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    <title>MATLAB Central Newsreader - delaunay</title>
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    <ttl>60</ttl>
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    <item>
      <pubDate>Fri, 24 Apr 2009 07:51:07 -0400</pubDate>
      <title>delaunay</title>
      <link>http://www.mathworks.com/matlabcentral/newsreader/view_thread/249820#645089</link>
      <author>hajoura</author>
      <description>Good morning,&lt;br&gt;
I'm trying to use the command delauny3 in matlab , but it doesn't&lt;br&gt;
work,&lt;br&gt;
I don't know exactly where is the problem.&lt;br&gt;
the parameters of this command are 3 vectors with same size?&lt;br&gt;
please help me to solve this problem&lt;br&gt;
thank u</description>
    </item>
    <item>
      <pubDate>Fri, 24 Apr 2009 08:13:03 -0400</pubDate>
      <title>Re: delaunay</title>
      <link>http://www.mathworks.com/matlabcentral/newsreader/view_thread/249820#645094</link>
      <author>Gavrilo Bozovic</author>
      <description>hajoura &amp;lt;fradi.hajer@gmail.com&amp;gt; wrote in message &amp;lt;ae08d7b0-bcc0-4d20-bc6d-0e1d48c936db@c12g2000yqc.googlegroups.com&amp;gt;...&lt;br&gt;
&amp;gt; Good morning,&lt;br&gt;
&amp;gt; I'm trying to use the command delauny3 in matlab , but it doesn't&lt;br&gt;
&amp;gt; work,&lt;br&gt;
&amp;gt; I don't know exactly where is the problem.&lt;br&gt;
&amp;gt; the parameters of this command are 3 vectors with same size?&lt;br&gt;
&amp;gt; please help me to solve this problem&lt;br&gt;
&amp;gt; thank u&lt;br&gt;
&lt;br&gt;
try &quot;help delanay3&quot;...</description>
    </item>
    <item>
      <pubDate>Fri, 24 Apr 2009 08:21:53 -0400</pubDate>
      <title>Re: delaunay</title>
      <link>http://www.mathworks.com/matlabcentral/newsreader/view_thread/249820#645095</link>
      <author>hajoura</author>
      <description>thank u,&lt;br&gt;
but i tried the help.&lt;br&gt;
i think there is a problem with the parametrs of this function, may be&lt;br&gt;
there are other constraints in using this command</description>
    </item>
    <item>
      <pubDate>Fri, 24 Apr 2009 08:30:21 -0400</pubDate>
      <title>Re: delaunay</title>
      <link>http://www.mathworks.com/matlabcentral/newsreader/view_thread/249820#645096</link>
      <author>Gavrilo Bozovic</author>
      <description>hajoura &amp;lt;fradi.hajer@gmail.com&amp;gt; wrote in message &amp;lt;c9e58d8c-3df9-4e99-8a84-ce62a4a432db@f19g2000yqo.googlegroups.com&amp;gt;...&lt;br&gt;
&amp;gt; thank u,&lt;br&gt;
&amp;gt; but i tried the help.&lt;br&gt;
&amp;gt; i think there is a problem with the parametrs of this function, may be&lt;br&gt;
&amp;gt; there are other constraints in using this command&lt;br&gt;
&lt;br&gt;
You have to give delaunay3 three vectors of equal size.&lt;br&gt;
&lt;br&gt;
Now what are the inputs you give to the function, and what is the error you're getting?? You have to give more info if you want an answer..</description>
    </item>
