[ITK] [ITK-users] Texture pixel by pixel

Francisco López-Franca franciscolopezdelafranca at gmail.com
Mon Feb 22 08:49:46 EST 2016


Hi Brad,
Of course I tried out the mask support you provide to the github
repository. In fact, if I donot make use of the mask image, the processing
of a 3D image takes 10 minutes aproximately. By using the mask image, it
takes 75 seconds on a Intel Core2.
What I do with the 3D image is to extract all its blobs and within a loop
dealing with each one and calculating their texture features with your
class.
So, I'm very glad that finally I've got what I needed and the performance
is very good.
Thank you so much.
/Francisco

2016-02-22 14:42 GMT+01:00 Bradley Lowekamp [via ITK Insight Users] <
ml-node+s2283740n7588531h96 at n2.nabble.com>:

> Francisco,
>
> Glad to hear that you figured out the problem with your code.
>
> Were you able to try out the change to add Mask support I committed to the
> github repository? Does this meet you masking needs and improve your
> performance?
>
> Please consider studying the difference between your change any my change
> and the performance implications.
>
> Enjoy,
> Brad
>
> On Feb 22, 2016, at 7:18 AM, Francisco Lopez de la Franca <[hidden email]
> <http:///user/SendEmail.jtp?type=node&node=7588531&i=0>> wrote:
>
> Hi.
> In the end the crash came for my fault. I was creating the mask image in
> the wrong way. Sorry for the disturbances, and thank you very much
> everybody.
> Kind regards.
> /Francisco
>
> 2016-02-18 19:00 GMT+01:00 dzenanz [via ITK Insight Users] <[hidden email]
> <http:///user/SendEmail.jtp?type=node&node=7588531&i=1>>:
>
>> /bigobj is an option for msvc, not mingw.
>>
>> But that is a different problem from crashing code. If you start a new
>> thread, somebody with MinGW experience might help you.
>>
>> On Thu, Feb 18, 2016 at 12:30 PM, Francisco Lopez de la Franca <[hidden
>> email] <http://user/SendEmail.jtp?type=node&node=7588516&i=0>> wrote:
>>
>>> Yes. I use mingw (x86_64-w64-mingw32-g++.exe) and I set in CMAKE GUI the
>>> entry CMAKE_CXX_FLAGS to -bigobj and the result is "unrecognized option".
>>>
>>>
>>> 2016-02-18 15:25 GMT+01:00 dzenanz [via ITK Insight Users] <[hidden
>>> email] <http://user/SendEmail.jtp?type=node&node=7588516&i=1>>:
>>>
>>>> Have you tried /bigobj
>>>> <https://msdn.microsoft.com/en-us/library/ms173499.aspx?f=255&MSPPError=-2147217396>?
>>>> Are you using MinGW? Visual Studio is now free
>>>> <https://www.visualstudio.com/en-us/news/vs2013-community-vs.aspx>.
>>>>
>>>> HTH
>>>>
>>>> On Thu, Feb 18, 2016 at 6:37 AM, Francisco Lopez de la Franca <[hidden
>>>> email] <http://user/SendEmail.jtp?type=node&node=7588513&i=0>> wrote:
>>>>
>>>>> Hi again,
>>>>> I've got ITK version 4.5.1 (a little bit old, I know), and after
>>>>> making the changes suggested by Dzenanz and recompiling ITK, the problem
>>>>> continues, that is, my code crashes at the same point.
>>>>>
>>>>> Then, I've downloaded the latest stable ITK version, ITK 4.9.0 and
>>>>> compiled from scratch and I get the following error:
>>>>>
>>>>> [ 98%] Building CXX object
>>>>> Modules/IO/TransformBase/src/CMakeFiles/ITKIOTransformBase.dir/itkTransformFactoryBase.cxx.obj
>>>>> C:/MINGW/mingw64/bin/../lib/gcc/x86_64-w64-mingw32/4.8.2/../../../../x86_64-w64-mingw32/bin/as.exe:
>>>>> CMakeFiles\ITKIOTransformBase.dir\itkTransformFactoryBase.cxx.obj: too many
>>>>> sections (33106)
>>>>> C:\Users\User~1\AppData\Local\Temp\ccrJIGis.s: Assembler messages:
>>>>> C:\Users\User~1\AppData\Local\Temp\ccrJIGis.s: Fatal error: can't
>>>>> write CMakeFiles\ITKIOTransformBase.dir\itkTransformFactoryBase.cxx.obj:
>>>>> File too big
>>>>>
>>>>> After doing some "googling" and follow some of the instructions
>>>>> referred on the web, I've been unable to solve this.
>>>>> Has anyone met this problem and solved it?
>>>>> Thanks.
>>>>> KR.
>>>>> /Francisco
>>>>>
>>>>> 2016-02-16 22:13 GMT+01:00 Bradley Lowekamp [via ITK Insight Users] <[hidden
>>>>> email] <http://user/SendEmail.jtp?type=node&node=7588513&i=1>>:
>>>>>
>>>>>> Hello,
>>>>>>
>>>>>> Please take a look at these changes:
>>>>>>
>>>>>> https://github.com/blowekamp/itkTextureAnalysis/commit/9654d74ea1d09f0677f1d1b93242cc94340591bf
>>>>>>
>>>>>> Brad
>>>>>>
>>>>>> On Feb 16, 2016, at 10:35 AM, Dženan Zukić <[hidden email]
>>>>>> <http://user/SendEmail.jtp?type=node&node=7588505&i=0>> wrote:
>>>>>>
>>>>>> I have set up a project using one of the tests from Brad's repository
>>>>>> (attached), and it works in debug mode both with his original code and with
>>>>>> your modified class, and crashes in release mode both with his original
>>>>>> code and with your modified class. I will now compile ITK in RelWithDebInfo
>>>>>> in an attempt to figure out where is the crash occurring.
>>>>>>
>>>>>> Regards,
>>>>>> Dženan
>>>>>>
>>>>>> On Tue, Feb 16, 2016 at 1:52 AM, Francisco Lopez de la Franca <[hidden
>>>>>> email] <http://user/SendEmail.jtp?type=node&node=7588505&i=1>> wrote:
>>>>>>
>>>>>>> Excuse me Dzenanz, but that's not completely true, because I've
>>>>>>> tested Brad's class and it works right.
>>>>>>> The problem seems to be that when you add a new neighbor iterator to
>>>>>>> include just the mask points in the "histogram" then it is when the
>>>>>>> application crashes, and I donot understand why.
>>>>>>> If you just comment the 'maskIter' references you'll see that the
>>>>>>> application works.
>>>>>>> I've created a single threaded class based on the Brad's code and it
>>>>>>> works but it is twice slower, that is why I'm interesting on Brad's class
>>>>>>> (multi-threaded) to make it work.
>>>>>>>
>>>>>>>
>>>>>>> 2016-02-15 17:15 GMT+01:00 dzenanz [via ITK Insight Users] <[hidden
>>>>>>> email] <http://user/SendEmail.jtp?type=node&node=7588505&i=2>>:
>>>>>>>
>>>>>>>> Hi Francisco,
>>>>>>>>
>>>>>>>> both your code and Brad's code run in debug mode (I did not wait
>>>>>>>> for the end), and both crash in release mode immediately on startup. Here
>>>>>>>> is a sample output:
>>>>>>>>
>>>>>>>> Progress input: 0000000002868970
>>>>>>>> input: 0000000002868970
>>>>>>>> _maskImage: 0000000002868970
>>>>>>>> _maskImage: 0000000002868970
>>>>>>>> input: 0000000002868970
>>>>>>>> _maskImage: 0000000002868970
>>>>>>>> iter.first: iter.first: [-5, -5, -5] iter.second: [-4, -5, -5]
>>>>>>>> iter.first: [-5, -5, -5] iter.second: [-4, -5, -5]
>>>>>>>> [-5, -5, -5] iter.second: [-4, -5, -5]
>>>>>>>> niter index: [5, 5, 210]
>>>>>>>> niter index: [5, 5, 140]
>>>>>>>> maskIter index: [5, 5, 140]
>>>>>>>> maskIter index: [5, 5, 210]
>>>>>>>> Before p3
>>>>>>>> input: 0000000002868970
>>>>>>>> _maskImage: 0000000002868970
>>>>>>>> After p3:  | 0niter index: [5, 5, 70]
>>>>>>>> iter.first: [-5, -5, -5] iter.second: [-4, -5, -5]
>>>>>>>> niter index: [5, 5, 5]
>>>>>>>>>>>>>>>> maskIter index: [5, 5, 70]
>>>>>>>> After p4: ↓
>>>>>>>> Before p3
>>>>>>>> Before p3
>>>>>>>> After p3: ↓iter.first: [-4, -5, -5] iter.second: [-3, -5, -5]
>>>>>>>> niter index: [5, 5, 140]
>>>>>>>> maskIter index: [5, 5, 140]
>>>>>>>> maskIter index: [5, 5, 5]
>>>>>>>> Before p3
>>>>>>>> After p3: ↓
>>>>>>>> After p3: ↓
>>>>>>>> After p4: ↓
>>>>>>>> After p4: ↓
>>>>>>>> iter.first: [-4, -5, -5] iter.second: [-3, -5, -5]
>>>>>>>> niter index: [5, 5, 5]
>>>>>>>> maskIter index: [5, 5, 5]
>>>>>>>>
>>>>>>>> iter.first: [-4, -5, -5] iter.second: [-3, -5, -5]
>>>>>>>> Before p3
>>>>>>>> Before p3
>>>>>>>> After p4: ↓
>>>>>>>> After p3: ↓
>>>>>>>> After p4: ↓
>>>>>>>>
>>>>>>>> Regards,
>>>>>>>> Dženan
>>>>>>>>
>>>>>>>> On Mon, Feb 15, 2016 at 1:36 AM, Francisco Lopez de la Franca <[hidden
>>>>>>>> email] <http://user/SendEmail.jtp?type=node&node=7588495&i=0>>
>>>>>>>> wrote:
>>>>>>>>
>>>>>>>>> Hi,
>>>>>>>>> Here they are.
>>>>>>>>> KR.
>>>>>>>>>
>>>>>>>>> 2016-02-12 16:22 GMT+01:00 dzenanz [via ITK Insight Users] <[hidden
>>>>>>>>> email] <http://user/SendEmail.jtp?type=node&node=7588495&i=1>>:
>>>>>>>>>
>>>>>>>>>> Hi Francisco,
>>>>>>>>>>
>>>>>>>>>> do you mind attaching the modified files or pointing to your fork
>>>>>>>>>> of it on GitHub?
