[Insight-users] Local texture Features

Neil Panjwani paniwani at gmail.com
Fri Apr 29 12:47:26 EDT 2011


These look perfect =)

Thanks

On Fri, Apr 29, 2011 at 5:22 AM, Julien Malik <julien.malik at c-s.fr> wrote:

> Hi,
>
> We have filters to compute local textures descriptors in Orfeo Toolbox,
> based on ITK classes.
>
> Code is here :
> http://hg.orfeo-toolbox.org/OTB/file/tip/Code/FeatureExtraction
>
> The filters computing local textures around a neighborhood are :
> otb::ScalarImageToTexturesImageFilter (based on
> itk::GreyLevelCooccurrenceMatrixTextureCoefficientsCalculator)
> otb::ScalarImageToAdvancedTexturesImageFilter
> otb::ScalarImageToHigherOrderTexturesImageFilter (based on
> http://www.insight-journal.org/browse/publication/231)
>
> The filters are streamed and multithreaded, so they can be applied on
> images of arbitrary size.
>
> Cheers,
> Julien
>
>
>
> Le 29/04/2011 10:42, M.Staring at lumc.nl a écrit :
>
>  Hi,
>>
>> The following at least provides code to get plain GLCM operators working:
>>
>> https://github.com/ITKTools/ITKTools/tree/master/src/texture
>>
>> HTH,
>>
>> Marius
>>
>> -----Original Message-----
>> From: insight-users-bounces at itk.org [mailto:insight-users-bounces at itk.org]
>> On Behalf Of Neal R. Harvey
>> Sent: donderdag 28 april 2011 18:15
>> To: insight-users at itk.org
>> Subject: Re: [Insight-users] Local texture Features
>>
>> Neil Panjwani Wrote:
>>
>>  Hi,
>>>
>>> I'm interested in computing local texture maps. I found a few filters
>>> in ITK, including the
>>> GreyLevelCooccurrenceMatrixTextureCoefficientsCalculator,
>>> which does compute many of the features I'm interested in. However, it
>>> does so over an entire image, a masked image, or given a cooccurrence
>>> matrix (which is usually generated from the entire image) and only
>>> returns one texture value for each feature given that input. I'd like
>>> to compute these features locally, in say a 9x9 neighborhood much like
>>> the MATLAB function
>>> entropyfilt() (
>>> http://www.mathworks.com/help/toolbox/images/ref/entropyfilt.html)
>>>
>>> How can I utilize these filters to compute local features?
>>>
>>     I am also very interested in doing exactly the same thing.
>>     For example, if I have a segmentation and a number of objects
>>     labeled in an image, I would like to get texture measures for each
>>     individual object.
>>
>>     When I looked into this I wasn't even able to get the code for the
>>     ITK plain vanilla GLCM operators working properly, let alone
>>     something more complicated. In the end, I went to OpenCV and
>>     modified some of the code there to do what I needed.
>>
>>     If anyone can provide examples of code that successfully implements
>>     the ITK GLCM operators, that can provide results that correlate well
>>     with applying some other GLCM tools such as those available in
>>     matlab, it would be very much appreciated. If anyone is able to
>>     provide a solution to the more complicated problem as elucidated by
>>     Mr Panjwani, that would be wonderful.
>>
>>     Cheers
>>
>>
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