    <item>
      <pubDate>Fri, 24 Apr 2009 08:58:43 -0400</pubDate>
      <title>Re: delaunay</title>
      <link>http://www.mathworks.com/matlabcentral/newsreader/view_thread/249820#645100</link>
      <author>hajoura</author>
      <description>ok,&lt;br&gt;
i'm trying to use triangulation of delaunay to achieve super&lt;br&gt;
resolution.&lt;br&gt;
i read article &quot;High Resolution Image Formation From Low Resolution&lt;br&gt;
Frames Using Delaunay Triangulation&quot;.after that, i find  the&lt;br&gt;
implementation of this method in&lt;br&gt;
&lt;a href=&quot;http://www.tsi.enst.fr/tsi/enseignement/ressources/mti/delaunay/delaunay_imprimable.pdf,&quot;&gt;http://www.tsi.enst.fr/tsi/enseignement/ressources/mti/delaunay/delaunay_imprimable.pdf,&lt;/a&gt;&lt;br&gt;
in this paper, they start with high resolution image , than they&lt;br&gt;
undersampled this image, they obtain 5 low resoltion images.&lt;br&gt;
lt = lr1 + lr2 + lr3 + lr4 + lr5; It contain the  information from the&lt;br&gt;
5 images&lt;br&gt;
after that, they use  the function delaunay;&lt;br&gt;
i didn't understand also why they use meshgrid&lt;br&gt;
For me, i want to use only 2 undersampled image&lt;br&gt;
my code:&lt;br&gt;
img=imread('----------');&lt;br&gt;
i1=1;&lt;br&gt;
j1=1;&lt;br&gt;
i2=3;&lt;br&gt;
j2=3;&lt;br&gt;
M=M/4&lt;br&gt;
N=N/4&lt;br&gt;
%undersampling the image&lt;br&gt;
im1(i1:1:M,j1:1:N)=img(i1:4:4*M,j1:4:4*N);&lt;br&gt;
im2(i1:1:M,j1:1:N)=img(i2:4:4*M,j2:4:4*N);&lt;br&gt;
&lt;br&gt;
image=im1+im2;&lt;br&gt;
image=image(:)';&lt;br&gt;
i1=1;&lt;br&gt;
j1=1;&lt;br&gt;
[X_1,Y_1]=meshgrid(i1:4:4*M, j1:4:4*N);&lt;br&gt;
X1=X_1(:)';&lt;br&gt;
Y1=Y_1(:)';&lt;br&gt;
TRID=delaunay3(X1, Y1, image, {'QJ'});&lt;br&gt;
&lt;br&gt;
So, two questions 1)why we use meshgrid in this case?&lt;br&gt;
&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;2)why the function delaunay3 work ?</description>
    </item>
    <item>
      <pubDate>Fri, 24 Apr 2009 09:01:27 -0400</pubDate>
      <title>Re: delaunay</title>
      <link>http://www.mathworks.com/matlabcentral/newsreader/view_thread/249820#645101</link>
      <author>hajoura</author>
      <description>the message of errors:&lt;br&gt;
&lt;br&gt;
??? The first input argument must be a double array.&lt;br&gt;
&lt;br&gt;
Error in ==&amp;gt; delaunayn at 81&lt;br&gt;
t = qhullmx(x', 'd ', opt);&lt;br&gt;
&lt;br&gt;
Error in ==&amp;gt; delaunay3 at 45&lt;br&gt;
&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;t = delaunayn([x(:) y(:) z(:)],options);&lt;br&gt;
&lt;br&gt;
Error in ==&amp;gt; Trinagulation_Delaughay at 59&lt;br&gt;
TRID=delaunay3(X1,Y1,image, {'QJ'});</description>
    </item>
    <item>
      <pubDate>Fri, 24 Apr 2009 13:14:01 -0400</pubDate>
      <title>Re: delaunay</title>
      <link>http://www.mathworks.com/matlabcentral/newsreader/view_thread/249820#645144</link>
      <author>John D'Errico</author>
      <description>hajoura &amp;lt;fradi.hajer@gmail.com&amp;gt; wrote in message &amp;lt;495b7f4c-89e1-4b33-a1dc-312f72290749@a7g2000yqk.googlegroups.com&amp;gt;...&lt;br&gt;