>>>>>>>>>>
>>>>>>>>>> Regards
>>>>>>>>>>
>>>>>>>>>> On Thu, Feb 11, 2016 at 12:08 PM, Francisco López-Franca <[hidden
>>>>>>>>>> email] <http://user/SendEmail.jtp?type=node&node=7588490&i=0>>
>>>>>>>>>> wrote:
>>>>>>>>>>
>>>>>>>>>>> Hi Dzenan,
>>>>>>>>>>> The original class is here:
>>>>>>>>>>>
>>>>>>>>>>>
>>>>>>>>>>> https://github.com/blowekamp/itkTextureAnalysis/blob/master/include/itkTextureFeatureImageFilter.h
>>>>>>>>>>>
>>>>>>>>>>> https://github.com/blowekamp/itkTextureAnalysis/blob/b3911a8ab891859c50c7e3c8819d1a9fa0eaf4af/include/itkTextureFeatureImageFilter.hxx
>>>>>>>>>>>
>>>>>>>>>>> I've just added setInput and setMaskImage methods and modify
>>>>>>>>>>> some lines in
>>>>>>>>>>> the original class as I indicated in the yesterday mail within
>>>>>>>>>>> this thread.
>>>>>>>>>>> I'm running it on Windows, and there is no error at all, just a
>>>>>>>>>>> crash. I
>>>>>>>>>>> may have to include exceptions management.
>>>>>>>>>>> The crash occurs just when calling p3 =
>>>>>>>>>>> maskIter.GetPixel(iter->first)
>>>>>>>>>>>
>>>>>>>>>>> If you know why it could be or if you need more clarification,
>>>>>>>>>>> please let
>>>>>>>>>>> me know.
>>>>>>>>>>> Many thanks
>>>>>>>>>>>
>>>>>>>>>>> 2016-02-11 17:16 GMT+01:00 dzenanz [via ITK Insight Users] <
>>>>>>>>>>> [hidden email]
>>>>>>>>>>> <http://user/SendEmail.jtp?type=node&node=7588490&i=1>>:
>>>>>>>>>>>
>>>>>>>>>>> > Hi Francisco,
>>>>>>>>>>> >
>>>>>>>>>>> > "THE CODE PRINTS TWICE "BEFORE P3" AND CRASHES." What is the
>>>>>>>>>>> error message
>>>>>>>>>>> > that goes along with the crash? In which file and line does it
>>>>>>>>>>> crash?
>>>>>>>>>>> >
>>>>>>>>>>> > Regards
>>>>>>>>>>> >
>>>>>>>>>>> > On Thu, Feb 11, 2016 at 4:55 AM, Francisco Lopez de la Franca
>>>>>>>>>>> <[hidden
>>>>>>>>>>> > email] <http:///user/SendEmail.jtp?type=node&node=7588477&i=0
>>>>>>>>>>> <http://user/SendEmail.jtp?type=node&node=7588477&i=0>>> wrote:
>>>>>>>>>>> >
>>>>>>>>>>> >> Hi,
>>>>>>>>>>> >> Please, someone that could help me. I'm working in a
>>>>>>>>>>> pre-doctorate
>>>>>>>>>>> >> project and I need this class to work.
>>>>>>>>>>> >> I've read the chapter 13 in the ITK Software Guide on how to
>>>>>>>>>>> write a
>>>>>>>>>>> >> filter and now I see the fact of the threads due to
>>>>>>>>>>> inheritance of
>>>>>>>>>>> >> ImageToImageFilter.
>>>>>>>>>>> >> But, I keep on without understanding why the code crashes
>>>>>>>>>>> just when
>>>>>>>>>>> >> calling
>>>>>>>>>>> >> *const PixelType p3 = maskIter.GetPixel(iter->first);*
>>>>>>>>>>> >> It is just a call to read data, not to write.
>>>>>>>>>>> >>
>>>>>>>>>>> >> I guess somebody that had worked with creation of filters
>>>>>>>>>>> might see
>>>>>>>>>>> >> "easily" the problem, but not me.
>>>>>>>>>>> >>
>>>>>>>>>>> >> So, again, please, I need someone to help me with this
>>>>>>>>>>> because I'm stuck
>>>>>>>>>>> >> on this point.
>>>>>>>>>>> >>
>>>>>>>>>>> >> Thank you very much.
>>>>>>>>>>> >> KR.
>>>>>>>>>>> >> /Francisco
>>>>>>>>>>> >>
>>>>>>>>>>> >> 2016-02-10 12:53 GMT+01:00 Francisco Lopez de la Franca
>>>>>>>>>>> <[hidden email]
>>>>>>>>>>> >> <http:///user/SendEmail.jtp?type=node&node=7588477&i=1
>>>>>>>>>>> <http://user/SendEmail.jtp?type=node&node=7588477&i=1>>>:
>>>>>>>>>>> >>
>>>>>>>>>>> >>> Hi Bradley again.
>>>>>>>>>>> >>> I'm modifying your class in order to be able to set a mask
>>>>>>>>>>> image (a
>>>>>>>>>>> >>> binary image) to be used as a limit in the histogram
>>>>>>>>>>> calculations, I mean,
>>>>>>>>>>> >>> I set an input, a mask and the class should take into
>>>>>>>>>>> account to calculate
>>>>>>>>>>> >>> the histograms only the voxels that belong to the input and
>>>>>>>>>>> to the mask
>>>>>>>>>>> >>> image and having the value 1 in the mask image.
>>>>>>>>>>> >>> The changes seem to be easy but I don´t know why my tests
>>>>>>>>>>> are not
>>>>>>>>>>> >>> working. It seems that 2 threads are working at the same
>>>>>>>>>>> time and when I
>>>>>>>>>>> >>> added my mask iterator, the code crashes.
>>>>>>>>>>> >>>
>>>>>>>>>>> >>> *** Consider that the input and mask images are the same
>>>>>>>>>>> origin, spacing
>>>>>>>>>>> >>> and size.
>>>>>>>>>>> >>>
>>>>>>>>>>> >>> I attach the main changes I've done, and I would thank you a
>>>>>>>>>>> lot if you
>>>>>>>>>>> >>> don't mind having a look and help me to find what I'm doing
>>>>>>>>>>> wrong:
>>>>>>>>>>> >>>
>>>>>>>>>>> >>> template< class TImageType, class TOutputImage >
>>>>>>>>>>> >>> void
>>>>>>>>>>> >>> TextureFeatureImageFilterV2< TImageType, TOutputImage
>>>>>>>>>>> >::*SetInput*(InputImageType
>>>>>>>>>>> >>> *image)
>>>>>>>>>>> >>> {
>>>>>>>>>>> >>>   // Process object is not const-correct so the const_cast
>>>>>>>>>>> is required
>>>>>>>>>>> >>> here
>>>>>>>>>>> >>>   this->ProcessObject::SetNthInput( 0,
>>>>>>>>>>> >>>                                     const_cast<
>>>>>>>>>>> InputImageType * >(
>>>>>>>>>>> >>> image ) );
>>>>>>>>>>> >>> }
>>>>>>>>>>> >>>
>>>>>>>>>>> >>> template< class TImageType, class TOutputImage >
>>>>>>>>>>> >>> void
>>>>>>>>>>> >>> TextureFeatureImageFilterV2< TImageType, TOutputImage
>>>>>>>>>>> >::*SetMaskImage*(InputImageType
>>>>>>>>>>> >>> *image)
>>>>>>>>>>> >>> {
>>>>>>>>>>> >>>   // Process object is not const-correct so the const_cast
>>>>>>>>>>> is required
>>>>>>>>>>> >>> here
>>>>>>>>>>> >>>   this->ProcessObject::SetNthInput( 1, const_cast<
>>>>>>>>>>> InputImageType * >(
>>>>>>>>>>> >>> image ) );
>>>>>>>>>>> >>>
>>>>>>>>>>> >>>   _maskImage = image; // _maskImage is a private member
>>>>>>>>>>> >>> }
>>>>>>>>>>> >>>
>>>>>>>>>>> >>> In the *ThreadedGenerateData*(const RegionType&
>>>>>>>>>>> outputRegionForThread,
>>>>>>>>>>> >>> ThreadIdType threadId ) method:
>>>>>>>>>>> >>> {
>>>>>>>>>>> >>>
>>>>>>>>>>> >>> ...
>>>>>>>>>>> >>>
>>>>>>>>>>> >>>   for ( fit = faceList.begin(); fit != faceList.end(); ++fit
>>>>>>>>>>> )
>>>>>>>>>>> >>>     {
>>>>>>>>>>> >>>     NeighborhoodIteratorType nIter( radius, input, *fit );
>>>>>>>>>>> >>>     *NeighborhoodIteratorType maskIter( radius, _maskImage,
>>>>>>>>>>> *fit);*
>>>>>>>>>>> >>>     OutputIterator           outIter(output, *fit);
>>>>>>>>>>> >>>
>>>>>>>>>>> >>>     OutputPixelType out;
>>>>>>>>>>> >>>     NumericTraits<OutputPixelType>::SetLength( out,
>>>>>>>>>>> >>> this->GetNumberOfOutputComponents() );
>>>>>>>>>>> >>>
>>>>>>>>>>> >>>     while( !nIter.IsAtEnd() )
>>>>>>>>>>> >>>       {
>>>>>>>>>>> >>>       this->FillHistogram( *histogram, nIter, *maskIter *);
>>>>>>>>>>> >>>
>>>>>>>>>>> >>>       ...
>>>>>>>>>>> >>>
>>>>>>>>>>> >>>       ++nIter;
>>>>>>>>>>> >>>       ++outIter;
>>>>>>>>>>> >>>      * ++maskIter;*
>>>>>>>>>>> >>>     ...
>>>>>>>>>>> >>>
>>>>>>>>>>> >>> In the *FillHistogram *method:
>>>>>>>>>>> >>> {
>>>>>>>>>>> >>>
>>>>>>>>>>> >>> ...
>>>>>>>>>>> >>>
>>>>>>>>>>> >>>   while( iter != m_CooccurenceOffsetVector.end() )
>>>>>>>>>>> >>>     {
>>>>>>>>>>> >>>
>>>>>>>>>>> >>>     const PixelType p1 = niter.GetPixel(iter->first);
>>>>>>>>>>> >>>     const PixelType p2 = niter.GetPixel(iter->second);
>>>>>>>>>>> >>>     std::cout << "Before p3" << std::endl;
>>>>>>>>>>> >>>
>>>>>>>>>>> >>> *    const PixelType p3 = maskIter.GetPixel(iter->first);
>>>>>>>>>>> *std::cout
>>>>>>>>>>> >>> << "After p3: " << p3 << std::endl;
>>>>>>>>>>> >>>
>>>>>>>>>>> >>> *    const PixelType p4 = maskIter.GetPixel(iter->second);
>>>>>>>>>>>  *
>>>>>>>>>>> >>> std::cout << "After p4: " << p4 << std::endl;
>>>>>>>>>>> >>>
>>>>>>>>>>> >>>     if (    p1 >= m_Min && p2 >= m_Min && p1 <= m_Max && p2
>>>>>>>>>>> <= m_Max
>>>>>>>>>>> >>>             *&& p3 == _insidePixelValue && p4 ==
>>>>>>>>>>> _insidePixelValue* )
>>>>>>>>>>> >>> // The point
>>>>>>>>>>> >>>       {
>>>>>>>>>>> >>>
>>>>>>>>>>> >>> ...
