[ITK] [ITK-users] Texture pixel by pixel
Francisco López-Franca
franciscolopezdelafranca at gmail.com
Mon Feb 15 01:36:35 EST 2016
Hi,
Here they are.
KR.
2016-02-12 16:22 GMT+01:00 dzenanz [via ITK Insight Users] <
ml-node+s2283740n7588490h25 at n2.nabble.com>:
> 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>> 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>>:
>> >>
>> >>> 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>>:
>> >>>
>> >>>> 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>>:
>> >>>>
>> >>>>> 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>>
>> >>>>> 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>>
>> >>>>>> 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>>:
>> >>>>>>
>> >>>>>>> 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>> 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>>:
>> >>>>>>> >
>> >>>>>>> >> 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>>
>> >>>>>>> >> 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>>
>> 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.
>> >>>>>>> >> > > _____________________________________
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>> >>>>>>> >> > >
>> >>>>>>> >> > > 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:
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>> >>>>>>> >> >
>> >>>>>>> >> >
>> >>>>>>> >>
>> >>>>>>> >>
>> >>>>>>> >>
>> >>>>>>> >>
>> >>>>>>> >> --
>> >>>>>>> >> 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.
>> >>>>>>> >> _____________________________________
>> >>>>>>> >> Powered by www.kitware.com
>> >>>>>>> >>
>> >>>>>>> >> Visit other Kitware open-source projects at
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>> >>>>>>> >> Kitware offers ITK Training Courses, for more information
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>> >>>>>>> >
>> >>>>>>> >
>> >>>>>>> > _____________________________________
>> >>>>>>> > 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
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