&amp;gt; ok,&lt;br&gt;
&amp;gt; i'm trying to use triangulation of delaunay to achieve super&lt;br&gt;
&amp;gt; resolution.&lt;br&gt;
&amp;gt; i read article &quot;High Resolution Image Formation From Low Resolution&lt;br&gt;
&amp;gt; Frames Using Delaunay Triangulation&quot;.after that, i find  the&lt;br&gt;
&amp;gt; implementation of this method in&lt;br&gt;
&amp;gt; &lt;a href=&quot;http://www.tsi.enst.fr/tsi/enseignement/ressources/mti/delaunay/delaunay_imprimable.pdf,&quot;&gt;http://www.tsi.enst.fr/tsi/enseignement/ressources/mti/delaunay/delaunay_imprimable.pdf,&lt;/a&gt;&lt;br&gt;
&amp;gt; in this paper, they start with high resolution image , than they&lt;br&gt;
&amp;gt; undersampled this image, they obtain 5 low resoltion images.&lt;br&gt;
&amp;gt; lt = lr1 + lr2 + lr3 + lr4 + lr5; It contain the  information from the&lt;br&gt;
&amp;gt; 5 images&lt;br&gt;
&amp;gt; after that, they use  the function delaunay;&lt;br&gt;
&amp;gt; i didn't understand also why they use meshgrid&lt;br&gt;
&amp;gt; For me, i want to use only 2 undersampled image&lt;br&gt;
&amp;gt; my code:&lt;br&gt;
&amp;gt; img=imread('----------');&lt;br&gt;
&amp;gt; i1=1;&lt;br&gt;
&amp;gt; j1=1;&lt;br&gt;
&amp;gt; i2=3;&lt;br&gt;
&amp;gt; j2=3;&lt;br&gt;
&amp;gt; M=M/4&lt;br&gt;
&amp;gt; N=N/4&lt;br&gt;
&amp;gt; %undersampling the image&lt;br&gt;
&amp;gt; im1(i1:1:M,j1:1:N)=img(i1:4:4*M,j1:4:4*N);&lt;br&gt;
&amp;gt; im2(i1:1:M,j1:1:N)=img(i2:4:4*M,j2:4:4*N);&lt;br&gt;
&amp;gt; &lt;br&gt;
&amp;gt; image=im1+im2;&lt;br&gt;
&amp;gt; image=image(:)';&lt;br&gt;
&amp;gt; i1=1;&lt;br&gt;
&amp;gt; j1=1;&lt;br&gt;
&amp;gt; [X_1,Y_1]=meshgrid(i1:4:4*M, j1:4:4*N);&lt;br&gt;
&amp;gt; X1=X_1(:)';&lt;br&gt;
&amp;gt; Y1=Y_1(:)';&lt;br&gt;
&amp;gt; TRID=delaunay3(X1, Y1, image, {'QJ'});&lt;br&gt;
&amp;gt; &lt;br&gt;
&amp;gt; So, two questions 1)why we use meshgrid in this case?&lt;br&gt;
&amp;gt;                            2)why the function delaunay3 work ?&lt;br&gt;
&lt;br&gt;
I had to go to the reference to understand your&lt;br&gt;
goal here. Of course, since it is in French, and&lt;br&gt;
my command of that language is limited to what&lt;br&gt;
I learned in 7th grade, I'm surprised that I got&lt;br&gt;
anything out of it. 8-)&lt;br&gt;
&lt;br&gt;
You do NOT want to use delaunay3. Delaunay3 is&lt;br&gt;
for a three dimensional object. Your problem lies&lt;br&gt;
in two dimensions, i.e., the (x,y) plane of&lt;br&gt;
coordinates in an image. If you look at the&lt;br&gt;
reference that you provided, see that they use&lt;br&gt;
delaunay, NOT delaunay3 ! Re-read the paper&lt;br&gt;
more carefully.&lt;br&gt;
&lt;br&gt;
Delaunay will build a triangulation of the (x,y)&lt;br&gt;
domain of the composite images, then you can&lt;br&gt;
interpolate within that triangulation. There is a&lt;br&gt;
bit more to the paper, but my French is too poor&lt;br&gt;
to really know if I like what they are trying to do&lt;br&gt;
in the paper.&lt;br&gt;
