HOG features MATLAB visualization code

Question

I found here How are HoG features represented graphically? code to visualize HOG features; it is done by 2 files in http://www.cs.berkeley.edu/~rbg/latent/index.html, visualizeHOG.m and HOGpicture.m that is (below code is released under an MIT license)

function im = HOGpicture(w, bs)
% Make picture of positive HOG weights.
%   im = HOGpicture(w, bs)

% construct a "glyph" for each orientation
bim1 = zeros(bs, bs);
bim1(:,round(bs/2):round(bs/2)+1) = 1;
bim = zeros([size(bim1) 9]);
bim(:,:,1) = bim1;
for i = 2:9,
  bim(:,:,i) = imrotate(bim1, -(i-1)*20, 'crop');
end

% make pictures of positive weights bs adding up weighted glyphs
s = size(w);    
w(w < 0) = 0;    
im = zeros(bs*s(1), bs*s(2));
for i = 1:s(1),
 iis = (i-1)*bs+1:i*bs;
 for j = 1:s(2),
    jjs = (j-1)*bs+1:j*bs;          
   for k = 1:9,
     im(iis,jjs) = im(iis,jjs) + bim(:,:,k) * w(i,j,k);
  end
 end
end

I don't undestand what is the bs parameter and what means..anycan can help me?

I think this website could help you: http://www.geocities.ws/talh_davidc/ — SomethingSomething, Apr 20 '16 at 11:17

score 4 · Answer 1 · answered Jan 16 '14 at 18:10

4

If you looking for visualizing HOG, you can have a look here, http://web.mit.edu/vondrick/ihog/#code

It was recently published in iccv 2013

answered Jan 16 '14 at 18:10

Bharat

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score 3 · Accepted Answer · answered Jan 16 '14 at 19:19

3

If you want to visualize HOG features, then use VLFeat (there is a option called render which allows you to do this). The ICCV paper mentioned in the answer below reconstructs HOG features into an image. It tries to show you, "what computers would have seen"? Both are different, you may want to try both.

bs stands for bin size. Usually 8x8 (therefore, bs=8) is used but you should know what was the value of the bin size because that is a necessary parameter in computing HOG itself.

answered Jan 16 '14 at 19:19

Autonomous

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why default is 20?? also in http://web.mit.edu/vondrick/ihog/#code use the same code and the default is 20, but features are made with 8 (as you say)!could not be the same?? – volperossa Jan 17 '14 at 20:53
1

I never said `8` is the default bin size. It can be anything. `8` is the most common I have seen. To understand its significance, you have to read HOG details. You can check [this](http://www.youtube.com/watch?v=0Zib1YEE4LU) video. – Autonomous Jan 17 '14 at 21:18

score 2 · Answer 3 · answered Jan 17 '14 at 14:13

2

The extractHOGFeatures function in the Computer Vision System Toolbox for MATLAB optionally returns a visualization object that lets you visualize the features.

answered Jan 17 '14 at 14:13

Dima

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HOG features MATLAB visualization code

3 Answers3