>>>>>>>>>>> >>>
>>>>>>>>>>> >>>
>>>>>>>>>>> >>> *THE CODE PRINTS TWICE "BEFORE P3" AND CRASHES.*
>>>>>>>>>>> >>>
>>>>>>>>>>> >>> Thank you so much.
>>>>>>>>>>> >>> My kind regards.
>>>>>>>>>>> >>> /Paco
>>>>>>>>>>> >>>
>>>>>>>>>>> >>> 2016-01-25 12:50 GMT+01:00 Francisco Lopez de la Franca
>>>>>>>>>>> <[hidden email]
>>>>>>>>>>> >>> <http:///user/SendEmail.jtp?type=node&node=7588477&i=2
>>>>>>>>>>> <http://user/SendEmail.jtp?type=node&node=7588477&i=2>>>:
>>>>>>>>>>> >>>
>>>>>>>>>>> >>>> Hello Bradley again.
>>>>>>>>>>> >>>> Sorry but I'd like to re-open this issue because I need
>>>>>>>>>>> your class but
>>>>>>>>>>> >>>> with some modification.
>>>>>>>>>>> >>>> I pass to tell you.
>>>>>>>>>>> >>>>
>>>>>>>>>>> >>>> As my tests with your external class were not good taking
>>>>>>>>>>> into account
>>>>>>>>>>> >>>> the performance, I wonder if you could create a variant of
>>>>>>>>>>> it, but in which
>>>>>>>>>>> >>>> I can set a mask image and your class just return the
>>>>>>>>>>> VectorImage with all
>>>>>>>>>>> >>>> the features for that region (the masked locations) as
>>>>>>>>>>> >>>> itk::ScalarImageToTextureFeaturesFilter class does.
>>>>>>>>>>> >>>> I mean, to get the vector image with all the features but
>>>>>>>>>>> just
>>>>>>>>>>> >>>> calculate it for the regions belonging to the mask image.
>>>>>>>>>>> Positions not
>>>>>>>>>>> >>>> belonging to the mask region could have a pixel value of 0,
>>>>>>>>>>> for instance.
>>>>>>>>>>> >>>>
>>>>>>>>>>> >>>> I don´t know if it is very costly for you,  but I would
>>>>>>>>>>> thank you so
>>>>>>>>>>> >>>> much. Otherwise, I could try it but I'd need your
>>>>>>>>>>> suggestions on how to do
>>>>>>>>>>> >>>> it.
>>>>>>>>>>> >>>>
>>>>>>>>>>> >>>> Thanks a lot.
>>>>>>>>>>> >>>> Best regards.
>>>>>>>>>>> >>>>
>>>>>>>>>>> >>>> 2015-09-30 23:38 GMT+02:00 Francisco Lopez de la Franca
>>>>>>>>>>> <[hidden email]
>>>>>>>>>>> >>>> <http:///user/SendEmail.jtp?type=node&node=7588477&i=3
>>>>>>>>>>> <http://user/SendEmail.jtp?type=node&node=7588477&i=3>>>:
>>>>>>>>>>> >>>>
>>>>>>>>>>> >>>>> Hello Bradley again,
>>>>>>>>>>> >>>>> I would like to ask you for a couple of favours. In the
>>>>>>>>>>> one hand,
>>>>>>>>>>> >>>>> could you please send me your 3D image so that I can test
>>>>>>>>>>> on it? And on the
>>>>>>>>>>> >>>>> other hand, could you test the example I have referenced
>>>>>>>>>>> in the previous
>>>>>>>>>>> >>>>> email with your image, not changing anything in the code,
>>>>>>>>>>> such as it is,
>>>>>>>>>>> >>>>> and tell me if the execution time is normal?
>>>>>>>>>>> >>>>> Thank you very much.
>>>>>>>>>>> >>>>> Regards,
>>>>>>>>>>> >>>>> /Francisco
>>>>>>>>>>> >>>>>
>>>>>>>>>>> >>>>> PS: All my application trace is printed via standard
>>>>>>>>>>> 'cout' command,
>>>>>>>>>>> >>>>> not due to a debugging compilation mode.
>>>>>>>>>>> >>>>>
>>>>>>>>>>> >>>>>
>>>>>>>>>>> >>>>> El miércoles, 30 de septiembre de 2015, Bradley Lowekamp
>>>>>>>>>>> <[hidden
>>>>>>>>>>> >>>>> email] <
>>>>>>>>>>> http:///user/SendEmail.jtp?type=node&node=7588477&i=4
>>>>>>>>>>> <http://user/SendEmail.jtp?type=node&node=7588477&i=4>>>
>>>>>>>>>>> >>>>> escribió:
>>>>>>>>>>> >>>>>
>>>>>>>>>>> >>>>>> Hello,
>>>>>>>>>>> >>>>>>
>>>>>>>>>>> >>>>>> Did you compile TextureFeatureImage in Release mode?
>>>>>>>>>>> >>>>>>
>>>>>>>>>>> >>>>>> 1) The filter does not scale well with a large radius.
>>>>>>>>>>> And given by
>>>>>>>>>>> >>>>>> your initial report of print a very large number of
>>>>>>>>>>> offset you, it sounds
>>>>>>>>>>> >>>>>> like you are using a large radius with many offsets. I
>>>>>>>>>>> created a
>>>>>>>>>>> >>>>>> 224x224x300 unsigned short image and ran with the default
>>>>>>>>>>> offset and a
>>>>>>>>>>> >>>>>> radius of 2 in 5 minutes on my laptop. When I wrote this
>>>>>>>>>>> filter is was ~10x
>>>>>>>>>>> >>>>>> faster than this example... things change though...
>>>>>>>>>>> >>>>>>
>>>>>>>>>>> >>>>>>
>>>>>>>>>>> >>>>>> 2) I sounds like the boundaries/limits of the histogram
>>>>>>>>>>> may be
>>>>>>>>>>> >>>>>> clipping you values. I would inspect the co-occurance
>>>>>>>>>>> matrix.
>>>>>>>>>>> >>>>>>
>>>>>>>>>>> >>>>>>
>>>>>>>>>>> >>>>>> HTH,
>>>>>>>>>>> >>>>>> Brad
>>>>>>>>>>> >>>>>>
>>>>>>>>>>> >>>>>> On Sep 30, 2015, at 3:28 AM, Francisco Lopez de la Franca
>>>>>>>>>>> <[hidden
>>>>>>>>>>> >>>>>> email] <
>>>>>>>>>>> http:///user/SendEmail.jtp?type=node&node=7588477&i=5
>>>>>>>>>>> <http://user/SendEmail.jtp?type=node&node=7588477&i=5>>>
>>>>>>>>>>> >>>>>> wrote:
>>>>>>>>>>> >>>>>>
>>>>>>>>>>> >>>>>> I've tested with itkTextureFeatureImageFilter, with
>>>>>>>>>>> >>>>>> itk::ScalarImageToTextureFeaturesFilter and also with the
>>>>>>>>>>> >>>>>>
>>>>>>>>>>> http://itk.org/Wiki/ITK/Examples/Statistics/TextureFeatures
>>>>>>>>>>> example,
>>>>>>>>>>> >>>>>> for a 3D image and here are my comments:
>>>>>>>>>>> >>>>>>
>>>>>>>>>>> >>>>>>
>>>>>>>>>>> >>>>>> 1. I had to interrupt the test after several hours and it
>>>>>>>>>>> kept on
>>>>>>>>>>> >>>>>> calculating. And this is for only a 3D image
>>>>>>>>>>> (224x224x300). I need to
>>>>>>>>>>> >>>>>> process around 35 images.
>>>>>>>>>>> >>>>>> 2. The result (texture features: entropy, energy,
>>>>>>>>>>> correlation, LH,
>>>>>>>>>>> >>>>>> inertia, CS and CP) for every voxel was: [1, 0, 1, 0, 0,
>>>>>>>>>>> 0, 7.83083e+247].
>>>>>>>>>>> >>>>>> These values were not what I expected based on my
>>>>>>>>>>> experience on another
>>>>>>>>>>> >>>>>> application I developed, but in that case, I calculated
>>>>>>>>>>> the texture
>>>>>>>>>>> >>>>>> features for an image as a whole, not voxel by voxel.
>>>>>>>>>>> >>>>>>
>>>>>>>>>>> >>>>>> Regards.
>>>>>>>>>>> >>>>>>
>>>>>>>>>>> >>>>>> 2015-09-30 8:46 GMT+02:00 vis <[hidden email]
>>>>>>>>>>> >>>>>> <http:///user/SendEmail.jtp?type=node&node=7588477&i=6
>>>>>>>>>>> <http://user/SendEmail.jtp?type=node&node=7588477&i=6>>>:
>>>>>>>>>>> >>>>>>
>>>>>>>>>>> >>>>>>> i yes i have tried radius = 3;
>>>>>>>>>>> >>>>>>> still no luck
>>>>>>>>>>> >>>>>>>
>>>>>>>>>>> >>>>>>> On Wed, Sep 30, 2015 at 12:06 PM, Francisco López-Franca
>>>>>>>>>>> [via ITK
>>>>>>>>>>> >>>>>>> Insight
>>>>>>>>>>> >>>>>>> Users] <[hidden email]
>>>>>>>>>>> >>>>>>> <http:///user/SendEmail.jtp?type=node&node=7588477&i=7
>>>>>>>>>>> <http://user/SendEmail.jtp?type=node&node=7588477&i=7>>> wrote:
>>>>>>>>>>> >>>>>>>
>>>>>>>>>>> >>>>>>> > Have you tried with a radius of 3 instead of 1?
>>>>>>>>>>> >>>>>>> >
>>>>>>>>>>> >>>>>>> > 2015-09-30 8:26 GMT+02:00 vis <[hidden email]
>>>>>>>>>>> >>>>>>> > <http:///user/SendEmail.jtp?type=node&node=7587961&i=0
>>>>>>>>>>> <http://user/SendEmail.jtp?type=node&node=7587961&i=0>>>:
>>>>>>>>>>> >>>>>>> >
>>>>>>>>>>> >>>>>>> >> hey Matt,
>>>>>>>>>>> >>>>>>> >> thanks for ur advice.. it did build successfully...