&lt;br&gt;
Your other question is why do you use meshgrid?&lt;br&gt;
Look at what meshgrid generates. It gives the&lt;br&gt;
set of pixel coordiantes for a rectangular image&lt;br&gt;
array. This is what delaunay will use to build the&lt;br&gt;
triangulation.&lt;br&gt;
&lt;br&gt;
John</description>
    </item>
    <item>
      <pubDate>Fri, 24 Apr 2009 13:56:35 -0400</pubDate>
      <title>Re: delaunay</title>
      <link>http://www.mathworks.com/matlabcentral/newsreader/view_thread/249820#645156</link>
      <author>hajoura</author>
      <description>Thank u,&lt;br&gt;
yes , i know that they used delaunay not delaunay3, but this paper&lt;br&gt;
contain  a lot of mistakes.&lt;br&gt;
for example , they use delaunay and  with 3 parametrs X,Y, IT. so, it&lt;br&gt;
's so clear it is false,&lt;br&gt;
&amp;nbsp;that's why, i think that the command is delaunay3.&lt;br&gt;
Ok, let's forget this paper, u said that   we  can interpolate within&lt;br&gt;
that triangulation.; ok,&lt;br&gt;
i have two low resolution images about the same scene and i want to&lt;br&gt;
interpolate them&lt;br&gt;
using the triangulation of delaunay ;how can i do that?</description>
    </item>
    <item>
      <pubDate>Fri, 24 Apr 2009 14:25:05 -0400</pubDate>
      <title>Re: delaunay</title>
      <link>http://www.mathworks.com/matlabcentral/newsreader/view_thread/249820#645165</link>
      <author>John D'Errico</author>
      <description>hajoura &amp;lt;fradi.hajer@gmail.com&amp;gt; wrote in message &amp;lt;83b5d771-5ab9-45fd-9cb1-4efe819ea633@k2g2000yql.googlegroups.com&amp;gt;...&lt;br&gt;
&amp;gt; Thank u,&lt;br&gt;
&amp;gt; yes , i know that they used delaunay not delaunay3, but this paper&lt;br&gt;
&amp;gt; contain  a lot of mistakes.&lt;br&gt;
&lt;br&gt;
Unfortunate that my French is so poor.&lt;br&gt;
&lt;br&gt;
&amp;gt; for example , they use delaunay and  with 3 parametrs X,Y, IT. so, it&lt;br&gt;
&amp;gt; 's so clear it is false,&lt;br&gt;
&amp;gt;  that's why, i think that the command is delaunay3.&lt;br&gt;
&lt;br&gt;
It is definitely not appropriate to use delaunay3 here.&lt;br&gt;
&lt;br&gt;
&lt;br&gt;
&amp;gt; Ok, let's forget this paper, u said that   we  can interpolate within&lt;br&gt;
&amp;gt; that triangulation.; ok,&lt;br&gt;
&amp;gt; i have two low resolution images about the same scene and i want to&lt;br&gt;
&amp;gt; interpolate them&lt;br&gt;
&amp;gt; using the triangulation of delaunay ;how can i do that?&lt;br&gt;
&lt;br&gt;
Sorry. I was wrong to say tsearch. You would use&lt;br&gt;
tsearchn.&lt;br&gt;
&lt;br&gt;
You have two images, offset from each other.&lt;br&gt;
&lt;br&gt;
1. Combine the two sets of pixel coordinates,&lt;br&gt;
each built using meshgrid.&lt;br&gt;
&lt;br&gt;
2. Use delaunay to build a triangulation of the&lt;br&gt;
combined image space.&lt;br&gt;
&lt;br&gt;
3. Use tsearchn to give the index of the triangle&lt;br&gt;
in the triangulation that contains a given point.&lt;br&gt;
tsearchn also returns a set of barycentric weights&lt;br&gt;
