[ITK] [ITK-users] Python Bindings, Templates, and ConfidenceConnectedImageFilter
Bradley Lowekamp
blowekamp at mail.nih.gov
Fri Jun 12 13:05:23 EDT 2015
Justin,
The output of the ConfidenceConnectedImageFilter is a binary image. The output image only has 2 value the background ( 0 ) and the "ReplaceValue". While the templated code with a float output pixel would allow you to set the replace value to say an approximation of PI, the output image would still just have two value. Using a unsigned char output pixel type works for most normal cases. If not casting the output is not too hard.
Brad
On Jun 12, 2015, at 12:37 PM, Porter, Justin <porterj at wusm.wustl.edu> wrote:
> Thanks for your quick and helpful response!
>
> Whatever version of ITK I am running has the GetTypes method, and it looks like ConfidenceConnectedImageFilter allows 2 and 3 dimensional doubles, floats, SS, and UC on the input end, but only 2 and 3 dimensional UC and SS as output types.
>
> The output from ConfidenceConnectedImageFilter.GetTypes():
>
>> <itkTemplate itk::ConfidenceConnectedImageFilter>
>> Options:
>> [<class 'itkImagePython.itkImageD2'>, <class 'itkImagePython.itkImageSS2'>]
>> [<class 'itkImagePython.itkImageD2'>, <class 'itkImagePython.itkImageUC2'>]
>> [<class 'itkImagePython.itkImageD3'>, <class 'itkImagePython.itkImageSS3'>]
>> [<class 'itkImagePython.itkImageD3'>, <class 'itkImagePython.itkImageUC3'>]
>> [<class 'itkImagePython.itkImageF2'>, <class 'itkImagePython.itkImageSS2'>]
>> [<class 'itkImagePython.itkImageF2'>, <class 'itkImagePython.itkImageUC2'>]
>> [<class 'itkImagePython.itkImageF3'>, <class 'itkImagePython.itkImageSS3'>]
>> [<class 'itkImagePython.itkImageF3'>, <class 'itkImagePython.itkImageUC3'>]
>> [<class 'itkImagePython.itkImageSS2'>, <class 'itkImagePython.itkImageSS2'>]
>> [<class 'itkImagePython.itkImageSS2'>, <class 'itkImagePython.itkImageUC2'>]
>> [<class 'itkImagePython.itkImageSS3'>, <class 'itkImagePython.itkImageSS3'>]
>> [<class 'itkImagePython.itkImageSS3'>, <class 'itkImagePython.itkImageUC3'>]
>> [<class 'itkImagePython.itkImageUC2'>, <class 'itkImagePython.itkImageSS2'>]
>> [<class 'itkImagePython.itkImageUC2'>, <class 'itkImagePython.itkImageUC2'>]
>> [<class 'itkImagePython.itkImageUC3'>, <class 'itkImagePython.itkImageSS3'>]
>> [<class 'itkImagePython.itkImageUC3'>, <class 'itkImagePython.itkImageUC3'>]
>
> Is this by design? In the example script, both the input and the output for ConfidenceConnectedImageFilter are 3d floats…
>
> If not, I would be happy to try to fix the issue and commit a fix if there are guidelines somewhere for doing so.
>
> Cheers,
> Justin
>
>> On Jun 12, 2015, at 10:26 AM, Michka Popoff <michkapopoff at gmail.com> wrote:
>>
>> Hi
>>
>> one good way to know which types are available is to use the GetTypes method on your template (before calling New). This method way introduced in 4.7 or after, I don't remember. But it is definitively available in 4.8 rc 1.
>>
>> I am not in front on a computer so please check this out yourself. Looking at the code we wrap float combinations here:
>> https://github.com/InsightSoftwareConsortium/ITK/blob/master/Modules/Segmentation/RegionGrowing/wrapping/itkConfidenceConnectedImageFilter.wrap
>>
>> Michka
>>
>>
>>
>> Envoyé de mon iPhone
>>
>> Le 12 juin 2015 à 17:03, Porter, Justin <porterj at wusm.wustl.edu> a écrit :
>>
>>> Hey all,
>>>
>>> I’m just getting started with ITK, and I’m using the python bindings, which are really awesome. It looks like it was a fair bit of work to get such a heavily templated library to work in Python, but it’s really nice to be able to build scripts in python!
>>>
>>> I set out to reimplement Slicer’s “Simple Region Growing Segmentation” using ITK-Python, but I keep getting an error when I try to define a ConfidenceConnectedImageFilter template on a 3d float (and double, too). IMG_F == itk.Image[itk.F, 3] elsewhere in the script.
>>>
>>>> Traceback (most recent call last):
>>>> File "simple_region_growing_segmentation.py", line 169, in <module>
>>>> sys.exit(main(sys.argv))
>>>> File "simple_region_growing_segmentation.py", line 154, in main
>>>> args.seed)
>>>> File "simple_region_growing_segmentation.py", line 98, in attach_connect
>>>> ccif = ConfidenceConnectedImageFilter[IMG_F, IMG_F].New()
>>>> File "/home/jporter/usr/local/ITK/bin/Wrapping/Generators/Python/itkTemplate.py", line 263, in __getitem__
>>>> (str(parameters), self.__name__))
>>>> KeyError: "itkTemplate : No template (<class 'itkImagePython.itkImageF3'>, <class 'itkImagePython.itkImageF3'>) for the itk::ConfidenceConnectedImageFilter class"
>>>
>>> I’m pretty sure I built the bindings appropriately to get float support:
>>>
>>>> cmake -DITK_USE_REVIEW=ON -DITK_WRAP_PYTHON=ON -DBUILD_SHARED_LIBS=ON -DITK_LEGACY_SILENT=ON -DITK_WRAP_float=ON -DITK_WRAP_rgb_unsigned_char=ON -DITK_WRAP_vector_double=ON -DITK_WRAP_complex_double=ON -DITK_WRAP_double=ON
>>>
>>> Interestingly, I can build a CurvatureFlowImageFilter or a CastImageFilter templated against 3d floats. I can also instantiate a ConfidenceConnectedImageFilter templated against itk.UC (presumably unsigned char?). That made me think that it’s not possible to build a ConfidenceConnectedImageFilter templated on floats, but the ConfidenceConnected example segmentation script does just that.
>>>
>>> I’d love to hear thought/suggestions as to how I can proceed!
>>>
>>> Cheers,
>>> Justin
>>>
>>>
>>>
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>
>
>
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