>>>>>>>>>>> but im not
>>>>>>>>>>> >>>>>>> able to run
>>>>>>>>>>> >>>>>>> >> the code for 2D png image... i tried to change the
>>>>>>>>>>> dimension to 2
>>>>>>>>>>> >>>>>>> and
>>>>>>>>>>> >>>>>>> >> build
>>>>>>>>>>> >>>>>>> >> it which it did.. but when i run the code using the
>>>>>>>>>>> command
>>>>>>>>>>> >>>>>>> >> line itkTextureFeatureImageFilterTest.exe cthead.png
>>>>>>>>>>> putput.png
>>>>>>>>>>> >>>>>>> 1... i see
>>>>>>>>>>> >>>>>>> >> this output
>>>>>>>>>>> >>>>>>> >>
>>>>>>>>>>> >>>>>>> >> offset: [-1, -1] [0, -1]
>>>>>>>>>>> >>>>>>> >> offset: [0, -1] [1, -1]
>>>>>>>>>>> >>>>>>> >> offset: [-1, 0] [0, 0]
>>>>>>>>>>> >>>>>>> >> offset: [0, 0] [1, 0]
>>>>>>>>>>> >>>>>>> >> offset: [-1, 1] [0, 1]
>>>>>>>>>>> >>>>>>> >> offset: [0, 1] [1, 1] and it asks for abort the
>>>>>>>>>>> program... if pls
>>>>>>>>>>> >>>>>>> tel me
>>>>>>>>>>> >>>>>>> >> how can i modify this code to work wid 2d image...
>>>>>>>>>>> forgive me if
>>>>>>>>>>> >>>>>>> my ques
>>>>>>>>>>> >>>>>>> >> are really silly im trying to learn something..
>>>>>>>>>>> >>>>>>> >> regards
>>>>>>>>>>> >>>>>>> >> Vis
>>>>>>>>>>> >>>>>>> >>
>>>>>>>>>>> >>>>>>> >> On Wed, Sep 30, 2015 at 2:56 AM, Matt McCormick-2
>>>>>>>>>>> [via ITK
>>>>>>>>>>> >>>>>>> Insight Users]
>>>>>>>>>>> >>>>>>> >> <
>>>>>>>>>>> >>>>>>> >> [hidden email] <
>>>>>>>>>>> >>>>>>> http:///user/SendEmail.jtp?type=node&node=7587961&i=1
>>>>>>>>>>> <http://user/SendEmail.jtp?type=node&node=7587961&i=1>>>
>>>>>>>>>>> >>>>>>> >> wrote:
>>>>>>>>>>> >>>>>>> >>
>>>>>>>>>>> >>>>>>> >> > Hi,
>>>>>>>>>>> >>>>>>> >> >
>>>>>>>>>>> >>>>>>> >> > The function:
>>>>>>>>>>> >>>>>>> >> >
>>>>>>>>>>> >>>>>>> >> >   itkTextureFeatureImageFilterTest(int argc, char
>>>>>>>>>>> *argv[])
>>>>>>>>>>> >>>>>>> >> >
>>>>>>>>>>> >>>>>>> >> > must be renamed to
>>>>>>>>>>> >>>>>>> >> >
>>>>>>>>>>> >>>>>>> >> >   main(int argc, char* argv[])
>>>>>>>>>>> >>>>>>> >> >
>>>>>>>>>>> >>>>>>> >> > HTH,
>>>>>>>>>>> >>>>>>> >> > Matt
>>>>>>>>>>> >>>>>>> >> >
>>>>>>>>>>> >>>>>>> >> > On Tue, Sep 29, 2015 at 6:08 AM, vis <[hidden email]
>>>>>>>>>>> >>>>>>> >> > <
>>>>>>>>>>> http:///user/SendEmail.jtp?type=node&node=7587952&i=0
>>>>>>>>>>> <http://user/SendEmail.jtp?type=node&node=7587952&i=0>>> wrote:
>>>>>>>>>>> >>>>>>> >> >
>>>>>>>>>>> >>>>>>> >> > > hi all,
>>>>>>>>>>> >>>>>>> >> > > im trying to build the
>>>>>>>>>>> itkTextureFeatureImageFilterTest.cxx
>>>>>>>>>>> >>>>>>> code but
>>>>>>>>>>> >>>>>>> >> im
>>>>>>>>>>> >>>>>>> >> > not
>>>>>>>>>>> >>>>>>> >> > > able to it is showing the following error
>>>>>>>>>>> >>>>>>> >> > > 1>------ Rebuild All started: Project: ZERO_CHECK,
>>>>>>>>>>> >>>>>>> Configuration:
>>>>>>>>>>> >>>>>>> >> Debug
>>>>>>>>>>> >>>>>>> >> > x64
>>>>>>>>>>> >>>>>>> >> > > ------
>>>>>>>>>>> >>>>>>> >> > > 1>  Checking Build System
>>>>>>>>>>> >>>>>>> >> > > 1>  CMake does not need to re-run because
>>>>>>>>>>> >>>>>>> >> > >
>>>>>>>>>>> >>>>>>>
>>>>>>>>>>> D:/ITK_VTK_EX/My_ITK_Ex/seg/Texture/test/bin/CMakeFiles/generate.stamp
>>>>>>>>>>> >>>>>>> >> > is
>>>>>>>>>>> >>>>>>> >> > > up-to-date.
>>>>>>>>>>> >>>>>>> >> > > 2>------ Rebuild All started: Project:
>>>>>>>>>>> >>>>>>> >> itkTextureFeatureImageFilterTest,
>>>>>>>>>>> >>>>>>> >> > > Configuration: Debug x64 ------
>>>>>>>>>>> >>>>>>> >> > > 2>  Building Custom Rule
>>>>>>>>>>> >>>>>>> >> > >
>>>>>>>>>>> D:/ITK_VTK_EX/My_ITK_Ex/seg/Texture/test/CMakeLists.txt
>>>>>>>>>>> >>>>>>> >> > > 2>  CMake does not need to re-run because
>>>>>>>>>>> >>>>>>> >> > >
>>>>>>>>>>> >>>>>>>
>>>>>>>>>>> D:\ITK_VTK_EX\My_ITK_Ex\seg\Texture\test\bin\CMakeFiles\generate.stamp
>>>>>>>>>>> >>>>>>> >> > is
>>>>>>>>>>> >>>>>>> >> > > up-to-date.
>>>>>>>>>>> >>>>>>> >> > > 2>  itkTextureFeatureImageFilterTest.cxx
>>>>>>>>>>> >>>>>>> >> > > 2>C:\Program Files (x86)\Microsoft Visual Studio
>>>>>>>>>>> >>>>>>> >> > > 11.0\VC\include\xutility(2176): warning C4996:
>>>>>>>>>>> >>>>>>> 'std::_Copy_impl':
>>>>>>>>>>> >>>>>>> >> > Function
>>>>>>>>>>> >>>>>>> >> > > call with parameters that may be unsafe - this
>>>>>>>>>>> call relies on
>>>>>>>>>>> >>>>>>> the
>>>>>>>>>>> >>>>>>> >> caller
>>>>>>>>>>> >>>>>>> >> > to
>>>>>>>>>>> >>>>>>> >> > > check that the passed values are correct. To
>>>>>>>>>>> disable this
>>>>>>>>>>> >>>>>>> warning, use
>>>>>>>>>>> >>>>>>> >> > > -D_SCL_SECURE_NO_WARNINGS. See documentation on
>>>>>>>>>>> how to use
>>>>>>>>>>> >>>>>>> Visual C++
>>>>>>>>>>> >>>>>>> >> > > 'Checked Iterators'
>>>>>>>>>>> >>>>>>> >> > > 2>          C:\Program Files (x86)\Microsoft
>>>>>>>>>>> Visual Studio
>>>>>>>>>>> >>>>>>> >> > > 11.0\VC\include\xutility(2157) : see declaration
>>>>>>>>>>> of
>>>>>>>>>>> >>>>>>> 'std::_Copy_impl'
>>>>>>>>>>> >>>>>>> >> > > 2>
>>>>>>>>>>> >>>>>>> >> > >
>>>>>>>>>>> >>>>>>> >>
>>>>>>>>>>> >>>>>>>
>>>>>>>>>>> c:\itk\source\modules\io\imagebase\include\itkImageFileReader.hxx(439) :
>>>>>>>>>>> >>>>>>> >> > see
>>>>>>>>>>> >>>>>>> >> > > reference to function template instantiation
>>>>>>>>>>> '_OutIt
>>>>>>>>>>> >>>>>>> std::copy<const
>>>>>>>>>>> >>>>>>> >> > > unsigned char*,unsigned
>>>>>>>>>>> char*>(_InIt,_InIt,_OutIt)' being
>>>>>>>>>>> >>>>>>> compiled
>>>>>>>>>>> >>>>>>> >> > > 2>          with
>>>>>>>>>>> >>>>>>> >> > > 2>          [
>>>>>>>>>>> >>>>>>> >> > > 2>              _OutIt=unsigned char *,
>>>>>>>>>>> >>>>>>> >> > > 2>              _InIt=const unsigned char *
>>>>>>>>>>> >>>>>>> >> > > 2>          ]
>>>>>>>>>>> >>>>>>> >> > > 2>
>>>>>>>>>>> >>>>>>> >> > >
>>>>>>>>>>> >>>>>>> >>
>>>>>>>>>>> >>>>>>>
>>>>>>>>>>> c:\itk\source\modules\io\imagebase\include\itkImageFileReader.hxx(353) :
>>>>>>>>>>> >>>>>>> >> > > while compiling class template member function
>>>>>>>>>>> 'void
>>>>>>>>>>> >>>>>>> >> > >
>>>>>>>>>>> itk::ImageFileReader<TOutputImage>::GenerateData(void)'
>>>>>>>>>>> >>>>>>> >> > > 2>          with
>>>>>>>>>>> >>>>>>> >> > > 2>          [
>>>>>>>>>>> >>>>>>> >> > > 2>              TOutputImage=InputImageType
>>>>>>>>>>> >>>>>>> >> > > 2>          ]
>>>>>>>>>>> >>>>>>> >> > > 2>
>>>>>>>>>>> >>>>>>> >> > >
>>>>>>>>>>> >>>>>>> >> >
>>>>>>>>>>> >>>>>>> >>
>>>>>>>>>>> >>>>>>>
>>>>>>>>>>> D:\ITK_VTK_EX\My_ITK_Ex\seg\Texture\test\itkTextureFeatureImageFilterTest.cxx(47)
>>>>>>>>>>> >>>>>>> >> >
>>>>>>>>>>> >>>>>>> >> > > : see reference to class template instantiation
>>>>>>>>>>> >>>>>>> >> > > 'itk::ImageFileReader<TOutputImage>' being
>>>>>>>>>>> compiled
>>>>>>>>>>> >>>>>>> >> > > 2>          with
>>>>>>>>>>> >>>>>>> >> > > 2>          [
>>>>>>>>>>> >>>>>>> >> > > 2>              TOutputImage=InputImageType