or coordinates for that point within the triangle.&lt;br&gt;
Apply those weights to the image values at the&lt;br&gt;
vertices of the indicated triangle.&lt;br&gt;
&lt;br&gt;
For a random example, since I don't have an image...&lt;br&gt;
&lt;br&gt;
x = rand(100,1);&lt;br&gt;
y = rand(100,1);&lt;br&gt;
z = exp(x+y);&lt;br&gt;
tri = delaunay(x,y);&lt;br&gt;
&lt;br&gt;
Now, interpolate the resulting surface at some&lt;br&gt;
candidate point. For example, (0.5, 0.5).&lt;br&gt;
&lt;br&gt;
[T,P] = tsearchn([x,y],tri,[0.5 0.5])&lt;br&gt;
T =&lt;br&gt;
&amp;nbsp;&amp;nbsp;&amp;nbsp;188&lt;br&gt;
P =&lt;br&gt;
&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;0.62224    0.0048745      0.37289&lt;br&gt;
&lt;br&gt;
The point lies in triangle 188.&lt;br&gt;
&lt;br&gt;
zpred = z(tri(T,1))*P(1);&lt;br&gt;
for i = 2:3&lt;br&gt;
&amp;nbsp;&amp;nbsp;zpred = zpred + z(tri(T,i))*P(i);&lt;br&gt;
end&lt;br&gt;
&lt;br&gt;
Our prediction is &lt;br&gt;
&lt;br&gt;
zpred =&lt;br&gt;
&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;2.7243&lt;br&gt;
&lt;br&gt;
How well did we do?&lt;br&gt;
&lt;br&gt;
exp(0.5 + 0.5)&lt;br&gt;
ans =&lt;br&gt;
&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;&amp;nbsp;2.7183&lt;br&gt;
&lt;br&gt;
John</description>
    </item>
    <item>
      <pubDate>Fri, 24 Apr 2009 15:24:14 -0400</pubDate>
      <title>Re: delaunay</title>
      <link>http://www.mathworks.com/matlabcentral/newsreader/view_thread/249820#645189</link>
      <author>hajoura</author>
      <description>I thank u a lot for ur help; really i  m so grateful!</description>
    </item>
    <item>
      <pubDate>Tue, 09 Feb 2010 20:31:02 -0500</pubDate>
      <title>Re: delaunay</title>
      <link>http://www.mathworks.com/matlabcentral/newsreader/view_thread/249820#715491</link>
      <author>Bc </author>
      <description>&quot;John D'Errico&quot; &amp;lt;woodchips@rochester.rr.com&amp;gt; wrote in message &amp;lt;gssi41$igm$1@fred.mathworks.com&amp;gt;...&lt;br&gt;
&amp;gt; hajoura &amp;lt;fradi.hajer@gmail.com&amp;gt; wrote in message &amp;lt;83b5d771-5ab9-45fd-9cb1-4efe819ea633@k2g2000yql.googlegroups.com&amp;gt;...&lt;br&gt;
&amp;gt; &amp;gt; Thank u,&lt;br&gt;
&amp;gt; &amp;gt; yes , i know that they used delaunay not delaunay3, but this paper&lt;br&gt;
&amp;gt; &amp;gt; contain  a lot of mistakes.&lt;br&gt;
&amp;gt; &lt;br&gt;
&amp;gt; Unfortunate that my French is so poor.&lt;br&gt;
&amp;gt; &lt;br&gt;
&amp;gt; &amp;gt; for example , they use delaunay and  with 3 parametrs X,Y, IT. so, it&lt;br&gt;
&amp;gt; &amp;gt; 's so clear it is false,&lt;br&gt;
&amp;gt; &amp;gt;  that's why, i think that the command is delaunay3.&lt;br&gt;
&amp;gt; &lt;br&gt;
&amp;gt; It is definitely not appropriate to use delaunay3 here.&lt;br&gt;
&amp;gt; &lt;br&gt;
&amp;gt; &lt;br&gt;
&amp;gt; &amp;gt; Ok, let's forget this paper, u said that   we  can interpolate within&lt;br&gt;
&amp;gt; &amp;gt; that triangulation.; ok,&lt;br&gt;
