Multiple GPU to run one filter on multiple images

Question

Muhammad Abir 2020-11-16

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此问题的直接链接

https://ww2.mathworks.cn/matlabcentral/answers/650138-multiple-gpu-to-run-one-filter-on-multiple-images

编辑： Muhammad Abir 2020-11-17

Hello,

I have 100 2048 x 2048 images that I want to run apply median filter on them. The process is very slow if I use 5 x 5 or 7 x 7 filter. I have 4 GPUs, so I want write a Matlab code that can apply median filter to all 100 images and use all 4 GPUs. I was trying to use parfoor but didn't get to make it run. Can someone please help me on that?

Thanks in advance

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Raymond Norris 2020-11-17

Please share the code you wrote to get started.

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Answer 1

Muhammad Abir 2020-11-17

0
链接

此回答的直接链接

https://ww2.mathworks.cn/matlabcentral/answers/650138-multiple-gpu-to-run-one-filter-on-multiple-images#answer_547333

编辑：Muhammad Abir 2020-11-17

在 MATLAB Online 中打开

Here is my code. I found that the process is slower using GPU than CPU

clc
clear all 
close all 
ImageFolder = uigetdir('D:\', 'Select Image Directory');
[parentFolder, thisFolder] = fileparts(ImageFolder);
fileListing = dir(parentFolder);
fileListing(ismember( {fileListing.name}, {'.', '..'})) = []; 
areAFolder = [fileListing.isdir];
folderListing = fileListing(areAFolder); 
    RawImage = [dir([ImageFolder '/*.tif']);dir([ImageFolder '/*.tiff']);...
                      dir([ImageFolder '/*.png']); dir([ImageFolder '/*.jpg']);...
                      dir([ImageFolder '/*.dcm']); dir([ImageFolder '/*.fits']);...
                      dir([ImageFolder '/*.fts']); dir([ImageFolder '/*.img']);...
                      dir([ImageFolder '/*.raw']); dir([ImageFolder '/*.his']);...
                      dir([ImageFolder '/*.hdr']); dir([ImageFolder '/*.nitf'])]; 
    RawFileNames= {RawImage(:,1).name}'; 
    RawFilenames = fullfile(ImageFolder, RawFileNames);
    RawImageData = cellfun(@ReadInputImage, RawFilenames , 'uniformoutput', 0);
    
 for k = 1 : length(folderListing)
	thisFolder = fullfile(folderListing(k).folder, folderListing(k).name); 
    [~, theFolder] = fileparts(thisFolder);
    if matches(theFolder, ["Bright","bright","gain","Gain"])    
        BrightImage=  [dir([thisFolder '/*.tif']);dir([thisFolder '/*.tiff']);...
                      dir([thisFolder '/*.png']); dir([thisFolder '/*.jpg']);...
                      dir([thisFolder '/*.dcm']); dir([thisFolder '/*.fits']);...
                      dir([thisFolder '/*.fts']); dir([thisFolder '/*.img']);...
                      dir([thisFolder '/*.raw']); dir([thisFolder '/*.his']);...
                      dir([thisFolder '/*.hdr']); dir([thisFolder '/*.nitf'])];
        BrightFileNames= {BrightImage(:,1).name}'; 
        BrightFilenames = fullfile(thisFolder, BrightFileNames);
        BrightImageData = cellfun(@ReadInputImage, BrightFilenames , 'uniformoutput', 0);
    elseif matches(theFolder, {'Dark', 'dark', 'Offset', 'offset'})
         DarkImage= [dir([thisFolder '/*.tif']);dir([thisFolder '/*.tiff']);...
                      dir([thisFolder '/*.png']); dir([thisFolder '/*.jpg']);...
                      dir([thisFolder '/*.dcm']); dir([thisFolder '/*.fits']);...
                      dir([thisFolder '/*.fts']); dir([thisFolder '/*.img']);...
                      dir([thisFolder '/*.raw']); dir([thisFolder '/*.his']);...
                      dir([thisFolder '/*.hdr']); dir([thisFolder '/*.nitf'])];   
         DarkFileNames= {DarkImage(:,1).name}'; 
         DarkFilenames = fullfile(thisFolder, DarkFileNames);
         DarkImageData = cellfun(@ReadInputImage, DarkFilenames , 'uniformoutput', 0);
    end 
 end
    if ~exist('BrightImageData','var') || isempty(BrightImageData) || ~exist ('DarkImageData','var') || isempty(DarkImageData)
       msgbox(sprintf('Either Bright or Dark Images Not Found','warn'));
    end
tic; 
parpool('local',gpuDeviceCount);
parfor ii = 1:numel(RawImageData)
    G = gpuArray(RawImageData{ii});
    FilterImage{ii}=medfilt2(G,[5,5]);
end
delete(gcp('nocreate'));
toc; 