Performing sliding window for feature extraction on a test image is very slow. What is the reason
4 views (last 30 days)
Show older comments
I am new to Matlab. Please help me to clear the issue. I need to perform feature extraction on a test image by sliding the window on image of size 512x512. The window size is 70x30. First I am cropping the image and extracting the feature, the storing in a CSV file for further manipulation. Performing the said operation is very slow. Matlab shows the status as busy for long time. I could not understand why the process is very slow. How to make it fast. the code is:
img=imread('1.tif');
k=1;
for i=1:512-30
for j=1:512-70
crop_image = imcrop(img,[i,j,30-1,70-1]);
toCsv(k,:) = HOG(crop_image);
k=k+1;
end
end
0 Comments
Answers (1)
Walter Roberson
on 2 Mar 2016
imcrop is going to be less efficient than just indexing the image.
crop_image = img(j:j+70-1, i:i+30-1, :)
Could you confirm that you want to move the window by only 1 row (or column) at a time, not by full blocks? I suspect you end up re-calculating a fair bit, but I am not sure how HOG is calculated.
Is there a reason you are not using http://www.mathworks.com/help/vision/ref/extracthogfeatures.html ?
See Also
Categories
Find more on Image Processing and Computer Vision 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!