>>>>>>>>>>> >>>>>>> >> > > 2>          ]
>>>>>>>>>>> >>>>>>> >> > > 2>          C:\Program Files (x86)\Microsoft
>>>>>>>>>>> Visual Studio
>>>>>>>>>>> >>>>>>> >> > > 11.0\VC\include\xutility(2157) : see declaration
>>>>>>>>>>> of
>>>>>>>>>>> >>>>>>> 'std::_Copy_impl'
>>>>>>>>>>> >>>>>>> >> > > 2>          C:\Program Files (x86)\Microsoft
>>>>>>>>>>> Visual Studio
>>>>>>>>>>> >>>>>>> >> > > 11.0\VC\include\xutility(2157) : see declaration
>>>>>>>>>>> of
>>>>>>>>>>> >>>>>>> 'std::_Copy_impl'
>>>>>>>>>>> >>>>>>> >> > > 2>          C:\Program Files (x86)\Microsoft
>>>>>>>>>>> Visual Studio
>>>>>>>>>>> >>>>>>> >> > > 11.0\VC\include\xutility(2157) : see declaration
>>>>>>>>>>> of
>>>>>>>>>>> >>>>>>> 'std::_Copy_impl'
>>>>>>>>>>> >>>>>>> >> > > 2>     Creating library
>>>>>>>>>>> >>>>>>> >> > >
>>>>>>>>>>> >>>>>>> >> >
>>>>>>>>>>> >>>>>>> >>
>>>>>>>>>>> >>>>>>>
>>>>>>>>>>> D:/ITK_VTK_EX/My_ITK_Ex/seg/Texture/test/bin/Debug/itkTextureFeatureImageFilterTest.lib
>>>>>>>>>>> >>>>>>> >> >
>>>>>>>>>>> >>>>>>> >> > > and object
>>>>>>>>>>> >>>>>>> >> > >
>>>>>>>>>>> >>>>>>> >> >
>>>>>>>>>>> >>>>>>> >>
>>>>>>>>>>> >>>>>>>
>>>>>>>>>>> D:/ITK_VTK_EX/My_ITK_Ex/seg/Texture/test/bin/Debug/itkTextureFeatureImageFilterTest.exp
>>>>>>>>>>> >>>>>>> >> >
>>>>>>>>>>> >>>>>>> >> > > 2>MSVCRTD.lib(crtexe.obj) : error LNK2019:
>>>>>>>>>>> unresolved
>>>>>>>>>>> >>>>>>> external symbol
>>>>>>>>>>> >>>>>>> >> > main
>>>>>>>>>>> >>>>>>> >> > > referenced in function __tmainCRTStartup
>>>>>>>>>>> >>>>>>> >> > >
>>>>>>>>>>> >>>>>>> >> >
>>>>>>>>>>> >>>>>>> >>
>>>>>>>>>>> >>>>>>>
>>>>>>>>>>> 2>D:\ITK_VTK_EX\My_ITK_Ex\seg\Texture\test\bin\Debug\itkTextureFeatureImageFilterTest.exe
>>>>>>>>>>> >>>>>>> >> >
>>>>>>>>>>> >>>>>>> >> > > : fatal error LNK1120: 1 unresolved externals
>>>>>>>>>>> >>>>>>> >> > > 3>------ Rebuild All started: Project: ALL_BUILD,
>>>>>>>>>>> >>>>>>> Configuration: Debug
>>>>>>>>>>> >>>>>>> >> > x64
>>>>>>>>>>> >>>>>>> >> > > ------
>>>>>>>>>>> >>>>>>> >> > > 3>  Building Custom Rule
>>>>>>>>>>> >>>>>>> >> > >
>>>>>>>>>>> D:/ITK_VTK_EX/My_ITK_Ex/seg/Texture/test/CMakeLists.txt
>>>>>>>>>>> >>>>>>> >> > > 3>  CMake does not need to re-run because
>>>>>>>>>>> >>>>>>> >> > >
>>>>>>>>>>> >>>>>>>
>>>>>>>>>>> D:\ITK_VTK_EX\My_ITK_Ex\seg\Texture\test\bin\CMakeFiles\generate.stamp
>>>>>>>>>>> >>>>>>> >> > is
>>>>>>>>>>> >>>>>>> >> > > up-to-date.
>>>>>>>>>>> >>>>>>> >> > > ========== Rebuild All: 2 succeeded, 1 failed, 0
>>>>>>>>>>> skipped
>>>>>>>>>>> >>>>>>> ==========
>>>>>>>>>>> >>>>>>> >> > > im using the follwing CMakeList.txt
>>>>>>>>>>> >>>>>>> >> > > # This is the root ITK CMakeLists file.
>>>>>>>>>>> >>>>>>> >> > > cmake_minimum_required(VERSION 2.4)
>>>>>>>>>>> >>>>>>> >> > > if(COMMAND CMAKE_POLICY)
>>>>>>>>>>> >>>>>>> >> > >   cmake_policy(SET CMP0003 NEW)
>>>>>>>>>>> >>>>>>> >> > > endif()
>>>>>>>>>>> >>>>>>> >> > >
>>>>>>>>>>> >>>>>>> >> > >
>>>>>>>>>>> >>>>>>> >> > > # This project is designed to be built outside
>>>>>>>>>>> the Insight
>>>>>>>>>>> >>>>>>> source
>>>>>>>>>>> >>>>>>> >> tree.
>>>>>>>>>>> >>>>>>> >> > > project(HelloWorld)
>>>>>>>>>>> >>>>>>> >> > >
>>>>>>>>>>> >>>>>>> >> > > # Find ITK.
>>>>>>>>>>> >>>>>>> >> > > find_package(ITK REQUIRED)
>>>>>>>>>>> >>>>>>> >> > > include(${ITK_USE_FILE})
>>>>>>>>>>> >>>>>>> >> > >
>>>>>>>>>>> >>>>>>> >> > > add_executable(itkTextureFeatureImageFilterTest
>>>>>>>>>>> >>>>>>> >> > > itkTextureFeatureImageFilterTest.cxx )
>>>>>>>>>>> >>>>>>> >> > >
>>>>>>>>>>> >>>>>>> >> > >
>>>>>>>>>>> target_link_libraries(itkTextureFeatureImageFilterTest
>>>>>>>>>>> >>>>>>> >> ${ITK_LIBRARIES})
>>>>>>>>>>> >>>>>>> >> > >
>>>>>>>>>>> >>>>>>> >> > > please tel me wat the error is??
>>>>>>>>>>> >>>>>>> >> > >
>>>>>>>>>>> >>>>>>> >> > >
>>>>>>>>>>> >>>>>>> >> > >
>>>>>>>>>>> >>>>>>> >> > > --
>>>>>>>>>>> >>>>>>> >> > > View this message in context:
>>>>>>>>>>> >>>>>>> >> >
>>>>>>>>>>> >>>>>>> >>
>>>>>>>>>>> >>>>>>>
>>>>>>>>>>> http://itk-insight-users.2283740.n2.nabble.com/ITK-users-Texture-pixel-by-pixel-tp7587867p7587935.html
>>>>>>>>>>> >>>>>>> >> > > Sent from the ITK Insight Users mailing list
>>>>>>>>>>> archive at
>>>>>>>>>>> >>>>>>> Nabble.com <http://nabble.com/>.
>>>>>>>>>>> >>>>>>> >> > > _____________________________________
>>>>>>>>>>> >>>>>>> >> > > Powered by www.kitware.com
>>>>>>>>>>> >>>>>>> >> > >
>>>>>>>>>>> >>>>>>> >> > > Visit other Kitware open-source projects at
>>>>>>>>>>> >>>>>>> >> > > http://www.kitware.com/opensource/opensource.html
>>>>>>>>>>> >>>>>>> >> > >
>>>>>>>>>>> >>>>>>> >> > > Kitware offers ITK Training Courses, for more
>>>>>>>>>>> information
>>>>>>>>>>> >>>>>>> visit:
>>>>>>>>>>> >>>>>>> >> > > http://www.kitware.com/products/protraining.php
>>>>>>>>>>> >>>>>>> >> > >
>>>>>>>>>>> >>>>>>> >> > > Please keep messages on-topic and check the ITK
>>>>>>>>>>> FAQ at:
>>>>>>>>>>> >>>>>>> >> > > http://www.itk.org/Wiki/ITK_FAQ
>>>>>>>>>>> >>>>>>> >> > >
>>>>>>>>>>> >>>>>>> >> > > Follow this link to subscribe/unsubscribe:
>>>>>>>>>>> >>>>>>> >> > >
>>>>>>>>>>> http://public.kitware.com/mailman/listinfo/insight-users
>>>>>>>>>>> >>>>>>> >> > _____________________________________
>>>>>>>>>>> >>>>>>> >> > Powered by www.kitware.com
>>>>>>>>>>> >>>>>>> >> >
>>>>>>>>>>> >>>>>>> >> > Visit other Kitware open-source projects at
>>>>>>>>>>> >>>>>>> >> > http://www.kitware.com/opensource/opensource.html
>>>>>>>>>>> >>>>>>> >> >
>>>>>>>>>>> >>>>>>> >> > Kitware offers ITK Training Courses, for more
>>>>>>>>>>> information visit:
>>>>>>>>>>> >>>>>>> >> > http://www.kitware.com/products/protraining.php
>>>>>>>>>>> >>>>>>> >> >
>>>>>>>>>>> >>>>>>> >> > Please keep messages on-topic and check the ITK FAQ
>>>>>>>>>>> at:
>>>>>>>>>>> >>>>>>> >> > http://www.itk.org/Wiki/ITK_FAQ
>>>>>>>>>>> >>>>>>> >> >
>>>>>>>>>>> >>>>>>> >> > Follow this link to subscribe/unsubscribe:
>>>>>>>>>>> >>>>>>> >> >
>>>>>>>>>>> http://public.kitware.com/mailman/listinfo/insight-users
>>>>>>>>>>> >>>>>>> >> >
>>>>>>>>>>> >>>>>>> >> >
>>>>>>>>>>> >>>>>>> >> > ------------------------------
>>>>>>>>>>> >>>>>>> >> > If you reply to this email, your message will be
>>>>>>>>>>> added to the
>>>>>>>>>>> >>>>>>> discussion
>>>>>>>>>>> >>>>>>> >> > below:
>>>>>>>>>>> >>>>>>> >> >
>>>>>>>>>>> >>>>>>> >> >
>>>>>>>>>>> >>>>>>> >>
>>>>>>>>>>> >>>>>>>
>>>>>>>>>>> http://itk-insight-users.2283740.n2.nabble.com/ITK-users-Texture-pixel-by-pixel-tp7587867p7587952.html
>>>>>>>>>>> >>>>>>> >> > To unsubscribe from [ITK-users] Texture pixel by
>>>>>>>>>>> pixel, click
>>>>>>>>>>> >>>>>>> here
>>>>>>>>>>> >>>>>>> >> > < > .
