How to reduce the dimensions of an image after applying PCA.

1 view (last 30 days)
I have an .tif image with 200x350x50 image which has 50 bands of data and I want to reduce it to 200x350x20 with 20 bands. I have selected few bands accordingly i.e(1,5,7,8,11,15,18,21,22,25,29,31,32,33,34,37,41,45,46,47) 20 bands.
I have used pca(X) to find the principal component and written it into a new file.
I_d = double(imread('clicker.tif')); X = reshape(I_d,size(I_d,1)*size(I_d,2),50); coeff = pca(X); Z = X*coeff; Ipc1 = reshape(Z(:,1),size(I_d,1),size(I_d,2)); Ipc2 = reshape(Z(:,2),size(I_d,1),size(I_d,2)); Ipc3 = reshape(Z(:,3),size(I_d,1),size(I_d,2)); Ipc4 = reshape(Z(:,4),size(I_d,1),size(I_d,2)); Ipc5 = reshape(Z(:,5),size(I_d,1),size(I_d,2)); Ipc6 = reshape(Z(:,6),size(I_d,1),size(I_d,2)); Ipc7 = reshape(Z(:,7),size(I_d,1),size(I_d,2)); Ipc8 = reshape(Z(:,8),size(I_d,1),size(I_d,2)); Ipc9 = reshape(Z(:,9),size(I_d,1),size(I_d,2)); Ipc10 = reshape(Z(:,10),size(I_d,1),size(I_d,2)); Ipc11 = reshape(Z(:,11),size(I_d,1),size(I_d,2)); Ipc12 = reshape(Z(:,12),size(I_d,1),size(I_d,2)); Ipc13 = reshape(Z(:,13),size(I_d,1),size(I_d,2)); Ipc14 = reshape(Z(:,14),size(I_d,1),size(I_d,2)); Ipc15 = reshape(Z(:,15),size(I_d,1),size(I_d,2)); Ipc16 = reshape(Z(:,16),size(I_d,1),size(I_d,2)); Ipc17 = reshape(Z(:,17),size(I_d,1),size(I_d,2)); Ipc18 = reshape(Z(:,18),size(I_d,1),size(I_d,2)); Ipc19 = reshape(Z(:,19),size(I_d,1),size(I_d,2)); Ipc20 = reshape(Z(:,20),size(I_d,1),size(I_d,2)); Ipc21 = reshape(Z(:,21),size(I_d,1),size(I_d,2)); Ipc22 = reshape(Z(:,22),size(I_d,1),size(I_d,2)); Ipc23 = reshape(Z(:,23),size(I_d,1),size(I_d,2)); Ipc24 = reshape(Z(:,24),size(I_d,1),size(I_d,2)); Ipc25 = reshape(Z(:,25),size(I_d,1),size(I_d,2)); Ipc26 = reshape(Z(:,26),size(I_d,1),size(I_d,2)); Ipc27 = reshape(Z(:,27),size(I_d,1),size(I_d,2)); Ipc28 = reshape(Z(:,28),size(I_d,1),size(I_d,2)); Ipc29 = reshape(Z(:,29),size(I_d,1),size(I_d,2)); Ipc30 = reshape(Z(:,30),size(I_d,1),size(I_d,2)); Ipc31 = reshape(Z(:,31),size(I_d,1),size(I_d,2)); Ipc32 = reshape(Z(:,32),size(I_d,1),size(I_d,2)); Ipc33 = reshape(Z(:,33),size(I_d,1),size(I_d,2)); Ipc34 = reshape(Z(:,34),size(I_d,1),size(I_d,2)); Ipc35 = reshape(Z(:,35),size(I_d,1),size(I_d,2)); Ipc36 = reshape(Z(:,36),size(I_d,1),size(I_d,2)); Ipc37 = reshape(Z(:,37),size(I_d,1),size(I_d,2)); Ipc38 = reshape(Z(:,38),size(I_d,1),size(I_d,2)); Ipc39 = reshape(Z(:,39),size(I_d,1),size(I_d,2)); Ipc40 = reshape(Z(:,40),size(I_d,1),size(I_d,2)); Ipc41 = reshape(Z(:,41),size(I_d,1),size(I_d,2)); Ipc42 = reshape(Z(:,42),size(I_d,1),size(I_d,2)); Ipc43 = reshape(Z(:,43),size(I_d,1),size(I_d,2)); Ipc44 = reshape(Z(:,44),size(I_d,1),size(I_d,2)); Ipc45 = reshape(Z(:,45),size(I_d,1),size(I_d,2)); Ipc46 = reshape(Z(:,46),size(I_d,1),size(I_d,2)); Ipc47 = reshape(Z(:,47),size(I_d,1),size(I_d,2)); Ipc48 = reshape(Z(:,48),size(I_d,1),size(I_d,2)); Ipc49 = reshape(Z(:,49),size(I_d,1),size(I_d,2)); Ipc50 = reshape(Z(:,50),size(I_d,1),size(I_d,2)); I_b = zeros(350,400,50) ; I_b(:,:,1) = Ipc1; I_b(:,:,2) = Ipc2; I_b(:,:,3) = Ipc3; I_b(:,:,4) = Ipc4; I_b(:,:,5) = Ipc5; I_b(:,:,6) = Ipc6; I_b(:,:,7) = Ipc7; I_b(:,:,8) = Ipc8; I_b(:,:,9) = Ipc9; I_b(:,:,10) = Ipc10; I_b(:,:,11) = Ipc11; I_b(:,:,12) = Ipc12; I_b(:,:,13) = Ipc13; I_b(:,:,14) = Ipc14; I_b(:,:,15) = Ipc15; I_b(:,:,16) = Ipc16; I_b(:,:,17) = Ipc17; I_b(:,:,18) = Ipc18; I_b(:,:,19) = Ipc19; I_b(:,:,20) = Ipc20; I_b(:,:,21) = Ipc21; I_b(:,:,22) = Ipc22; I_b(:,:,23) = Ipc23; I_b(:,:,24) = Ipc24; I_b(:,:,25) = Ipc25; I_b(:,:,26) = Ipc26; I_b(:,:,27) = Ipc27; I_b(:,:,28) = Ipc28; I_b(:,:,29) = Ipc29; I_b(:,:,30) = Ipc30; I_b(:,:,31) = Ipc31; I_b(:,:,32) = Ipc32; I_b(:,:,33) = Ipc33; I_b(:,:,34) = Ipc34; I_b(:,:,35) = Ipc35; I_b(:,:,36) = Ipc36; I_b(:,:,37) = Ipc37; I_b(:,:,38) = Ipc38; I_b(:,:,39) = Ipc39; I_b(:,:,40) = Ipc40; I_b(:,:,41) = Ipc41; I_b(:,:,42) = Ipc42; I_b(:,:,43) = Ipc43; I_b(:,:,44) = Ipc44; I_b(:,:,45) = Ipc45; I_b(:,:,46) = Ipc46; I_b(:,:,47) = Ipc47; I_b(:,:,48) = Ipc48; I_b(:,:,49) = Ipc49; I_b(:,:,50) = Ipc50; multibandwrite(I_b,'pca..tif','bsq');

Answers (0)

Categories

Find more on Arduino Hardware in Help Center and File Exchange

Community Treasure Hunt

Find the treasures in MATLAB Central and discover how the community can help you!

Start Hunting!