&amp;gt; &amp;gt; i have two low resolution images about the same scene and i want to&lt;br&gt;
&amp;gt; &amp;gt; interpolate them&lt;br&gt;
&amp;gt; &amp;gt; using the triangulation of delaunay ;how can i do that?&lt;br&gt;
&amp;gt; &lt;br&gt;
&amp;gt; Sorry. I was wrong to say tsearch. You would use&lt;br&gt;
&amp;gt; tsearchn.&lt;br&gt;
&amp;gt; &lt;br&gt;
&amp;gt; You have two images, offset from each other.&lt;br&gt;
&amp;gt; &lt;br&gt;
&amp;gt; 1. Combine the two sets of pixel coordinates,&lt;br&gt;
&amp;gt; each built using meshgrid.&lt;br&gt;
&amp;gt; &lt;br&gt;
&amp;gt; 2. Use delaunay to build a triangulation of the&lt;br&gt;
&amp;gt; combined image space.&lt;br&gt;
&amp;gt; &lt;br&gt;
&amp;gt; 3. Use tsearchn to give the index of the triangle&lt;br&gt;
&amp;gt; in the triangulation that contains a given point.&lt;br&gt;
&amp;gt; tsearchn also returns a set of barycentric weights&lt;br&gt;
&amp;gt; or coordinates for that point within the triangle.&lt;br&gt;
&amp;gt; Apply those weights to the image values at the&lt;br&gt;
&amp;gt; vertices of the indicated triangle.&lt;br&gt;
&amp;gt; &lt;br&gt;
&amp;gt; For a random example, since I don't have an image...&lt;br&gt;
&amp;gt; &lt;br&gt;
&amp;gt; x = rand(100,1);&lt;br&gt;
&amp;gt; y = rand(100,1);&lt;br&gt;
&amp;gt; z = exp(x+y);&lt;br&gt;
&amp;gt; tri = delaunay(x,y);&lt;br&gt;
&amp;gt; &lt;br&gt;
&amp;gt; Now, interpolate the resulting surface at some&lt;br&gt;
&amp;gt; candidate point. For example, (0.5, 0.5).&lt;br&gt;
&amp;gt; &lt;br&gt;
&amp;gt; [T,P] = tsearchn([x,y],tri,[0.5 0.5])&lt;br&gt;
&amp;gt; T =&lt;br&gt;
&amp;gt;    188&lt;br&gt;
&amp;gt; P =&lt;br&gt;
&amp;gt;       0.62224    0.0048745      0.37289&lt;br&gt;
&amp;gt; &lt;br&gt;
&amp;gt; The point lies in triangle 188.&lt;br&gt;
&amp;gt; &lt;br&gt;
&amp;gt; zpred = z(tri(T,1))*P(1);&lt;br&gt;
&amp;gt; for i = 2:3&lt;br&gt;
&amp;gt;   zpred = zpred + z(tri(T,i))*P(i);&lt;br&gt;
&amp;gt; end&lt;br&gt;
&amp;gt; &lt;br&gt;
&amp;gt; Our prediction is &lt;br&gt;
&amp;gt; &lt;br&gt;
&amp;gt; zpred =&lt;br&gt;
&amp;gt;        2.7243&lt;br&gt;
&amp;gt; &lt;br&gt;
&amp;gt; How well did we do?&lt;br&gt;
&amp;gt; &lt;br&gt;
&amp;gt; exp(0.5 + 0.5)&lt;br&gt;
&amp;gt; ans =&lt;br&gt;
&amp;gt;        2.7183&lt;br&gt;
&amp;gt; &lt;br&gt;
&amp;gt; John&lt;br&gt;
=======================================&lt;br&gt;
Hi everyone,&lt;br&gt;
&lt;br&gt;
So I was reading your comments and I wanted to ask elaboration on this topic. I have also image matrices I would like to combine, so I have been trying to figure out how to do this. I tried putting them together by putting one column on one matrix followed by the corresponding column of the other matrix, but this cause my result to be larger ont he horizontal only.&lt;br&gt;
&lt;br&gt;
For example, I image that there must be a way to combine 4 images that are of some size(4x4) into one large one that is 16x16, right? What methods are there to do this? Any functions?</description>
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