>>>>>>>>>>> >>>>>>> >> > NAML
>>>>>>>>>>> >>>>>>> >> > <
>>>>>>>>>>> >>>>>>> >>
>>>>>>>>>>> >>>>>>>
>>>>>>>>>>> http://itk-insight-users.2283740.n2.nabble.com/template/NamlServlet.jtp?macro=macro_viewer&id=instant_html%21nabble%3Aemail.naml&base=nabble.naml.namespaces.BasicNamespace-nabble.view.web.template.NabbleNamespace-nabble.naml.namespaces.BasicNamespace-nabble.view.web.template.NabbleNamespace-nabble.view.web.template.NodeNamespace&breadcrumbs=notify_subscribers%21nabble%3Aemail.naml-instant_emails%21nabble%3Aemail.naml-send_instant_email%21nabble%3Aemail.naml
>>>>>>>>>>> >>>>>>> >> >
>>>>>>>>>>> >>>>>>> >> >
>>>>>>>>>>> >>>>>>> >>
>>>>>>>>>>> >>>>>>> >>
>>>>>>>>>>> >>>>>>> >>
>>>>>>>>>>> >>>>>>> >>
>>>>>>>>>>> >>>>>>> >> --
>>>>>>>>>>> >>>>>>> >> View this message in context:
>>>>>>>>>>> >>>>>>> >>
>>>>>>>>>>> >>>>>>>
>>>>>>>>>>> http://itk-insight-users.2283740.n2.nabble.com/ITK-users-Texture-pixel-by-pixel-tp7587867p7587960.html
>>>>>>>>>>> >>>>>>> >> Sent from the ITK Insight Users mailing list archive
>>>>>>>>>>> at
>>>>>>>>>>> >>>>>>> Nabble.com <http://nabble.com/>.
>>>>>>>>>>> >>>>>>> >> _____________________________________
>>>>>>>>>>> >>>>>>> >> Powered by www.kitware.com
>>>>>>>>>>> >>>>>>> >>
>>>>>>>>>>> >>>>>>> >> Visit other Kitware open-source projects at
>>>>>>>>>>> >>>>>>> >> http://www.kitware.com/opensource/opensource.html
>>>>>>>>>>> >>>>>>> >>
>>>>>>>>>>> >>>>>>> >> Kitware offers ITK Training Courses, for more
>>>>>>>>>>> information visit:
>>>>>>>>>>> >>>>>>> >> http://www.kitware.com/products/protraining.php
>>>>>>>>>>> >>>>>>> >>
>>>>>>>>>>> >>>>>>> >> Please keep messages on-topic and check the ITK FAQ
>>>>>>>>>>> at:
>>>>>>>>>>> >>>>>>> >> http://www.itk.org/Wiki/ITK_FAQ
>>>>>>>>>>> >>>>>>> >>
>>>>>>>>>>> >>>>>>> >> Follow this link to subscribe/unsubscribe:
>>>>>>>>>>> >>>>>>> >>
>>>>>>>>>>> http://public.kitware.com/mailman/listinfo/insight-users
>>>>>>>>>>> >>>>>>> >>
>>>>>>>>>>> >>>>>>> >
>>>>>>>>>>> >>>>>>> >
>>>>>>>>>>> >>>>>>> > _____________________________________
>>>>>>>>>>> >>>>>>> > Powered by www.kitware.com
>>>>>>>>>>> >>>>>>> >
>>>>>>>>>>> >>>>>>> > Visit other Kitware open-source projects at
>>>>>>>>>>> >>>>>>> > http://www.kitware.com/opensource/opensource.html
>>>>>>>>>>> >>>>>>> >
>>>>>>>>>>> >>>>>>> > Kitware offers ITK Training Courses, for more
>>>>>>>>>>> information visit:
>>>>>>>>>>> >>>>>>> > http://www.kitware.com/products/protraining.php
>>>>>>>>>>> >>>>>>> >
>>>>>>>>>>> >>>>>>> > Please keep messages on-topic and check the ITK FAQ at:
>>>>>>>>>>> >>>>>>> > http://www.itk.org/Wiki/ITK_FAQ
>>>>>>>>>>> >>>>>>> >
>>>>>>>>>>> >>>>>>> > Follow this link to subscribe/unsubscribe:
>>>>>>>>>>> >>>>>>> >
>>>>>>>>>>> http://public.kitware.com/mailman/listinfo/insight-users
>>>>>>>>>>> >>>>>>> >
>>>>>>>>>>> >>>>>>> >
>>>>>>>>>>> >>>>>>> > ------------------------------
>>>>>>>>>>> >>>>>>> > If you reply to this email, your message will be added
>>>>>>>>>>> to the
>>>>>>>>>>> >>>>>>> discussion
>>>>>>>>>>> >>>>>>> > below:
>>>>>>>>>>> >>>>>>> >
>>>>>>>>>>> >>>>>>> >
>>>>>>>>>>> >>>>>>>
>>>>>>>>>>> http://itk-insight-users.2283740.n2.nabble.com/ITK-users-Texture-pixel-by-pixel-tp7587867p7587961.html
>>>>>>>>>>> >>>>>>> > To unsubscribe from [ITK-users] Texture pixel by
>>>>>>>>>>> pixel, click here
>>>>>>>>>>> >>>>>>> > < > .
>>>>>>>>>>> >>>>>>> > NAML
>>>>>>>>>>> >>>>>>> > <
>>>>>>>>>>> >>>>>>>
>>>>>>>>>>> http://itk-insight-users.2283740.n2.nabble.com/template/NamlServlet.jtp?macro=macro_viewer&id=instant_html%21nabble%3Aemail.naml&base=nabble.naml.namespaces.BasicNamespace-nabble.view.web.template.NabbleNamespace-nabble.naml.namespaces.BasicNamespace-nabble.view.web.template.NabbleNamespace-nabble.view.web.template.NodeNamespace&breadcrumbs=notify_subscribers%21nabble%3Aemail.naml-instant_emails%21nabble%3Aemail.naml-send_instant_email%21nabble%3Aemail.naml
>>>>>>>>>>> >>>>>>> >
>>>>>>>>>>> >>>>>>> >
>>>>>>>>>>> >>>>>>>
>>>>>>>>>>> >>>>>>>
>>>>>>>>>>> >>>>>>>
>>>>>>>>>>> >>>>>>>
>>>>>>>>>>> >>>>>>> --
>>>>>>>>>>> >>>>>>> View this message in context:
>>>>>>>>>>> >>>>>>>
>>>>>>>>>>> http://itk-insight-users.2283740.n2.nabble.com/ITK-users-Texture-pixel-by-pixel-tp7587867p7587963.html
>>>>>>>>>>> >>>>>>> Sent from the ITK Insight Users mailing list archive at
>>>>>>>>>>> Nabble.com <http://nabble.com/>.
>>>>>>>>>>> >>>>>>> _____________________________________
>>>>>>>>>>> >>>>>>> Powered by www.kitware.com
>>>>>>>>>>> >>>>>>>
>>>>>>>>>>> >>>>>>> Visit other Kitware open-source projects at
>>>>>>>>>>> >>>>>>> http://www.kitware.com/opensource/opensource.html
>>>>>>>>>>> >>>>>>>
>>>>>>>>>>> >>>>>>> Kitware offers ITK Training Courses, for more
>>>>>>>>>>> information visit:
>>>>>>>>>>> >>>>>>> http://www.kitware.com/products/protraining.php
>>>>>>>>>>> >>>>>>>
>>>>>>>>>>> >>>>>>> Please keep messages on-topic and check the ITK FAQ at:
>>>>>>>>>>> >>>>>>> http://www.itk.org/Wiki/ITK_FAQ
>>>>>>>>>>> >>>>>>>
>>>>>>>>>>> >>>>>>> Follow this link to subscribe/unsubscribe:
>>>>>>>>>>> >>>>>>> http://public.kitware.com/mailman/listinfo/insight-users
>>>>>>>>>>> >>>>>>>
>>>>>>>>>>> >>>>>>
>>>>>>>>>>> >>>>>> _____________________________________
>>>>>>>>>>> >>>>>> Powered by www.kitware.com
>>>>>>>>>>> >>>>>>
>>>>>>>>>>> >>>>>> Visit other Kitware open-source projects at
>>>>>>>>>>> >>>>>> http://www.kitware.com/opensource/opensource.html
>>>>>>>>>>> >>>>>>
>>>>>>>>>>> >>>>>> Kitware offers ITK Training Courses, for more information
>>>>>>>>>>> visit:
>>>>>>>>>>> >>>>>> http://www.kitware.com/products/protraining.php
>>>>>>>>>>> >>>>>>
>>>>>>>>>>> >>>>>> Please keep messages on-topic and check the ITK FAQ at:
>>>>>>>>>>> >>>>>> http://www.itk.org/Wiki/ITK_FAQ
>>>>>>>>>>> >>>>>>
>>>>>>>>>>> >>>>>> Follow this link to subscribe/unsubscribe:
>>>>>>>>>>> >>>>>> http://public.kitware.com/mailman/listinfo/insight-users
>>>>>>>>>>> >>>>>>
>>>>>>>>>>> >>>>>>
>>>>>>>>>>> >>>>>>
>>>>>>>>>>> >>>>
>>>>>>>>>>> >>>
>>>>>>>>>>> >>
>>>>>>>>>>> >> _____________________________________
>>>>>>>>>>> >> Powered by www.kitware.com
>>>>>>>>>>> >>
>>>>>>>>>>> >> Visit other Kitware open-source projects at
>>>>>>>>>>> >> http://www.kitware.com/opensource/opensource.html
>>>>>>>>>>> >>
>>>>>>>>>>> >> Kitware offers ITK Training Courses, for more information
>>>>>>>>>>> visit:
>>>>>>>>>>> >> http://www.kitware.com/products/protraining.php
>>>>>>>>>>> >>
>>>>>>>>>>> >> Please keep messages on-topic and check the ITK FAQ at:
>>>>>>>>>>> >> http://www.itk.org/Wiki/ITK_FAQ
>>>>>>>>>>> >>
>>>>>>>>>>> >> Follow this link to subscribe/unsubscribe:
>>>>>>>>>>> >> http://public.kitware.com/mailman/listinfo/insight-users
>>>>>>>>>>> >>
>>>>>>>>>>> >>
>>>>>>>>>>> >
>>>>>>>>>>> > _____________________________________
>>>>>>>>>>> > Powered by www.kitware.com
>>>>>>>>>>> >
>>>>>>>>>>> > Visit other Kitware open-source projects at
>>>>>>>>>>> > http://www.kitware.com/opensource/opensource.html
>>>>>>>>>>> >
>>>>>>>>>>> > Kitware offers ITK Training Courses, for more information
>>>>>>>>>>> visit:
>>>>>>>>>>> > http://www.kitware.com/products/protraining.php
>>>>>>>>>>> >
>>>>>>>>>>> > Please keep messages on-topic and check the ITK FAQ at:
>>>>>>>>>>> > http://www.itk.org/Wiki/ITK_FAQ
>>>>>>>>>>> >
>>>>>>>>>>> > Follow this link to subscribe/unsubscribe:
>>>>>>>>>>> > http://public.kitware.com/mailman/listinfo/insight-users
>>>>>>>>>>> >
>>>>>>>>>>> >
>>>>>>>>>>> > ------------------------------
>>>>>>>>>>> > If you reply to this email, your message will be added to the
>>>>>>>>>>> discussion
>>>>>>>>>>> > below:
>>>>>>>>>>> >
>>>>>>>>>>> >
>>>>>>>>>>> http://itk-insight-users.2283740.n2.nabble.com/ITK-users-Texture-pixel-by-pixel-tp7587867p7588477.html
>>>>>>>>>>> > To start a new topic under ITK Insight Users, email
>>>>>>>>>>> > [hidden email]
>>>>>>>>>>> <http://user/SendEmail.jtp?type=node&node=7588490&i=2>
>>>>>>>>>>> > To unsubscribe from ITK Insight Users, click here
>>>>>>>>>>> > < > .
