c = 1024 / n;img3 = Bilinear_Interpolation(img1, c);figure(4)imshow(img3)title('雙線性內插法縮小')運行結果:
總結
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