>>>>>>>>>>> > NAML
>>>>>>>>>>> > <
>>>>>>>>>>> http://itk-insight-users.2283740.n2.nabble.com/template/NamlServlet.jtp?macro=macro_viewer&id=instant_html%21nabble%3Aemail.naml&base=nabble.naml.namespaces.BasicNamespace-nabble.view.web.template.NabbleNamespace-nabble.naml.namespaces.BasicNamespace-nabble.view.web.template.NabbleNamespace-nabble.naml.namespaces.BasicNamespace-nabble.view.web.template.NabbleNamespace-nabble.naml.namespaces.BasicNamespace-nabble.view.web.template.NabbleNamespace-nabble.naml.namespaces.BasicNamespace-nabble.view.web.template.NabbleNamespace-nabble.naml.namespaces.BasicNamespace-nabble.view.web.template.NabbleNamespace-nabble.naml.namespaces.BasicNamespace-nabble.view.web.template.NabbleNamespace-nabble.naml.namespaces.BasicNamespace-nabble.view.web.template.NabbleNamespace-nabble.view.web.template.NodeNamespace&breadcrumbs=notify_subscribers%21nabble%3Aemail.naml-instant_emails%21nabble%3Aemail.naml-send_instant_email%21nabble%3Aemail.naml
>>>>>>>>>>> >
>>>>>>>>>>> >
>>>>>>>>>>>
>>>>>>>>>>>
>>>>>>>>>>>
>>>>>>>>>>>
>>>>>>>>>>> --
>>>>>>>>>>> View this message in context:
>>>>>>>>>>> http://itk-insight-users.2283740.n2.nabble.com/ITK-users-Texture-pixel-by-pixel-tp7587867p7588483.html
>>>>>>>>>>> Sent from the ITK Insight Users mailing list archive at
>>>>>>>>>>> Nabble.com <http://nabble.com/>.
>>>>>>>>>>> _____________________________________
>>>>>>>>>>> Powered by www.kitware.com
>>>>>>>>>>>
>>>>>>>>>>> Visit other Kitware open-source projects at
>>>>>>>>>>> http://www.kitware.com/opensource/opensource.html
>>>>>>>>>>>
>>>>>>>>>>> Kitware offers ITK Training Courses, for more information visit:
>>>>>>>>>>> http://www.kitware.com/products/protraining.php
>>>>>>>>>>>
>>>>>>>>>>> Please keep messages on-topic and check the ITK FAQ at:
>>>>>>>>>>> http://www.itk.org/Wiki/ITK_FAQ
>>>>>>>>>>>
>>>>>>>>>>> Follow this link to subscribe/unsubscribe:
>>>>>>>>>>> http://public.kitware.com/mailman/listinfo/insight-users
>>>>>>>>>>>
>>>>>>>>>>
>>>>>>>>>>
>>>>>>>>>> _____________________________________
>>>>>>>>>> Powered by www.kitware.com
>>>>>>>>>>
>>>>>>>>>> Visit other Kitware open-source projects at
>>>>>>>>>> http://www.kitware.com/opensource/opensource.html
>>>>>>>>>>
>>>>>>>>>> Kitware offers ITK Training Courses, for more information visit:
>>>>>>>>>> http://www.kitware.com/products/protraining.php
>>>>>>>>>>
>>>>>>>>>> Please keep messages on-topic and check the ITK FAQ at:
>>>>>>>>>> http://www.itk.org/Wiki/ITK_FAQ
>>>>>>>>>>
>>>>>>>>>> Follow this link to subscribe/unsubscribe:
>>>>>>>>>> http://public.kitware.com/mailman/listinfo/insight-users
>>>>>>>>>>
>>>>>>>>>>
>>>>>>>>>> ------------------------------
>>>>>>>>>> If you reply to this email, your message will be added to the
>>>>>>>>>> discussion below:
>>>>>>>>>>
>>>>>>>>>> http://itk-insight-users.2283740.n2.nabble.com/ITK-users-Texture-pixel-by-pixel-tp7587867p7588490.html
>>>>>>>>>> To start a new topic under ITK Insight Users, email [hidden
>>>>>>>>>> email] <http://user/SendEmail.jtp?type=node&node=7588495&i=2>
>>>>>>>>>> To unsubscribe from ITK Insight Users, click here.
>>>>>>>>>> NAML
>>>>>>>>>> <http://itk-insight-users.2283740.n2.nabble.com/template/NamlServlet.jtp?macro=macro_viewer&id=instant_html%21nabble%3Aemail.naml&base=nabble.naml.namespaces.BasicNamespace-nabble.view.web.template.NabbleNamespace-nabble.naml.namespaces.BasicNamespace-nabble.view.web.template.NabbleNamespace-nabble.naml.namespaces.BasicNamespace-nabble.view.web.template.NabbleNamespace-nabble.naml.namespaces.BasicNamespace-nabble.view.web.template.NabbleNamespace-nabble.naml.namespaces.BasicNamespace-nabble.view.web.template.NabbleNamespace-nabble.naml.namespaces.BasicNamespace-nabble.view.web.template.NabbleNamespace-nabble.naml.namespaces.BasicNamespace-nabble.view.web.template.NabbleNamespace-nabble.naml.namespaces.BasicNamespace-nabble.view.web.template.NabbleNamespace-nabble.view.web.template.NodeNamespace&breadcrumbs=notify_subscribers%21nabble%3Aemail.naml-instant_emails%21nabble%3Aemail.naml-send_instant_email%21nabble%3Aemail.naml>
>>>>>>>>>>
>>>>>>>>>
>>>>>>>>>
>>>>>>>>> _____________________________________
>>>>>>>>> Powered by www.kitware.com
>>>>>>>>>
>>>>>>>>> Visit other Kitware open-source projects at
>>>>>>>>> http://www.kitware.com/opensource/opensource.html
>>>>>>>>>
>>>>>>>>> Kitware offers ITK Training Courses, for more information visit:
>>>>>>>>> http://www.kitware.com/products/protraining.php
>>>>>>>>>
>>>>>>>>> Please keep messages on-topic and check the ITK FAQ at:
>>>>>>>>> http://www.itk.org/Wiki/ITK_FAQ
>>>>>>>>>
>>>>>>>>> Follow this link to subscribe/unsubscribe:
>>>>>>>>> http://public.kitware.com/mailman/listinfo/insight-users
>>>>>>>>>
>>>>>>>>>
>>>>>>>>
>>>>>>>> _____________________________________
>>>>>>>> Powered by www.kitware.com
>>>>>>>>
>>>>>>>> Visit other Kitware open-source projects at
>>>>>>>> http://www.kitware.com/opensource/opensource.html
>>>>>>>>
>>>>>>>> Kitware offers ITK Training Courses, for more information visit:
>>>>>>>> http://www.kitware.com/products/protraining.php
>>>>>>>>
>>>>>>>> Please keep messages on-topic and check the ITK FAQ at:
>>>>>>>> http://www.itk.org/Wiki/ITK_FAQ
>>>>>>>>
>>>>>>>> Follow this link to subscribe/unsubscribe:
>>>>>>>> http://public.kitware.com/mailman/listinfo/insight-users
>>>>>>>>
>>>>>>>>
>>>>>>>> ------------------------------
>>>>>>>> If you reply to this email, your message will be added to the
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>>>>>>>>
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>>>>>>>> To start a new topic under ITK Insight Users, email [hidden email]
>>>>>>>> <http://user/SendEmail.jtp?type=node&node=7588505&i=3>
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>>>>>>>> NAML
>>>>>>>> <http://itk-insight-users.2283740.n2.nabble.com/template/NamlServlet.jtp?macro=macro_viewer&id=instant_html%21nabble%3Aemail.naml&base=nabble.naml.namespaces.BasicNamespace-nabble.view.web.template.NabbleNamespace-nabble.naml.namespaces.BasicNamespace-nabble.view.web.template.NabbleNamespace-nabble.naml.namespaces.BasicNamespace-nabble.view.web.template.NabbleNamespace-nabble.naml.namespaces.BasicNamespace-nabble.view.web.template.NabbleNamespace-nabble.naml.namespaces.BasicNamespace-nabble.view.web.template.NabbleNamespace-nabble.naml.namespaces.BasicNamespace-nabble.view.web.template.NabbleNamespace-nabble.naml.namespaces.BasicNamespace-nabble.view.web.template.NabbleNamespace-nabble.naml.namespaces.BasicNamespace-nabble.view.web.template.NabbleNamespace-nabble.view.web.template.NodeNamespace&breadcrumbs=notify_subscribers%21nabble%3Aemail.naml-instant_emails%21nabble%3Aemail.naml-send_instant_email%21nabble%3Aemail.naml>
>>>>>>>>
>>>>>>>
>>>>>>>
>>>>>>> _____________________________________
>>>>>>> Powered by www.kitware.com
>>>>>>>
>>>>>>> Visit other Kitware open-source projects at
>>>>>>> http://www.kitware.com/opensource/opensource.html
>>>>>>>
>>>>>>> Kitware offers ITK Training Courses, for more information visit:
>>>>>>> http://www.kitware.com/products/protraining.php
>>>>>>>
>>>>>>> Please keep messages on-topic and check the ITK FAQ at:
>>>>>>> http://www.itk.org/Wiki/ITK_FAQ
>>>>>>>
>>>>>>> Follow this link to subscribe/unsubscribe:
>>>>>>> http://public.kitware.com/mailman/listinfo/insight-users
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>>>>>>>
>>>>>> <tester.cpp>_____________________________________
>>>>>> Powered by www.kitware.com
>>>>>>
>>>>>> Visit other Kitware open-source projects at
>>>>>> http://www.kitware.com/opensource/opensource.html
>>>>>>
>>>>>> Kitware offers ITK Training Courses, for more information visit:
>>>>>> http://www.kitware.com/products/protraining.php
>>>>>>
>>>>>> Please keep messages on-topic and check the ITK FAQ at:
>>>>>> http://www.itk.org/Wiki/ITK_FAQ
>>>>>>
>>>>>> Follow this link to subscribe/unsubscribe:
>>>>>> http://public.kitware.com/mailman/listinfo/insight-users
>>>>>>
>>>>>>
>>>>>>
>>>>>> _____________________________________
>>>>>> Powered by www.kitware.com
>>>>>>
>>>>>> Visit other Kitware open-source projects at
>>>>>> http://www.kitware.com/opensource/opensource.html
>>>>>>
>>>>>> Kitware offers ITK Training Courses, for more information visit:
>>>>>> http://www.kitware.com/products/protraining.php
>>>>>>
>>>>>> Please keep messages on-topic and check the ITK FAQ at:
>>>>>> http://www.itk.org/Wiki/ITK_FAQ
>>>>>>
>>>>>> Follow this link to subscribe/unsubscribe:
>>>>>> http://public.kitware.com/mailman/listinfo/insight-users
>>>>>>
>>>>>>
>>>>>> ------------------------------
>>>>>> If you reply to this email, your message will be added to the
>>>>>> discussion below:
>>>>>>
>>>>>> http://itk-insight-users.2283740.n2.nabble.com/ITK-users-Texture-pixel-by-pixel-tp7587867p7588505.html
>>>>>> To start a new topic under ITK Insight Users, email [hidden email]
>>>>>> <http://user/SendEmail.jtp?type=node&node=7588513&i=2>
>>>>>> To unsubscribe from ITK Insight Users, click here.
>>>>>> NAML
>>>>>> <http://itk-insight-users.2283740.n2.nabble.com/template/NamlServlet.jtp?macro=macro_viewer&id=instant_html%21nabble%3Aemail.naml&base=nabble.naml.namespaces.BasicNamespace-nabble.view.web.template.NabbleNamespace-nabble.naml.namespaces.BasicNamespace-nabble.view.web.template.NabbleNamespace-nabble.naml.namespaces.BasicNamespace-nabble.view.web.template.NabbleNamespace-nabble.naml.namespaces.BasicNamespace-nabble.view.web.template.NabbleNamespace-nabble.naml.namespaces.BasicNamespace-nabble.view.web.template.NabbleNamespace-nabble.view.web.template.NodeNamespace&breadcrumbs=notify_subscribers%21nabble%3Aemail.naml-instant_emails%21nabble%3Aemail.naml-send_instant_email%21nabble%3Aemail.naml>
>>>>>>
>>>>>
>>>>>
>>>>> _____________________________________
>>>>> Powered by www.kitware.com
>>>>>
>>>>> Visit other Kitware open-source projects at
>>>>> http://www.kitware.com/opensource/opensource.html
>>>>>
>>>>> Kitware offers ITK Training Courses, for more information visit:
>>>>> http://www.kitware.com/products/protraining.php
>>>>>
>>>>> Please keep messages on-topic and check the ITK FAQ at:
>>>>> http://www.itk.org/Wiki/ITK_FAQ
>>>>>
>>>>> Follow this link to subscribe/unsubscribe:
>>>>> http://public.kitware.com/mailman/listinfo/insight-users
>>>>>
>>>>>
>>>>
>>>> _____________________________________
>>>> Powered by www.kitware.com
>>>>
>>>> Visit other Kitware open-source projects at
>>>> http://www.kitware.com/opensource/opensource.html
>>>>
>>>> Kitware offers ITK Training Courses, for more information visit:
>>>> http://www.kitware.com/products/protraining.php
>>>>
>>>> Please keep messages on-topic and check the ITK FAQ at:
>>>> http://www.itk.org/Wiki/ITK_FAQ
>>>>
>>>> Follow this link to subscribe/unsubscribe:
>>>> http://public.kitware.com/mailman/listinfo/insight-users
>>>>
>>>>
>>>> ------------------------------
>>>> If you reply to this email, your message will be added to the
>>>> discussion below:
>>>>
>>>> http://itk-insight-users.2283740.n2.nabble.com/ITK-users-Texture-pixel-by-pixel-tp7587867p7588513.html
>>>> To start a new topic under ITK Insight Users, email [hidden email]
>>>> <http://user/SendEmail.jtp?type=node&node=7588516&i=2>
>>>> To unsubscribe from ITK Insight Users, click here.
>>>> NAML
>>>> <http://itk-insight-users.2283740.n2.nabble.com/template/NamlServlet.jtp?macro=macro_viewer&id=instant_html%21nabble%3Aemail.naml&base=nabble.naml.namespaces.BasicNamespace-nabble.view.web.template.NabbleNamespace-nabble.naml.namespaces.BasicNamespace-nabble.view.web.template.NabbleNamespace-nabble.naml.namespaces.BasicNamespace-nabble.view.web.template.NabbleNamespace-nabble.naml.namespaces.BasicNamespace-nabble.view.web.template.NabbleNamespace-nabble.naml.namespaces.BasicNamespace-nabble.view.web.template.NabbleNamespace-nabble.view.web.template.NodeNamespace&breadcrumbs=notify_subscribers%21nabble%3Aemail.naml-instant_emails%21nabble%3Aemail.naml-send_instant_email%21nabble%3Aemail.naml>
>>>>
>>>
>>>
>>> _____________________________________
>>> Powered by www.kitware.com
>>>
>>> Visit other Kitware open-source projects at
>>> http://www.kitware.com/opensource/opensource.html
>>>
>>> Kitware offers ITK Training Courses, for more information visit:
>>> http://www.kitware.com/products/protraining.php
>>>
>>> Please keep messages on-topic and check the ITK FAQ at:
>>> http://www.itk.org/Wiki/ITK_FAQ
>>>
>>> Follow this link to subscribe/unsubscribe:
>>> http://public.kitware.com/mailman/listinfo/insight-users
>>>
>>>
>>
>> _____________________________________
>> Powered by www.kitware.com
>>
>> Visit other Kitware open-source projects at
>> http://www.kitware.com/opensource/opensource.html
>>
>> Kitware offers ITK Training Courses, for more information visit:
>> http://www.kitware.com/products/protraining.php
>>
>> Please keep messages on-topic and check the ITK FAQ at:
>> http://www.itk.org/Wiki/ITK_FAQ
>>
>> Follow this link to subscribe/unsubscribe:
>> http://public.kitware.com/mailman/listinfo/insight-users
>>
>>
>> ------------------------------
>> If you reply to this email, your message will be added to the discussion
>> below:
>>
>> http://itk-insight-users.2283740.n2.nabble.com/ITK-users-Texture-pixel-by-pixel-tp7587867p7588516.html
>> To start a new topic under ITK Insight Users, email [hidden email]
>> <http:///user/SendEmail.jtp?type=node&node=7588531&i=2>
>> To unsubscribe from ITK Insight Users, click here.
>> NAML
>> <http://itk-insight-users.2283740.n2.nabble.com/template/NamlServlet.jtp?macro=macro_viewer&id=instant_html%21nabble%3Aemail.naml&base=nabble.naml.namespaces.BasicNamespace-nabble.view.web.template.NabbleNamespace-nabble.naml.namespaces.BasicNamespace-nabble.view.web.template.NabbleNamespace-nabble.naml.namespaces.BasicNamespace-nabble.view.web.template.NabbleNamespace-nabble.naml.namespaces.BasicNamespace-nabble.view.web.template.NabbleNamespace-nabble.naml.namespaces.BasicNamespace-nabble.view.web.template.NabbleNamespace-nabble.view.web.template.NodeNamespace&breadcrumbs=notify_subscribers%21nabble%3Aemail.naml-instant_emails%21nabble%3Aemail.naml-send_instant_email%21nabble%3Aemail.naml>
>>
>
> _____________________________________
> Powered by www.kitware.com
>
> Visit other Kitware open-source projects at
> http://www.kitware.com/opensource/opensource.html
>
> Kitware offers ITK Training Courses, for more information visit:
> http://www.kitware.com/products/protraining.php
>
> Please keep messages on-topic and check the ITK FAQ at:
> http://www.itk.org/Wiki/ITK_FAQ
>
> Follow this link to subscribe/unsubscribe:
> http://public.kitware.com/mailman/listinfo/insight-users
>
>
>
> _____________________________________
> Powered by www.kitware.com
>
> Visit other Kitware open-source projects at
> http://www.kitware.com/opensource/opensource.html
>
> Kitware offers ITK Training Courses, for more information visit:
> http://www.kitware.com/products/protraining.php
>
> Please keep messages on-topic and check the ITK FAQ at:
> http://www.itk.org/Wiki/ITK_FAQ
>
> Follow this link to subscribe/unsubscribe:
> http://public.kitware.com/mailman/listinfo/insight-users
>
>
> ------------------------------
> If you reply to this email, your message will be added to the discussion
> below:
>
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> To start a new topic under ITK Insight Users, email
> ml-node+s2283740n2283740h75 at n2.nabble.com
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> .
> NAML
> <http://itk-insight-users.2283740.n2.nabble.com/template/NamlServlet.jtp?macro=macro_viewer&id=instant_html%21nabble%3Aemail.naml&base=nabble.naml.namespaces.BasicNamespace-nabble.view.web.template.NabbleNamespace-nabble.naml.namespaces.BasicNamespace-nabble.view.web.template.NabbleNamespace-nabble.naml.namespaces.BasicNamespace-nabble.view.web.template.NabbleNamespace-nabble.naml.namespaces.BasicNamespace-nabble.view.web.template.NabbleNamespace-nabble.naml.namespaces.BasicNamespace-nabble.view.web.template.NabbleNamespace-nabble.view.web.template.NodeNamespace&breadcrumbs=notify_subscribers%21nabble%3Aemail.naml-instant_emails%21nabble%3Aemail.naml-send_instant_email%21nabble%3Aemail.naml>
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